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Knol MJ, Poot RA, Evans TE, Satizabal CL, Mishra A, Sargurupremraj M, van der Auwera S, Duperron MG, Jian X, Hostettler IC, van Dam-Nolen DHK, Lamballais S, Pawlak MA, Lewis CE, Carrion-Castillo A, van Erp TGM, Reinbold CS, Shin J, Scholz M, Håberg AK, Kämpe A, Li GHY, Avinun R, Atkins JR, Hsu FC, Amod AR, Lam M, Tsuchida A, Teunissen MWA, Aygün N, Patel Y, Liang D, Beiser AS, Beyer F, Bis JC, Bos D, Bryan RN, Bülow R, Caspers S, Catheline G, Cecil CAM, Dalvie S, Dartigues JF, DeCarli C, Enlund-Cerullo M, Ford JM, Franke B, Freedman BI, Friedrich N, Green MJ, Haworth S, Helmer C, Hoffmann P, Homuth G, Ikram MK, Jack CR, Jahanshad N, Jockwitz C, Kamatani Y, Knodt AR, Li S, Lim K, Longstreth WT, Macciardi F, Mäkitie O, Mazoyer B, Medland SE, Miyamoto S, Moebus S, Mosley TH, Muetzel R, Mühleisen TW, Nagata M, Nakahara S, Palmer ND, Pausova Z, Preda A, Quidé Y, Reay WR, Roshchupkin GV, Schmidt R, Schreiner PJ, Setoh K, Shapland CY, Sidney S, St Pourcain B, Stein JL, Tabara Y, Teumer A, Uhlmann A, van der Lugt A, Vernooij MW, Werring DJ, Windham BG, Witte AV, Wittfeld K, Yang Q, Yoshida K, Brunner HG, Le Grand Q, Sim K, Stein DJ, Bowden DW, Cairns MJ, Hariri AR, Cheung CL, Andersson S, Villringer A, Paus T, Cichon S, Calhoun VD, Crivello F, Launer LJ, White T, Koudstaal PJ, Houlden H, Fornage M, Matsuda F, Grabe HJ, Ikram MA, Debette S, Thompson PM, Seshadri S, Adams HHH. Genetic variants for head size share genes and pathways with cancer. Cell Rep Med 2024:101529. [PMID: 38703765 DOI: 10.1016/j.xcrm.2024.101529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 09/18/2023] [Accepted: 04/04/2024] [Indexed: 05/06/2024]
Abstract
The size of the human head is highly heritable, but genetic drivers of its variation within the general population remain unmapped. We perform a genome-wide association study on head size (N = 80,890) and identify 67 genetic loci, of which 50 are novel. Neuroimaging studies show that 17 variants affect specific brain areas, but most have widespread effects. Gene set enrichment is observed for various cancers and the p53, Wnt, and ErbB signaling pathways. Genes harboring lead variants are enriched for macrocephaly syndrome genes (37-fold) and high-fidelity cancer genes (9-fold), which is not seen for human height variants. Head size variants are also near genes preferentially expressed in intermediate progenitor cells, neural cells linked to evolutionary brain expansion. Our results indicate that genes regulating early brain and cranial growth incline to neoplasia later in life, irrespective of height. This warrants investigation of clinical implications of the link between head size and cancer.
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Affiliation(s)
- Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Raymond A Poot
- Department of Cell Biology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Tavia E Evans
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA; The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Sandra van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; German Centre of Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Marie-Gabrielle Duperron
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France
| | - Xueqiu Jian
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Isabel C Hostettler
- Stroke Research Centre, University College London, Institute of Neurology, London, UK; Department of Neurosurgery, Klinikum rechts der Isar, University of Munich, Munich, Germany; Neurosurgical Department, Cantonal Hospital St. Gallen, St. Gallen, Switzerland
| | - Dianne H K van Dam-Nolen
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Sander Lamballais
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Mikolaj A Pawlak
- Department of Neurology, Poznań University of Medical Sciences, Poznań, Poland; Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cora E Lewis
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham School of Medicine, Birmingham, AL, USA
| | - Amaia Carrion-Castillo
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Computational Life Sciences, Zurich University of Applied Sciences, Wädenswil, Switzerland
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Disease, Leipzig, Germany
| | - Asta K Håberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Radiology and Nuclear Medicine, St. Olavs University Hospital, Trondheim, Norway
| | - Anders Kämpe
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden; Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
| | - Gloria H Y Li
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Reut Avinun
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Joshua R Atkins
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Fang-Chi Hsu
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Alyssa R Amod
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Max Lam
- North Region, Institute of Mental Health, Singapore, Singapore; Population and Global Health, LKC Medicine, Nanyang Technological University, Singapore, Singapore
| | - Ami Tsuchida
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France; Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Mariël W A Teunissen
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Neurology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Nil Aygün
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Yash Patel
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
| | - Dan Liang
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Alexa S Beiser
- The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Frauke Beyer
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Collaborative Research Center 1052 Obesity Mechanisms, Faculty of Medicine, University of Leipzig, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Daniel Bos
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - R Nick Bryan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Robin Bülow
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Svenja Caspers
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; Institute for Anatomy I, Medical Faculty & University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Gwenaëlle Catheline
- University of Bordeaux, CNRS, INCIA, UMR 5287, team NeuroImagerie et Cognition Humaine, Bordeaux, France; EPHE-PSL University, Bordeaux, France
| | - Charlotte A M Cecil
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Shareefa Dalvie
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Jean-François Dartigues
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team SEPIA, UMR 1219, Bordeaux, France
| | - Charles DeCarli
- Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, CA, USA
| | - Maria Enlund-Cerullo
- Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland
| | - Judith M Ford
- San Francisco Veterans Administration Medical Center, San Francisco, CA, USA; University of California, San Francisco, San Francisco, CA, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Barry I Freedman
- Department of Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Melissa J Green
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia; Neuroscience Research Australia, Sydney, NSW, Australia
| | - Simon Haworth
- Bristol Dental School, University of Bristol, Bristol, UK
| | - Catherine Helmer
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team LEHA, UMR 1219, Bordeaux, France
| | - Per Hoffmann
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Human Genetics, University of Bonn Medical School, Bonn, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | | | - Neda Jahanshad
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck USC School of Medicine, Los Angeles, CA, USA
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Medical Faculty, Aachen, Germany
| | - Yoichiro Kamatani
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Annchen R Knodt
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Keane Lim
- Research Division, Institute of Mental Health, Singapore, Singapore
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Fabio Macciardi
- Laboratory of Molecular Psychiatry, Department of Psychiatry and Human Behavior, School of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Outi Mäkitie
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden; Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden; Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland
| | - Bernard Mazoyer
- Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France; Centre Hospitalo-Universitaire de Bordeaux, Bordeaux, France
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia; School of Psychology, University of Queensland, Brisbane, QLD, Australia; Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Susumu Miyamoto
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Susanne Moebus
- Institute for Urban Public Health, University of Duisburg-Essen, Essen, Germany
| | - Thomas H Mosley
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, MS, USA; Memory Impairment and Neurodegenerative Dementia (MIND) Center, Jackson, MS, USA
| | - Ryan Muetzel
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Thomas W Mühleisen
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Manabu Nagata
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Soichiro Nakahara
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA; Unit 2, Candidate Discovery Science Labs, Drug Discovery Research, Astellas Pharma Inc, 21 Miyukigaoka, Tsukuba, Ibaraki 305-8585, Japan
| | - Nicholette D Palmer
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Adrian Preda
- Department of Psychiatry, University of California, Irvine, Irvine, CA, USA
| | - Yann Quidé
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia; Neuroscience Research Australia, Sydney, NSW, Australia
| | - William R Reay
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
| | | | - Kazuya Setoh
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Chin Yang Shapland
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, University of Bristol, Bristol, UK
| | - Stephen Sidney
- Kaiser Permanente Division of Research, Oakland, CA, USA
| | - Beate St Pourcain
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Jason L Stein
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Alexander Teumer
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anne Uhlmann
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Aad van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - David J Werring
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
| | - B Gwen Windham
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, MS, USA; Memory Impairment and Neurodegenerative Dementia (MIND) Center, Jackson, MS, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Collaborative Research Center 1052 Obesity Mechanisms, Faculty of Medicine, University of Leipzig, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; German Centre of Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kazumichi Yoshida
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Han G Brunner
- Department of Human Genetics, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Clinical Genetics MUMC+, GROW School of Oncology and Developmental Biology, and MHeNs School of Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Quentin Le Grand
- Bordeaux Population Health, University of Bordeaux, INSERM U1219, Bordeaux, France
| | - Kang Sim
- West Region, Institute of Mental Health, Singapore, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Dan J Stein
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany; SAMRC Unit on Risk and Resilience, University of Cape Town, Cape Town, South Africa
| | - Donald W Bowden
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Murray J Cairns
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Ching-Lung Cheung
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Centre for Genomic Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Sture Andersson
- Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, Canada; Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Sven Cichon
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS) {Georgia State, Georgia Tech, Emory}, Atlanta, GA, USA
| | - Fabrice Crivello
- Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Lenore J Launer
- Laboratory of Epidemiology, Demography, and Biometry, Intramural Research Program, National Institute of Aging, The National Institutes of Health, Bethesda, MD, USA
| | - Tonya White
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Peter J Koudstaal
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Henry Houlden
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA; Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Stéphanie Debette
- Bordeaux Population Health, University of Bordeaux, INSERM U1219, Bordeaux, France; Department of Neurology, Bordeaux University Hospital, Bordeaux, France
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck USC School of Medicine, Los Angeles, CA, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA; The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Hieab H H Adams
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
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Kalaria R, Maestre G, Mahinrad S, Acosta DM, Akinyemi RO, Alladi S, Allegri RF, Arshad F, Babalola DO, Baiyewu O, Bak TH, Bellaj T, Brodie-Mends DK, Carrillo MC, Celestin KKM, Damasceno A, de Silva RK, de Silva R, Djibuti M, Dreyer AJ, Ellajosyula R, Farombi TH, Friedland RP, Garza N, Gbessemehlan A, Georgiou EEZ, Govia I, Grinberg LT, Guerchet M, Gugssa SA, Gumikiriza-Onoria JL, Hogervorst E, Hornberger M, Ibanez A, Ihara M, Issac TG, Jönsson L, Karanja WM, Lee JH, Leroi I, Livingston G, Manes FF, Mbakile-Mahlanza L, Miller BL, Musyimi CW, Mutiso VN, Nakasujja N, Ndetei DM, Nightingale S, Novotni G, Nyamayaro P, Nyame S, Ogeng'o JA, Ogunniyi A, de Oliveira MO, Okubadejo NU, Orrell M, Paddick SM, Pericak-Vance MA, Pirtosek Z, Potocnik FCV, Raman R, Rizig M, Rosselli M, Salokhiddinov M, Satizabal CL, Sepulveda-Falla D, Seshadri S, Sexton CE, Skoog I, George-Hyslop PHS, Suemoto CK, Thapa P, Udeh-Momoh CT, Valcour V, Vance JM, Varghese M, Vera JH, Walker RW, Zetterberg H, Zewde YZ, Ismail O. The 2022 symposium on dementia and brain aging in low- and middle-income countries: Highlights on research, diagnosis, care, and impact. Alzheimers Dement 2024. [PMID: 38696263 DOI: 10.1002/alz.13836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 02/27/2024] [Accepted: 02/28/2024] [Indexed: 05/04/2024]
Abstract
Two of every three persons living with dementia reside in low- and middle-income countries (LMICs). The projected increase in global dementia rates is expected to affect LMICs disproportionately. However, the majority of global dementia care costs occur in high-income countries (HICs), with dementia research predominantly focusing on HICs. This imbalance necessitates LMIC-focused research to ensure that characterization of dementia accurately reflects the involvement and specificities of diverse populations. Development of effective preventive, diagnostic, and therapeutic approaches for dementia in LMICs requires targeted, personalized, and harmonized efforts. Our article represents timely discussions at the 2022 Symposium on Dementia and Brain Aging in LMICs that identified the foremost opportunities to advance dementia research, differential diagnosis, use of neuropsychometric tools, awareness, and treatment options. We highlight key topics discussed at the meeting and provide future recommendations to foster a more equitable landscape for dementia prevention, diagnosis, care, policy, and management in LMICs. HIGHLIGHTS: Two-thirds of persons with dementia live in LMICs, yet research and costs are skewed toward HICs. LMICs expect dementia prevalence to more than double, accompanied by socioeconomic disparities. The 2022 Symposium on Dementia in LMICs addressed advances in research, diagnosis, prevention, and policy. The Nairobi Declaration urges global action to enhance dementia outcomes in LMICs.
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Affiliation(s)
- Raj Kalaria
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gladys Maestre
- Departments of Neuroscience and Human Genetics, University of Texas Rio Grande Valley, One W. University Blvd, Brownsville, Texas, USA
| | - Simin Mahinrad
- Division of Medical and Scientific Relations, Alzheimer's Association, Chicago, Illinois, USA
| | - Daisy M Acosta
- Universidad Nacional Pedro Henriquez Urena (UNPHU), Santo Domingo, Dominican Republic
| | - Rufus Olusola Akinyemi
- Neuroscience and Ageing Research Unit, Institute for Advanced Medical Research and Training, College of Medicine, University of Ibadan, Ibadan, Oyo, Nigeria
| | - Suvarna Alladi
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Ricardo F Allegri
- Fleni Neurological Institute, Buenos Aires, Argentina
- Department of Neurosciences, Universidad de la Costa (CUC), Barranquilla, Colombia
| | - Faheem Arshad
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | | | - Olusegun Baiyewu
- Department of Psychiatry, University of Ibadan, Ibadan, Oyo, Nigeria
| | | | | | | | - Maria C Carrillo
- Division of Medical and Scientific Relations, Alzheimer's Association, Chicago, Illinois, USA
| | - Kaputu-Kalala-Malu Celestin
- Department of Neurology, Centre Neuropsychopathologique (CNPP), Kinshasa University Teaching Hospital, University of Kinshasa, Kinshasa, Republic Democratic of the Congo
| | | | - Ranil Karunamuni de Silva
- Interdisciplinary Centre for Innovation in Biotechnology and Neuroscience, Faculty of Medical Sciences, University of Sri Jayewardenepura, Nugegoda, Sri Lanka
- Institute for Combinatorial Advanced Research and Education (KDU-CARE), General Sir John Kotelawala Defence University, Ratmalana, Sri Lanka
| | - Rohan de Silva
- Reta Lila Weston Institute and Department of Clinical, Movement Neuroscience, UCL Queen Square Institute of Neurology, London, UK
| | - Mamuka Djibuti
- Partnership for Research and Action for Health (PRAH), Tbilisi, Georgia
| | | | - Ratnavalli Ellajosyula
- Cognitive Neurology Clinic, Manipal Hospital, and Annasawmy Mudaliar Hospital, Bengaluru, Karnataka, India
- Manipal Academy of Higher Education (MAHE), Manipal, Karnataka, India
| | - Temitope H Farombi
- Tony Anenih Geriatric Center, University College Hospital, Ibadan, Oyo, Nigeria
| | | | - Noe Garza
- Department of Neuroscience and Human Genetics, University of Texas Rio Grande Valley, Harlingen, Texas, USA
| | - Antoine Gbessemehlan
- Inserm U1094, IRD U270, University of Limoges, CHU Limoges, EpiMaCT - Epidemiology of Chronic Diseases in Tropical Zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Limoges, France
- Inserm, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
| | - Eliza Eleni-Zacharoula Georgiou
- Department of Psychiatry, Patras University General Hospital, Faculty of Medicine, School of Health Sciences, University of Patras, Patras, Greece
| | - Ishtar Govia
- Caribbean Institute for Health Research, The University of the West Indies, Jamaica, West Indies, Jamaica
- Institute for Global Health, University College London, London, UK
| | - Lea T Grinberg
- Department of Neurology and Pathology, University of California San Francisco, San Francisco, California, USA
- Department of Pathology, University of Sao Paulo, R. da Reitoria, R. Cidade Universitária, São Paulo, Sao Paulo, Brazil
| | - Maëlenn Guerchet
- Inserm U1094, IRD U270, University of Limoges, CHU Limoges, EpiMaCT - Epidemiology of Chronic Diseases in Tropical Zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Limoges, France
| | - Seid Ali Gugssa
- Department of Neurology, School of Medicine, Addis Ababa University, Addis Ababa, Ethiopia
| | | | - Eef Hogervorst
- Loughborough University, Loughborough, UK
- Respati University, Yogyakarta, Indonesia
| | | | - Agustin Ibanez
- Latin American Institute for Brain Health (BrainLat), Universidad Adolfo Ibanez, Peñalolén, Santiago, Chile
- Global Brain Health Institute (GBHI), University California San Francisco (UCSF), San Francisco, California, USA
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
- Cognitive Neuroscience Center (CNC), Universidad de San Andrés, and National Scientific and Technical Research Council (CONICET), Victoria, Provincia de Buenos Aires, Argentina
| | - Masafumi Ihara
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Osaka, Japan
| | - Thomas Gregor Issac
- Centre for Brain Research, Indian Institute of Science (IISc), Bengaluru, Karnataka, India
| | - Linus Jönsson
- Department of Neurobiology, Care Science and Society, section for Neurogeriatrics, Karolinska Institute, Solnavägen, Solna, Sweden
| | - Wambui M Karanja
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
- Brain and Mind Institute, Aga Khan University, Nairobi, Kenya
| | - Joseph H Lee
- Sergievsky Center, Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Departments of Neurology and Epidemiology, Columbia University, New York, New York, USA
| | - Iracema Leroi
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
| | | | - Facundo Francisco Manes
- Institute of Cognitive and Translational Neuroscience (INCYT), INECO Foundation, Favaloro University, Buenos Aires, Argentina
| | - Lingani Mbakile-Mahlanza
- Global Brain Health Institute (GBHI), University California San Francisco (UCSF), San Francisco, California, USA
- University of Botswana, Gaborone, Botswana
| | - Bruce L Miller
- Department of Neurology, Memory and Aging Center, University of California San Francisco Weill Institute for Neurosciences, San Francisco, California, USA
| | | | - Victoria N Mutiso
- Africa Mental Health Research and Training Foundation, Nairobi, Kenya
- Department of Psychiatry, University of Nairobi, Nairobi, Kenya
- World Psychiatric Association Collaborating Centre for Research and Training, Nairobi, Kenya
| | | | - David M Ndetei
- Africa Mental Health Research and Training Foundation, Nairobi, Kenya
- Department of Psychiatry, University of Nairobi, Nairobi, Kenya
- World Psychiatric Association Collaborating Centre for Research and Training, Nairobi, Kenya
| | - Sam Nightingale
- Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Gabriela Novotni
- University Clinic of Neurology, Medical Faculty University Ss Cyril and Methodius Institute for Alzheimer's Disease and Neuroscience, Skopje, North Macedonia
| | - Primrose Nyamayaro
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
- Faculty of Medicine and Health Sciences, University of Zimbabwe, Harare, Zimbabwe
| | - Solomon Nyame
- Kintampo Health Research Centre, Ghana Health Service, Hospital Road, Near Kintampo-north Municipal Hospital, Kintampo, Ghana
| | | | | | - Maira Okada de Oliveira
- Global Brain Health Institute (GBHI), University California San Francisco (UCSF), San Francisco, California, USA
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
- Department of Psychiatry at Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Cognitive Neurology and Behavioral Unit (GNCC), University of Sao Paulo, R. da Reitoria, R. Cidade Universitária, São Paulo, Sao Paulo, Brazil
| | - Njideka U Okubadejo
- Neurology Unit, Department of Medicine, Faculty of Clinical Sciences, College of Medicine, University of Lagos, Yaba, Lagos, Nigeria
| | - Martin Orrell
- Institute of Mental Health, University of Nottingham, Nottingham, UK
| | - Stella-Maria Paddick
- Newcastle University, Newcastle upon Tyne, UK
- Gateshead Health NHS Foundation Trust, Sheriff Hill, Tyne and Wear, UK
| | - Margaret A Pericak-Vance
- John P Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Coral Gables, Florida, USA
- Dr. John T Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine, Coral Gables, Florida, USA
| | - Zvezdan Pirtosek
- Faculty of Medicine, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Felix Claude Victor Potocnik
- Old Age Psychiatry Unit, Depth Psychiatry, Stellenbosch University, Western Cape, Stellenbosch Central, Stellenbosch, South Africa
| | - Rema Raman
- Alzheimer's Therapeutic Research Institute, University of Southern California, Los Angeles, California, USA
| | - Mie Rizig
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, Queen Square, London, UK
| | - Mónica Rosselli
- Department of Psychology, Charles E. Schmidt College of Science, Florida Atlantic University, Boca Raton, Florida, USA
- Florida Alzheimer's Disease Research Center, Gainesville, Florida, USA
| | | | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- The Framingham Heart Study, Framingham, Massachusetts, USA
| | - Diego Sepulveda-Falla
- Molecular Neuropathology of Alzheimer's Disease, Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and South Texas ADRC, UT Health San Antonio, San Antonio, Texas, USA
- University of Texas Health Sciences Center, San Antonio, Texas, USA
| | - Claire E Sexton
- Division of Medical and Scientific Relations, Alzheimer's Association, Chicago, Illinois, USA
| | - Ingmar Skoog
- Institute of Neuroscience and Fysiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Peter H St George-Hyslop
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University Irving Medical Center, New York, New York, USA
- Cambridge Institute for Medical Research and Department of Clinical Neurosciences, School of Clinical Medicine, University of Cambridge, Addenbrookes Biomedical Campus, Trumpington, Cambridge, UK
- Department of Medicine (Neurology), Temerty Faculty of Medicine, University of Toronto, and University Health Network, 27 King's College Cir, Toronto, Ontario, Canada
| | - Claudia Kimie Suemoto
- Division of Geriatrics, University of Sao Paulo Medical School, R. da Reitoria, R. Cidade Universitária, São Paulo, Sao Paulo, Brazil
| | - Prekshy Thapa
- Global Brain Health Institute (GBHI), Trinity College Dublin, Lloyd Building Trinity College Dublin, Dublin, Ireland
| | - Chinedu Theresa Udeh-Momoh
- Global Brain Health Institute (GBHI), University California San Francisco (UCSF), San Francisco, California, USA
- FINGERS Brain Health Institute, c/o Stockholms Sjukhem, Stockholm, Sweden
- Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA
- Department of Neurobiology, Care Sciences and Society (NVS), Division of Clinical Geriatrics, Karolinska Institute, Solnavägen, Solna, Sweden
- Imarisha Centre for Brain health and Aging, Brain and Mind Institute, Aga Khan University, Nairobi, Kenya
| | - Victor Valcour
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, California, USA
| | - Jeffery M Vance
- John P Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Coral Gables, Florida, USA
| | - Mathew Varghese
- St. John's Medical College, Sarjapur - Marathahalli Rd, beside Bank Of Baroda, John Nagar, Koramangala, Bengaluru, Karnataka, India
| | - Jaime H Vera
- Department of Global Health and Infection, Brighton and Sussex Medical School, Brighton, UK
| | - Richard W Walker
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Göteborg, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, Queen Square, London, UK
- UK Dementia Research Institute at UCL, University College London, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Yared Z Zewde
- Department of Neurology, School of Medicine, Addis Ababa University, Addis Ababa, Ethiopia
| | - Ozama Ismail
- Division of Medical and Scientific Relations, Alzheimer's Association, Chicago, Illinois, USA
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3
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Melgarejo JD, Patil D, Mena LJ, Vatcheva KP, Garcia JA, Satizabal CL, Chavez CA, Pirela RV, Silva E, Calmon G, Lee JH, Terwilliger JD, Seshadri S, Maestre GE. Association of Variability and Hypertensive Loads in 24-h Blood Pressure With Mortality and Cardiovascular Risk. Am J Hypertens 2024; 37:323-333. [PMID: 38294177 PMCID: PMC11016833 DOI: 10.1093/ajh/hpae011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 12/20/2023] [Accepted: 01/17/2024] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND Evidence shows that high 24-h blood pressure (BP) variability increases cardiovascular risk. We investigated whether 24-h BP variability relates to mortality and cardiovascular risk due to inherent variability and/or hypertensive loads in 24-h BP. METHODS A total of 1,050 participants from the Maracaibo Aging Study (mean age, 66 years; women, 67.2%) underwent 24-h ambulatory BP monitoring and were followed between 2001 and 2016. To evaluate inherent BP variability, we used average real variability (ARV) as it captures variability among consecutive BP readings. 24-h systolic BP load was the proportion (%) of systolic BP readings ≥130 mm Hg during the daytime and ≥110 during the nighttime. Our primary endpoint was total mortality and major adverse cardiovascular endpoints (MACE). Statistics included Cox proportional models. RESULTS During a median follow-up of 8.3 years, 299 participants died and 210 experienced MACE. Each +2 mm Hg (corresponding to 1-standard deviation) higher 24-h systolic ARV (mean value, 9.0 ± 2.0 mm Hg) was associated with higher hazard ratios (HRs) for mortality by 1.28-fold (95% confidence interval [CI], 1.14-1.43) and for MACE by 1.24-fold (95% CI, 1.08-1.42). Each 30% higher 24-h systolic BP load (median value, 63%) was associated with mortality and MACE with HRs of 1.29 (95% CI, 1.15-1.46) and 1.28 (95% CI, 1.10-1.48); respectively. After models were additionally adjusted by BP level, only ARV was associated with mortality (HR, 1.17; 95% CI, 1.04-1.33) and MACE (HR, 1.16; 95% CI, 1.00-1.34). CONCLUSIONS High ARV and hypertensive loads in 24-h systolic BP were associated with mortality and cardiovascular risk, however, only ARV is associated independently of the BP level.
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Affiliation(s)
- Jesus D Melgarejo
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
| | - Dhrumil Patil
- Department of General Medicine, Beth Israel Deaconess Medical Centre, Harvard Medical School, Boston, Massachusetts, USA
| | - Luis J Mena
- Department of Computer Sciences, Polytechnic University of Sinaloa, Mazatlán, Sinaloa, Mexico
| | - Kristina P Vatcheva
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- School of Mathematical and Statistical Science, College of Science, University of Texas Rio Grande Valley, Brownsville, Texas, USA
| | - Jose A Garcia
- Department of Human Genetics, University of Texas Rio Grande Valley, Brownsville, Texas, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- South Texas Alzheimer’s Disease Center, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
| | - Carlos A Chavez
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
| | - Rosa V Pirela
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
| | - Egle Silva
- Laboratory of Ambulatory Recordings, Cardiovascular Institute (IECLUZ), University of Zulia, Maracaibo, Venezuela
| | - Gustavo Calmon
- Laboratory of Ambulatory Recordings, Cardiovascular Institute (IECLUZ), University of Zulia, Maracaibo, Venezuela
| | - Joseph H Lee
- Department of Psychiatry, Columbia University, New York, New York, USA
- Department of Genetics and Development, Columbia University, New York, New York, USA
- Sergievsky Center and Department of Epidemiology, Columbia University Medical Center, New York, New York, USA
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York, New York, USA
| | - Joseph D Terwilliger
- Department of Psychiatry, Columbia University, New York, New York, USA
- Department of Genetics and Development, Columbia University, New York, New York, USA
- Sergievsky Center and Department of Epidemiology, Columbia University Medical Center, New York, New York, USA
- Division of Public Health Genomics, National Institute for Health and Welfare, Helsinki, Finland
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- South Texas Alzheimer’s Disease Center, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
| | - Gladys E Maestre
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
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DeCarli C, Maillard P, Pase MP, Beiser AS, Kojis D, Satizabal CL, Himali JJ, Aparicio HJ, Fletcher E, Seshadri S. Trends in Intracranial and Cerebral Volumes of Framingham Heart Study Participants Born 1930 to 1970. JAMA Neurol 2024:2816798. [PMID: 38526486 PMCID: PMC10964161 DOI: 10.1001/jamaneurol.2024.0469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 01/05/2024] [Indexed: 03/26/2024]
Abstract
Importance Human brain development and maintenance is under both genetic and environmental influences that likely affect later-life dementia risk. Objective To examine environmental influences by testing whether time-dependent secular differences occurred in cranial and brain volumes and cortical thickness over birth decades spanning 1930 to 1970. Design, Setting, and Participants This cross-sectional study used data from the community-based Framingham Heart Study cohort for participants born in the decades 1930 to 1970. Participants did not have dementia or history of stroke and had magnetic resonance imaging (MRI) obtained from March 18, 1999, to November 15, 2019. The final analysis dataset was created in October 2023. Exposure Years of birth ranging from 1925 to 1968. Main Measures Cross-sectional analysis of intracranial, cortical gray matter, white matter, and hippocampal volumes as well as cortical surface area and cortical thickness. The secular measure was the decade in which the participant was born. Covariates included age at MRI and sex. Results The main study cohort consisted of 3226 participants with a mean (SD) age of 57.7 (7.8) years at the time of their MRI. A total of 1706 participants were female (53%) and 1520 (47%) were male. The birth decades ranged from the 1930s to 1970s. Significant trends for larger intracranial, hippocampal, and white matter volumes and cortical surface area were associated with progressive birth decades. Comparing the 1930s birth decade to the 1970s accounted for a 6.6% greater volume (1234 mL; 95% CI, 1220-1248, vs 1321 mL; 95% CI, 1301-1341) for ICV, 7.7% greater volume (441.9 mL; 95% CI, 435.2-448.5, vs 476.3 mL; 95% CI, 467.0-485.7) for white matter, 5.7% greater value (6.51 mL; 95% CI, 6.42-6.60, vs 6.89 mL; 95% CI, 6.77-7.02) for hippocampal volume, and a 14.9% greater value (1933 cm2; 95% CI, 1908-1959, vs 2222 cm2; 95% CI, 2186-2259) for cortical surface area. Repeat analysis applied to a subgroup of 1145 individuals of similar age range born in the 1940s (mean [SD] age, 60.0 [2.8] years) and 1950s (mean [SD] age, 59.0 [2.8] years) resulted in similar findings. Conclusion and Relevance In this study, secular trends for larger brain volumes suggested improved brain development among individuals born between 1930 and 1970. Early life environmental influences may explain these results and contribute to the declining dementia incidence previously reported in the Framingham Heart Study cohort.
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Affiliation(s)
- Charles DeCarli
- Department of Neurology & Imaging of Dementia and Aging Laboratory, University of California Davis, Sacramento, California
| | - Pauline Maillard
- Department of Neurology & Imaging of Dementia and Aging Laboratory, University of California Davis, Sacramento, California
| | - Matthew P. Pase
- Framingham Heart Study, Framingham, Massachusetts
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
- Harvard T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts
| | - Alexa S. Beiser
- Framingham Heart Study, Framingham, Massachusetts
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
- Department of Neurology, Boston University Chonbanian and Avedisian School of Medicine, Boston, Massachusetts
| | - Daniel Kojis
- Framingham Heart Study, Framingham, Massachusetts
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Claudia L. Satizabal
- Framingham Heart Study, Framingham, Massachusetts
- The Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, Texas
| | - Jayandra J. Himali
- Framingham Heart Study, Framingham, Massachusetts
- The Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, Texas
| | - Hugo J. Aparicio
- Framingham Heart Study, Framingham, Massachusetts
- Department of Neurology, Boston University Chonbanian and Avedisian School of Medicine, Boston, Massachusetts
| | - Evan Fletcher
- Department of Neurology & Imaging of Dementia and Aging Laboratory, University of California Davis, Sacramento, California
| | - Sudha Seshadri
- Framingham Heart Study, Framingham, Massachusetts
- Department of Neurology, Boston University Chonbanian and Avedisian School of Medicine, Boston, Massachusetts
- The Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio
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Satizabal CL, Beiser AS, Fletcher E, Seshadri S, DeCarli C. A novel neuroimaging signature for ADRD risk stratification in the community. Alzheimers Dement 2024; 20:1881-1893. [PMID: 38147416 PMCID: PMC10984488 DOI: 10.1002/alz.13600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 11/20/2023] [Accepted: 11/21/2023] [Indexed: 12/28/2023]
Abstract
INTRODUCTION Early risk stratification for clinical dementia could lead to preventive therapies. We identified and validated a magnetic resonance imaging (MRI) signature for Alzheimer's disease (AD) and related dementias (ARDR). METHODS An MRI ADRD signature was derived from cortical thickness maps in Framingham Heart Study (FHS) participants with AD dementia and matched controls. The signature was related to the risk of ADRD and cognitive function in FHS. Results were replicated in the University of California Davis Alzheimer's Disease Research Center (UCD-ADRC) cohort. RESULTS Participants in the bottom quartile of the signature had more than three times increased risk for ADRD compared to those in the upper three quartiles (P < 0.001). Greater thickness in the signature was related to better general cognition (P < 0.01) and episodic memory (P = 0.01). Results replicated in UCD-ADRC. DISCUSSION We identified a robust neuroimaging biomarker for persons at increased risk of ADRD. Other cohorts will further test the validity of this biomarker.
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Affiliation(s)
- Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health Sciences CenterSan AntonioTexasUSA
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- The Framingham Heart StudyFraminghamMassachusettsUSA
| | - Alexa S. Beiser
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- The Framingham Heart StudyFraminghamMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
| | - Evan Fletcher
- IDeA LaboratoryDepartment of NeurologyUniversity of California DavisDavisCaliforniaUSA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health Sciences CenterSan AntonioTexasUSA
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- The Framingham Heart StudyFraminghamMassachusettsUSA
| | - Charles DeCarli
- IDeA LaboratoryDepartment of NeurologyUniversity of California DavisDavisCaliforniaUSA
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6
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Pase MP, Himali JJ, Puerta R, Beiser AS, Gonzales MM, Satizabal CL, Yang Q, Aparicio HJ, Kojis DJ, Decarli CS, Lopez OL, Longstreth W, Gudnason V, Mosley TH, Bis JC, Fohner A, Psaty BM, Boada M, García-González P, Valero S, Marquié M, Tracy R, Launer LJ, Ruiz A, Fornage M, Seshadri S. Association of Plasma YKL-40 With MRI, CSF, and Cognitive Markers of Brain Health and Dementia. Neurology 2024; 102:e208075. [PMID: 38290090 DOI: 10.1212/wnl.0000000000208075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 11/07/2023] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Higher YKL-40 levels in the CSF are a known biomarker of brain inflammation. We explored the utility of plasma YKL-40 as a biomarker for accelerated brain aging and dementia risk. METHODS We performed cross-sectional and prospective analyses of 4 community-based cohorts in the United States or Europe: the Age, Gene/Environment Susceptibility-Reykjavik Study, Atherosclerosis Risk in the Communities study, Coronary Artery Risk Development in Young Adults study, and Framingham Heart Study (FHS). YKL-40 was measured from stored plasma by a single laboratory using Mesoscale Discovery with levels log transformed and standardized within each cohort. Outcomes included MRI total brain volume, hippocampal volume, and white matter hyperintensity volume (WMHV) as a percentage of intracranial volume, a general cognitive composite derived from neuropsychological testing (SD units [SDU]), and the risk of incident dementia. We sought to replicate associations with dementia in the clinic-based ACE csf cohort, which also had YKL-40 measured from the CSF. RESULTS Meta-analyses of MRI outcomes included 6,558 dementia-free participants, and for analysis of cognition, 6,670. The blood draw preceded MRI/cognitive assessment by up to 10.6 years across cohorts. The mean ages ranged from 50 to 76 years, with 39%-48% male individuals. In random-effects meta-analysis of study estimates, each SDU increase in log-transformed YKL-40 levels was associated with smaller total brain volume (β = -0.33; 95% CI -0.45 to -0.22; p < 0.0001) and poorer cognition (β = -0.04; 95% CI -0.07 to -0.02; p < 0.01), following adjustments for demographic variables. YKL-40 levels did not associate with hippocampal volume or WMHV. In the FHS, each SDU increase in log YKL-40 levels was associated with a 64% increase in incident dementia risk over a median of 5.8 years of follow-up, following adjustments for demographic variables (hazard ratio 1.64; 95% CI 1.25-2.16; p < 0.001). In the ACE csf cohort, plasma and CSF YKL-40 were correlated (r = 0.31), and both were associated with conversion from mild cognitive impairment to dementia, independent of amyloid, tau, and neurodegeneration status. DISCUSSION Higher plasma YKL-40 levels were associated with lower brain volume, poorer cognition, and incident dementia. Plasma YKL-40 may be useful for studying the association of inflammation and its treatment on dementia risk.
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Affiliation(s)
- Matthew P Pase
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Jayandra J Himali
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Raquel Puerta
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Alexa S Beiser
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Mitzi M Gonzales
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Claudia L Satizabal
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Qiong Yang
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Hugo J Aparicio
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Daniel J Kojis
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Charles S Decarli
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Oscar L Lopez
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Will Longstreth
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Vilmundur Gudnason
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Thomas H Mosley
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Joshua C Bis
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Alison Fohner
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Bruce M Psaty
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Mercè Boada
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Pablo García-González
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Sergi Valero
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Marta Marquié
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Russell Tracy
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Lenore J Launer
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Agustín Ruiz
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Myriam Fornage
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
| | - Sudha Seshadri
- From the Turner Institute for Brain and Mental Health (M.P.P.), Monash University, Australia; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (J.J.H., M.M.G.), University of Texas Health Sciences Center, San Antonio; ACE Alzheimer Center (R.P., M.B., P.G.-G., S.V., M.M., A.R.), Barcelona, Spain; Boston University School of Public Health (A.S.B., D.J.K.), MA; University of Texas Health Sciences Center (C.L.S., S.S.), San Antonio; Department of Neurology (Q.Y., H.J.A.), Boston University School of Medicine, MA; Department of Neurology (C.S.D.), School of Medicine & Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California at Davis; Department of Neurology (O.L.L.), School of Medicine, University of Pittsburgh, PA; University of Washington (W.L., B.M.P.), Seattle; Faculty of Medicine (V.G.), University of Iceland, Reykjavík; University of Mississippi Medical Center (T.H.M.), The MIND Center, Jackson; Cardiovascular Health Research Unit (J.C.B.), Department of Medicine, and Department of Epidemiology (A.F.), University of Washington, Seattle; University of Vermont (R.T.), Burlington; Laboratory of Epidemiology and Population Sciences (L.J.L.), National Institute on Aging, NIH, Bethesda, MD; and University of Texas Health Science Center (M.F.), Houston. Matthew P. Pase is currently at the School of Psychological Sciences and the Turner Institute for Brain and Mental Health, Monash University, Australia
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7
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van Gennip ACE, Satizabal CL, Tracy RP, Sigurdsson S, Gudnason V, Launer LJ, van Sloten TT. Associations of plasma NfL, GFAP, and t-tau with cerebral small vessel disease and incident dementia: longitudinal data of the AGES-Reykjavik Study. GeroScience 2024; 46:505-516. [PMID: 37530894 PMCID: PMC10828267 DOI: 10.1007/s11357-023-00888-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 07/24/2023] [Indexed: 08/03/2023] Open
Abstract
We investigated the associations of plasma neurofilament light (NfL), glial fibrillary acidic protein (GFAP), and total tau (t-tau) with markers of cerebral small vessel disease (SVD) and with incident dementia. We also investigated whether associations of NfL, GFAP, and t-tau with incident dementia were explained by SVD. Data are from a random subsample (n = 1069) of the population-based AGES-Reykjavik Study who underwent brain MRI and in whom plasma NfL, GFAP, and t-tau were measured at baseline (76.1 ± 5.4 years/55.9% women/baseline 2002-2006/follow-up until 2015). A composite SVD burden score was calculated using white matter hyperintensity volume (WMHV), subcortical infarcts, cerebral microbleeds, and large perivascular spaces. Dementia was assessed in a 3-step process and adjudicated by specialists. Higher NfL was associated with a higher SVD burden score. Dementia occurred in 225 (21.0%) individuals. The SVD burden score significantly explained part of the association between NfL and incident dementia. WMHV mostly strongly contributed to the explained effect. GFAP was not associated with the SVD burden score, but was associated with WMHV, and WMHV significantly explained part of the association between GFAP and incident dementia. T-tau was associated with WMHV, but not with incident dementia. In conclusion, the marker most strongly related to SVD is plasma NfL, for which the association with WMHV appeared to explain part of its association with incident dementia. This study suggests that plasma NfL may reflect the contribution of co-morbid vascular disease to dementia. However, the magnitude of the explained effect was relatively small, and further research is required to investigate the clinical implications of this finding.
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Affiliation(s)
- April C E van Gennip
- Department of Internal Medicine, Maastricht University Medical Centre, Maastricht, The Netherlands
- School for Cardiovascular Diseases (CARIM), Maastricht University, Maastricht, The Netherlands
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Russell P Tracy
- Laboratory for Clinical Biochemistry Research, The Robert Larner M.D. College of Medicine, University of Vermont, Burlington, VT, USA
| | | | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, National Institute On Aging, National Institutes of Health, Baltimore, MD, USA
| | - Thomas T van Sloten
- Department of Vascular Medicine, Utrecht University Medical Center, Utrecht, The Netherlands.
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8
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Mei H, Simino J, Li L, Jiang F, Bis JC, Davies G, Hill WD, Xia C, Gudnason V, Yang Q, Lahti J, Smith JA, Kirin M, De Jager P, Armstrong NJ, Ghanbari M, Kolcic I, Moran C, Teumer A, Sargurupremraj M, Mahmud S, Fornage M, Zhao W, Satizabal CL, Polasek O, Räikkönen K, Liewald DC, Homuth G, Callisaya M, Mather KA, Windham BG, Zemunik T, Palotie A, Pattie A, van der Auwera S, Thalamuthu A, Knopman DS, Rudan I, Starr JM, Wittfeld K, Kochan NA, Griswold ME, Vitart V, Brodaty H, Gottesman R, Cox SR, Psaty BM, Boerwinkle E, Chasman DI, Grodstein F, Sachdev PS, Srikanth V, Hayward C, Wilson JF, Eriksson JG, Kardia SLR, Grabe HJ, Bennett DA, Ikram MA, Deary IJ, van Duijn CM, Launer L, Fitzpatrick AL, Seshadri S, Bressler J, Debette S, Mosley TH. Multi-omics and pathway analyses of genome-wide associations implicate regulation and immunity in verbal declarative memory performance. Alzheimers Res Ther 2024; 16:14. [PMID: 38245754 PMCID: PMC10799499 DOI: 10.1186/s13195-023-01376-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 12/26/2023] [Indexed: 01/22/2024]
Abstract
BACKGROUND Uncovering the functional relevance underlying verbal declarative memory (VDM) genome-wide association study (GWAS) results may facilitate the development of interventions to reduce age-related memory decline and dementia. METHODS We performed multi-omics and pathway enrichment analyses of paragraph (PAR-dr) and word list (WL-dr) delayed recall GWAS from 29,076 older non-demented individuals of European descent. We assessed the relationship between single-variant associations and expression quantitative trait loci (eQTLs) in 44 tissues and methylation quantitative trait loci (meQTLs) in the hippocampus. We determined the relationship between gene associations and transcript levels in 53 tissues, annotation as immune genes, and regulation by transcription factors (TFs) and microRNAs. To identify significant pathways, gene set enrichment was tested in each cohort and meta-analyzed across cohorts. Analyses of differential expression in brain tissues were conducted for pathway component genes. RESULTS The single-variant associations of VDM showed significant linkage disequilibrium (LD) with eQTLs across all tissues and meQTLs within the hippocampus. Stronger WL-dr gene associations correlated with reduced expression in four brain tissues, including the hippocampus. More robust PAR-dr and/or WL-dr gene associations were intricately linked with immunity and were influenced by 31 TFs and 2 microRNAs. Six pathways, including type I diabetes, exhibited significant associations with both PAR-dr and WL-dr. These pathways included fifteen MHC genes intricately linked to VDM performance, showing diverse expression patterns based on cognitive status in brain tissues. CONCLUSIONS VDM genetic associations influence expression regulation via eQTLs and meQTLs. The involvement of TFs, microRNAs, MHC genes, and immune-related pathways contributes to VDM performance in older individuals.
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Affiliation(s)
- Hao Mei
- Department of Data Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS, USA.
- Gertrude C. Ford Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA.
| | - Jeannette Simino
- Department of Data Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS, USA.
- Gertrude C. Ford Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA.
| | - Lianna Li
- Department of Biology, Tougaloo College, Jackson, MS, USA
| | - Fan Jiang
- Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Joshua C Bis
- Department of Medicine, Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Gail Davies
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - W David Hill
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Charley Xia
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- The National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA
| | - Jari Lahti
- Turku Institute for Advanced Research, University of Turku, Turku, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Mirna Kirin
- Work completed while at The University of Edinburgh, Edinburgh, UK
| | - Philip De Jager
- Taub Institute for Research On Alzheimer's Disease and the Aging Brain, Columbia Irving University Medical Center, New York, NY, USA
- Center for Translational and Computational Neuro-Immunology, Columbia University Medical Center, New York, NY, USA
- Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | | | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus Medical Center University Medical Center, Rotterdam, The Netherlands
| | - Ivana Kolcic
- School of Medicine, University of Split, Split, Croatia
| | - Christopher Moran
- Department of Geriatric Medicine, Frankston Hospital, Peninsula Health, Melbourne, Australia
- Peninsula Clinical School, Central Clinical School, Monash University, Melbourne, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Murali Sargurupremraj
- Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, University of Bordeaux, Bordeaux, France
| | - Shamsed Mahmud
- Department of Data Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS, USA
| | - Myriam Fornage
- The Brown Foundation Institute of Molecular Medicine for the Prevention of Human Diseases, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Claudia L Satizabal
- The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Ozren Polasek
- School of Medicine, University of Split, Split, Croatia
- Algebra University College, Ilica 242, Zagreb, Croatia
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - David C Liewald
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Michele Callisaya
- Peninsula Clinical School, Central Clinical School, Monash University, Melbourne, Australia
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Sydney, Australia
| | - B Gwen Windham
- Gertrude C. Ford Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Medicine, Division of Geriatrics, School of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | | | - Aarno Palotie
- Department of Medicine, Department of Neurology and Department of Psychiatry, Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- The Stanley Center for Psychiatric Research and Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alison Pattie
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Sandra van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Sydney, Australia
| | | | - Igor Rudan
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - John M Starr
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Rostock, Germany
| | - Nicole A Kochan
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Michael E Griswold
- Gertrude C. Ford Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Medicine, School of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Veronique Vitart
- Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Centre for Research Collaboration, University of New South Wales, Sydney, NSW, Australia
| | - Rebecca Gottesman
- Stroke, Cognition, and Neuroepidemiology (SCAN) Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Simon R Cox
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Bruce M Psaty
- Department of Medicine, Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Daniel I Chasman
- Harvard Medical School, Boston, MA, USA
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Francine Grodstein
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, Australia
| | - Velandai Srikanth
- Department of Geriatric Medicine, Frankston Hospital, Peninsula Health, Melbourne, Australia
- Peninsula Clinical School, Central Clinical School, Monash University, Melbourne, Australia
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Australia
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - James F Wilson
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, UK
- Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Public Health Solutions, Chronic Disease Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
- Folkhälsan Research Centre, Helsinki, Finland
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Rostock, Germany
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center University Medical Center, Rotterdam, The Netherlands
| | - Ian J Deary
- Department of Psychology, Lothian Birth Cohorts Group, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Cornelia M van Duijn
- Nuffield Department of Population Health, Medical Sciences Division, University of Oxford, Oxford, UK
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute On Aging, Bethesda, MD, USA
| | - Annette L Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Family Medicine, University of Washington, Seattle, WA, USA
| | - Sudha Seshadri
- The National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Stephanie Debette
- Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, University of Bordeaux, Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Neurology, CHU de Bordeaux, Bordeaux, France
| | - Thomas H Mosley
- Gertrude C. Ford Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Medicine, School of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Neurology, University of Mississippi Medical Center, Jackson, MS, USA
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9
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Sun X, Bulekova K, Yang J, Lai M, Pitsillides AN, Liu X, Zhang Y, Guo X, Yong Q, Raffield LM, Rotter JI, Rich SS, Abecasis G, Carson AP, Vasan RS, Bis JC, Psaty BM, Boerwinkle E, Fitzpatrick AL, Satizabal CL, Arking DE, Ding J, Levy D, Liu C. Association analysis of mitochondrial DNA heteroplasmic variants: methods and application. medRxiv 2024:2024.01.12.24301233. [PMID: 38260412 PMCID: PMC10802757 DOI: 10.1101/2024.01.12.24301233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
We rigorously assessed a comprehensive association testing framework for heteroplasmy, employing both simulated and real-world data. This framework employed a variant allele fraction (VAF) threshold and harnessed multiple gene-based tests for robust identification and association testing of heteroplasmy. Our simulation studies demonstrated that gene-based tests maintained an appropriate type I error rate at α=0.001. Notably, when 5% or more heteroplasmic variants within a target region were linked to an outcome, burden-extension tests (including the adaptive burden test, variable threshold burden test, and z-score weighting burden test) outperformed the sequence kernel association test (SKAT) and the original burden test. Applying this framework, we conducted association analyses on whole-blood derived heteroplasmy in 17,507 individuals of African and European ancestries (31% of African Ancestry, mean age of 62, with 58% women) with whole genome sequencing data. We performed both cohort- and ancestry-specific association analyses, followed by meta-analysis on both pooled samples and within each ancestry group. Our results suggest that mtDNA-encoded genes/regions are likely to exhibit varying rates in somatic aging, with the notably strong associations observed between heteroplasmy in the RNR1 and RNR2 genes (p<0.001) and advance aging by the Original Burden test. In contrast, SKAT identified significant associations (p<0.001) between diabetes and the aggregated effects of heteroplasmy in several protein-coding genes. Further research is warranted to validate these findings. In summary, our proposed statistical framework represents a valuable tool for facilitating association testing of heteroplasmy with disease traits in large human populations.
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Affiliation(s)
- Xianbang Sun
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
| | - Katia Bulekova
- Research Computing Services, Boston University, Boston, MA 02215, USA
| | - Jian Yang
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
| | - Meng Lai
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
| | | | - Xue Liu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
| | - Yuankai Zhang
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Qian Yong
- Longitudinal Studies Section, Translational Gerontology Branch, NIA/NIH, Baltimore, MD 21224, USA
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Stephen S. Rich
- Department of Public Health Services, Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Goncalo Abecasis
- TOPMed Informatics Research Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Ramachandran S. Vasan
- Sections of Preventive Medicine and Epidemiology, and Cardiovascular Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
- Framingham Heart Study, NHLBI/NIH, Framingham, MA 01702, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA
- Departments of Epidemiology, and Health Services, University of Washington, Seattle, WA 98101, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental Sciences, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Annette L. Fitzpatrick
- Departments of Family Medicine, Epidemiology, and Global Health, University of Washington, Seattle, WA 98195, USA
| | - Claudia L. Satizabal
- Framingham Heart Study, NHLBI/NIH, Framingham, MA 01702, USA
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX 78229, USA
| | - Dan E. Arking
- McKusick-Nathans Institute, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, MD 21205, USA
| | - Jun Ding
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Daniel Levy
- Framingham Heart Study, NHLBI/NIH, Framingham, MA 01702, USA
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | | | - Chunyu Liu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118, USA
- Framingham Heart Study, NHLBI/NIH, Framingham, MA 01702, USA
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10
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Cronjé HT, Liu X, Odden MC, Moseholm KF, Seshadri S, Satizabal CL, Lopez OL, Bis JC, Djoussé L, Fohner AE, Psaty BM, Tracy RP, Longstreth WT, Jensen MK, Mukamal KJ. Serum NfL and GFAP are associated with incident dementia and dementia mortality in older adults: The cardiovascular health study. Alzheimers Dement 2023; 19:5672-5680. [PMID: 37392405 PMCID: PMC10757989 DOI: 10.1002/alz.13367] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 06/02/2023] [Accepted: 06/03/2023] [Indexed: 07/03/2023]
Abstract
INTRODUCTION Circulating neurofilament light chain (NfL) and glial fibrillary acidic protein (GFAP) have been independently associated with dementia risk. Their additive association, and their associations with dementia-specific mortality, have not been investigated. METHODS We associated serum NfL, GFAP, total tau ,and ubiquitin carboxyl-terminal hydrolase-L1, measured in 1712 dementia-free adults, with 19-year incident dementia and dementia-specific mortality risk, and with 3-year cognitive decline. RESULTS In adjusted models, being in the highest versus lowest tertile of NfL or GFAP associated with a hazard ratio (HR) of 1.49 (1.20-1.84) and 1.38 (1.15-1.66) for incident dementia, and 2.87 (1.79-4.61) and 2.76 (1.73-4.40) for dementia-specific mortality. Joint third versus first tertile exposure further increased risk; HR = 2.06 (1.60-2.67) and 9.22 (4.48-18.9). NfL was independently associated with accelerated cognitive decline. DISCUSSION Circulating NfL and GFAP may, independently and jointly, provide useful clinical insight regarding dementia risk and prognosis.
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Affiliation(s)
- Héléne T Cronjé
- Department of Public Health, Section of Epidemiology, University of Copenhagen, Copenhagen, Denmark
| | - Xiaojuan Liu
- Department of Epidemiology and Population Health, Stanford University, Stanford, California, USA
| | - Michelle C Odden
- Department of Epidemiology and Population Health, Stanford University, Stanford, California, USA
| | - Kristine F Moseholm
- Department of Public Health, Section of Epidemiology, University of Copenhagen, Copenhagen, Denmark
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Luc Djoussé
- Division of Aging, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Alison E Fohner
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Institute of Public Health Genetics, University of Washington, Seattle, Washington, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
- Departments of Epidemiology and Health Systems and Population Health, University of Washington, Seattle, Washington, USA
| | - Russell P Tracy
- Department of Pathology Laboratory Medicine, Larner College of Medicine, University of Vermont, Burlington, Vermont, USA
| | - W T Longstreth
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Neurology, University of Washington, Seattle, Washington, USA
| | - Majken K Jensen
- Department of Public Health, Section of Epidemiology, University of Copenhagen, Copenhagen, Denmark
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Kenneth J Mukamal
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
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11
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Tin A, Fohner AE, Yang Q, Brody JA, Davies G, Yao J, Liu D, Caro I, Lindbohm JV, Duggan MR, Meirelles O, Harris SE, Gudmundsdottir V, Taylor AM, Henry A, Beiser AS, Shojaie A, Coors A, Fitzpatrick AL, Langenberg C, Satizabal CL, Sitlani CM, Wheeler E, Tucker-Drob EM, Bressler J, Coresh J, Bis JC, Candia J, Jennings LL, Pietzner M, Lathrop M, Lopez OL, Redmond P, Gerszten RE, Rich SS, Heckbert SR, Austin TR, Hughes TM, Tanaka T, Emilsson V, Vasan RS, Guo X, Zhu Y, Tzourio C, Rotter JI, Walker KA, Ferrucci L, Kivimäki M, Breteler MMB, Cox SR, Debette S, Mosley TH, Gudnason VG, Launer LJ, Psaty BM, Seshadri S, Fornage M. Identification of circulating proteins associated with general cognitive function among middle-aged and older adults. Commun Biol 2023; 6:1117. [PMID: 37923804 PMCID: PMC10624811 DOI: 10.1038/s42003-023-05454-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 10/12/2023] [Indexed: 11/06/2023] Open
Abstract
Identifying circulating proteins associated with cognitive function may point to biomarkers and molecular process of cognitive impairment. Few studies have investigated the association between circulating proteins and cognitive function. We identify 246 protein measures quantified by the SomaScan assay as associated with cognitive function (p < 4.9E-5, n up to 7289). Of these, 45 were replicated using SomaScan data, and three were replicated using Olink data at Bonferroni-corrected significance. Enrichment analysis linked the proteins associated with general cognitive function to cell signaling pathways and synapse architecture. Mendelian randomization analysis implicated higher levels of NECTIN2, a protein mediating viral entry into neuronal cells, with higher Alzheimer's disease (AD) risk (p = 2.5E-26). Levels of 14 other protein measures were implicated as consequences of AD susceptibility (p < 2.0E-4). Proteins implicated as causes or consequences of AD susceptibility may provide new insight into the potential relationship between immunity and AD susceptibility as well as potential therapeutic targets.
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Grants
- N01 HC095163 NHLBI NIH HHS
- RC2 HL102419 NHLBI NIH HHS
- HHSN268201500003C NHLBI NIH HHS
- UH3 NS100605 NINDS NIH HHS
- R01 HL103612 NHLBI NIH HHS
- 75N92020D00002 NHLBI NIH HHS
- U01 HL096812 NHLBI NIH HHS
- MC_UU_00006/1 Medical Research Council
- UF1 NS125513 NINDS NIH HHS
- 75N92020D00005 NHLBI NIH HHS
- N01AG12100 NIA NIH HHS
- N01HC95160 NHLBI NIH HHS
- R01 AG054076 NIA NIH HHS
- R01 HL120393 NHLBI NIH HHS
- BB/F019394/1 Biotechnology and Biological Sciences Research Council
- RF1 AG059421 NIA NIH HHS
- R01 HL131136 NHLBI NIH HHS
- N01 HC095168 NHLBI NIH HHS
- UL1 RR025005 NCRR NIH HHS
- R01 AG015928 NIA NIH HHS
- HHSN268201800004I NHLBI NIH HHS
- U01 HL080295 NHLBI NIH HHS
- N01HC95163 NHLBI NIH HHS
- N01 AG012100 NIA NIH HHS
- HHSN268201500001C NHLBI NIH HHS
- UL1 TR001079 NCATS NIH HHS
- N01 HC085082 NHLBI NIH HHS
- U01 HL096917 NHLBI NIH HHS
- R01 HL059367 NHLBI NIH HHS
- U01 HL130114 NHLBI NIH HHS
- HHSN268200800007C NHLBI NIH HHS
- R01 HL085251 NHLBI NIH HHS
- N01HC95169 NHLBI NIH HHS
- R01 NS087541 NINDS NIH HHS
- 75N92020D00001 NHLBI NIH HHS
- R01 HL086694 NHLBI NIH HHS
- R01 AG054628 NIA NIH HHS
- U01 HL096902 NHLBI NIH HHS
- R01 HL087652 NHLBI NIH HHS
- N01 HC095162 NHLBI NIH HHS
- U01 HG004402 NHGRI NIH HHS
- N01HC95164 NHLBI NIH HHS
- N01 HC085086 NHLBI NIH HHS
- N01HC55222 NHLBI NIH HHS
- R01 AG049607 NIA NIH HHS
- R01 AG065596 NIA NIH HHS
- N01 HC095165 NHLBI NIH HHS
- N01HC95162 NHLBI NIH HHS
- MR/R024227/1 Medical Research Council
- N01HC85086 NHLBI NIH HHS
- 75N92020D00003 NHLBI NIH HHS
- R01 HL105756 NHLBI NIH HHS
- N01HC95168 NHLBI NIH HHS
- N01 HC095169 NHLBI NIH HHS
- HHSN268201800003I NHLBI NIH HHS
- P30 DK063491 NIDDK NIH HHS
- HHSN268201800007I NHLBI NIH HHS
- HHSN268201700002C NHLBI NIH HHS
- R01 AG066524 NIA NIH HHS
- RF1 AG063507 NIA NIH HHS
- HHSN268201200036C NHLBI NIH HHS
- R01 HL144483 NHLBI NIH HHS
- HHSN268201800001C NHLBI NIH HHS
- HHSN268201700001I NHLBI NIH HHS
- R01 AG056477 NIA NIH HHS
- HHSN268201700004I NHLBI NIH HHS
- N01HC95165 NHLBI NIH HHS
- N01 HC095159 NHLBI NIH HHS
- U01 AG058589 NIA NIH HHS
- N01HC95159 NHLBI NIH HHS
- N01 HC095161 NHLBI NIH HHS
- HHSN268201500001I NHLBI NIH HHS
- HHSN271201200022C NIDA NIH HHS
- N01 HC025195 NHLBI NIH HHS
- N01HC95161 NHLBI NIH HHS
- UL1 TR001420 NCATS NIH HHS
- 75N92020D00004 NHLBI NIH HHS
- U01 HL096814 NHLBI NIH HHS
- P30 AG066509 NIA NIH HHS
- R01 HL132320 NHLBI NIH HHS
- 75N92020D00007 NHLBI NIH HHS
- P30 AG066546 NIA NIH HHS
- R01 AG033040 NIA NIH HHS
- MR/S011676/1 Medical Research Council
- U01 AG052409 NIA NIH HHS
- HHSN268201500003I NHLBI NIH HHS
- K01 AG071689 NIA NIH HHS
- 75N92021D00006 NHLBI NIH HHS
- R01 AG026307 NIA NIH HHS
- R01 AG020098 NIA NIH HHS
- HHSN268201700005C NHLBI NIH HHS
- HHSN268201700001C NHLBI NIH HHS
- N01HC85082 NHLBI NIH HHS
- HHSN268201700003C NHLBI NIH HHS
- N01 HC095166 NHLBI NIH HHS
- N01HC95167 NHLBI NIH HHS
- N01HC85083 NHLBI NIH HHS
- UH2 NS100605 NINDS NIH HHS
- N01HC25195 NHLBI NIH HHS
- 75N92019D00031 NHLBI NIH HHS
- U01 HL096899 NHLBI NIH HHS
- HHSN268201700004C NHLBI NIH HHS
- UL1 TR000040 NCATS NIH HHS
- HHSN268201700002I NHLBI NIH HHS
- HHSN268201700005I NHLBI NIH HHS
- P30 AG072947 NIA NIH HHS
- R01 AG025941 NIA NIH HHS
- Chief Scientist Office
- 75N92020D00006 NHLBI NIH HHS
- N01HC95166 NHLBI NIH HHS
- R01 AG023629 NIA NIH HHS
- R01 HL087641 NHLBI NIH HHS
- N01HC85079 NHLBI NIH HHS
- N01 HC085080 NHLBI NIH HHS
- UL1 TR001881 NCATS NIH HHS
- N01 HC095167 NHLBI NIH HHS
- HHSN268201800005I NHLBI NIH HHS
- N01HC85080 NHLBI NIH HHS
- HHSN268201700003I NHLBI NIH HHS
- HHSN268201800006I NHLBI NIH HHS
- N01 HC095164 NHLBI NIH HHS
- N01HC85081 NHLBI NIH HHS
- N01 HC095160 NHLBI NIH HHS
- The ARIC study has been funded in whole or in part with Federal funds from the National Heart, Lung, and Blood Institute, National Institutes of Health, Department of Health and Human Services (contract numbers HHSN268201700001I, HHSN268201700002I, HHSN268201700003I, HHSN268201700004I and HHSN268201700005I), R01HL087641, R01HL059367 and R01HL086694; National Human Genome Research Institute contract U01HG004402; and National Institutes of Health contract HHSN268200625226C. Funding was also supported by 5RC2HL102419, R01NS087541 and R01HL131136. Neurocognitive data were collected by U01 2U01HL096812, 2U01HL096814, 2U01HL096899, 2U01HL096902, 2U01HL096917 from the NIH (NHLBI, NINDS, NIA and NIDCD). Infrastructure was partly supported by Grant Number UL1RR025005, a component of the National Institutes of Health and NIH Roadmap for Medical Research. This Cardiovascular Heath Study (CHS) research was supported by NHLBI contracts HHSN268201200036C, HHSN268200800007C, HHSN268201800001C, N01HC55222, N01HC85079, N01HC85080, N01HC85081, N01HC85082, N01HC85083, N01HC85086, 75N92021D00006; and NHLBI grants U01HL080295, R01HL087652, R01HL105756, R01HL103612, R01HL120393, R01HL085251, R01HL144483, and U01HL130114 with additional contribution from the National Institute of Neurological Disorders and Stroke (NINDS). Additional support was provided through R01AG023629, R01AG15928, and R01AG20098 from the National Institute on Aging (NIA). AEF is supported by K01AG071689. The Framingham Heart Study is conducted and supported by the National Heart, Lung, and Blood Institute (NHLBI) in collaboration with Boston University (Contract No. N01-HC-25195, HHSN268201500001I and 75N92019D00031). This work was also supported by grant R01AG063507, R01AG054076, R01AG049607, R01AG059421, R01AG033040, R01AG066524, P30AG066546, U01 AG052409, U01 AG058589 from from the National Institute on Aging and R01 AG017950, UH2/3 NS100605, UF1 NS125513 from National Institute of Neurological Disorders and Stroke and R01HL132320. AGES has been funded by NIA contracts N01-AG012100 and HSSN271201200022C, NIH Grant No. 1R01AG065596-01A1, Hjartavernd (the Icelandic Heart Association), and the Althingi (the Icelandic Parliament). M. R. Duggan, T. Tanaka, J. Candia, K. A. Walker, L. Ferrucci, L.J. Launer, O. Meirelles are funded by the National Institute on Aging Intramural Research Program. This study was funded, in part, by the National Institute on Aging Intramural Research Program. The Coronary Artery Risk Development in Young Adults Study (CARDIA) is supported by contracts HHSN268201800003I, HHSN268201800004I, HHSN268201800005I, HHSN268201800006I, and HHSN268201800007I from the National Heart, Lung, and Blood Institute (NHLBI). The LBC1921 was supported by the UK’s Biotechnology and Biological Sciences Research Council (BBSRC), The Royal Society, and The Chief Scientist Office of the Scottish Government. Genotyping was funded by the BBSRC (BB/F019394/1). LBC1936 is supported by the Biotechnology and Biological Sciences Research Council, and the Economic and Social Research Council [BB/W008793/1], Age UK (Disconnected Mind project), and the University of Edinburgh. Genotyping was funded by the BBSRC (BB/F019394/1). The Olink® Neurology Proteomics assay was supported by a National Institutes of Health (NIH) research grant R01AG054628. Phenotype harmonization, data management, sample-identity QC, and general study coordination, were provided by the TOPMed Data Coordinating Center (3R01HL-120393-02S1), and TOPMed MESA Multi-Omics (HHSN2682015000031/HSN26800004). The MESA projects are conducted and supported by the National Heart, Lung, and Blood Institute (NHLBI) in collaboration with MESA investigators. Support for the Multi-Ethnic Study of Atherosclerosis (MESA) projects are conducted and supported by the National Heart, Lung, and Blood Institute (NHLBI) in collaboration with MESA investigators. Support for MESA is provided by contracts 75N92020D00001, HHSN268201500003I, N01-HC-95159, 75N92020D00005, N01-HC-95160, 75N92020D00002, N01-HC-95161, 75N92020D00003, N01-HC-95162, 75N92020D00006, N01-HC-95163, 75N92020D00004, N01-HC-95164, 75N92020D00007, N01-HC-95165, N01-HC-95166, N01-HC-95167, N01-HC-95168, N01-HC-95169, UL1-TR-000040, UL1-TR-001079, UL1-TR-001420, UL1TR001881, DK063491, and R01HL105756. The Three City (3C) Study is conducted under a partnership agreement among the Institut National de la Santé et de la Recherche Médicale (INSERM), the University of Bordeaux, and Sanofi-Aventis. The Fondation pour la Recherche Médicale funded the preparation and initiation of the study. The 3C Study is also supported by the Caisse Nationale Maladie des Travailleurs Salariés, Direction Générale de la Santé, Mutuelle Générale de l’Education Nationale (MGEN), Institut de la Longévité, Conseils Régionaux of Aquitaine and Bourgogne, Fondation de France, and Ministry of Research–INSERM Programme “Cohortes et collections de données biologiques.” Ilana Caro received a grant from the EUR digital public health. This PhD program is supported within the framework of the PIA3 (Investment for the future). Project reference 17-EURE-0019.
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Affiliation(s)
- Adrienne Tin
- Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA.
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
| | - Alison E Fohner
- Department of Epidemiology, University of Washington, Seattle, WA, USA.
- Institute for Public Health Genetics, University of Washington, Seattle, WA, USA.
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.
| | - Qiong Yang
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Gail Davies
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Jie Yao
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Dan Liu
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Ilana Caro
- University of Bordeaux, Institut National de la Santé et de la Recherche Médicale (INSERM), Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, Bordeaux, France
| | - Joni V Lindbohm
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, The Klarman Cell Observatory, Cambridge, MA, USA
- Clinicum, Department of Public Health, University of Helsinki, Helsinki, Finland
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Michael R Duggan
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Osorio Meirelles
- National Institute on Aging, National Institutes of Health, Laboratory of Epidemiology and Population Science, Bethesda, MD, USA
| | - Sarah E Harris
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Valborg Gudmundsdottir
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Adele M Taylor
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Albert Henry
- Institute of Cardiovascular Science, University of London, London, UK
| | - Alexa S Beiser
- Department of Biostatistics, Boston University, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Ali Shojaie
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Annabell Coors
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Annette L Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Departments of Family Medicine, University of Washington, Seattle, WA, USA
| | - Claudia Langenberg
- Precision Healthcare Institute, Queen Mary University of London, London, UK
- MRC Epidemiology Unit, University of Cambridge, Cambridge, UK
- Computational Medicine, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Claudia L Satizabal
- Framingham Heart Study, Framingham, MA, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Colleen M Sitlani
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Eleanor Wheeler
- MRC Epidemiology Unit, University of Cambridge, Cambridge, UK
| | | | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Julián Candia
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Lori L Jennings
- Novartis Institutes for Biomedical Research, 22 Windsor Street, Cambridge, MA, USA
| | - Maik Pietzner
- Precision Healthcare Institute, Queen Mary University of London, London, UK
- MRC Epidemiology Unit, University of Cambridge, Cambridge, UK
- Computational Medicine, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | | | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Paul Redmond
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Robert E Gerszten
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Susan R Heckbert
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Thomas R Austin
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Timothy M Hughes
- Department of Internal Medicine, Section of Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Valur Emilsson
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Ramachandran S Vasan
- Framingham Heart Study, Framingham, MA, USA
- University of Texas School of Public Health in San Antonio, San Antonio, TX, USA
- University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Yineng Zhu
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Christophe Tzourio
- University of Bordeaux, Institut National de la Santé et de la Recherche Médicale (INSERM), Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, Bordeaux, France
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Keenan A Walker
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, MD, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Mika Kivimäki
- UCL Brain Sciences, University College London, London, UK
- Clinicum, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Monique M B Breteler
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Institute for Medical Biometry, Informatics and Epidemiology (IMBIE), Faculty of Medicine, University of Bonn, Bonn, Germany
| | - Simon R Cox
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Stephanie Debette
- University of Bordeaux, Institut National de la Santé et de la Recherche Médicale (INSERM), Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, Bordeaux, France
- Department of Neurology, Institute for Neurodegenerative Diseases, CHU de Bordeaux, Bordeaux, France
| | - Thomas H Mosley
- Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA
| | | | - Lenore J Launer
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Bruce M Psaty
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Sudha Seshadri
- Framingham Heart Study, Framingham, MA, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Myriam Fornage
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
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12
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Sarnowski C, Huan T, Ma Y, Joehanes R, Beiser A, DeCarli CS, Heard-Costa NL, Levy D, Lin H, Liu CT, Liu C, Meigs JB, Satizabal CL, Florez JC, Hivert MF, Dupuis J, De Jager PL, Bennett DA, Seshadri S, Morrison AC. Multi-tissue epigenetic analysis identifies distinct associations underlying insulin resistance and Alzheimer's disease at CPT1A locus. Clin Epigenetics 2023; 15:173. [PMID: 37891690 PMCID: PMC10612362 DOI: 10.1186/s13148-023-01589-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 10/20/2023] [Indexed: 10/29/2023] Open
Abstract
BACKGROUND Insulin resistance (IR) is a major risk factor for Alzheimer's disease (AD) dementia. The mechanisms by which IR predisposes to AD are not well-understood. Epigenetic studies may help identify molecular signatures of IR associated with AD, thus improving our understanding of the biological and regulatory mechanisms linking IR and AD. METHODS We conducted an epigenome-wide association study of IR, quantified using the homeostatic model assessment of IR (HOMA-IR) and adjusted for body mass index, in 3,167 participants from the Framingham Heart Study (FHS) without type 2 diabetes at the time of blood draw used for methylation measurement. We identified DNA methylation markers associated with IR at the genome-wide level accounting for multiple testing (P < 1.1 × 10-7) and evaluated their association with neurological traits in participants from the FHS (N = 3040) and the Religious Orders Study/Memory and Aging Project (ROSMAP, N = 707). DNA methylation profiles were measured in blood (FHS) or dorsolateral prefrontal cortex (ROSMAP) using the Illumina HumanMethylation450 BeadChip. Linear regressions (ROSMAP) or mixed-effects models accounting for familial relatedness (FHS) adjusted for age, sex, cohort, self-reported race, batch, and cell type proportions were used to assess associations between DNA methylation and neurological traits accounting for multiple testing. RESULTS We confirmed the strong association of blood DNA methylation with IR at three loci (cg17901584-DHCR24, cg17058475-CPT1A, cg00574958-CPT1A, and cg06500161-ABCG1). In FHS, higher levels of blood DNA methylation at cg00574958 and cg17058475 were both associated with lower IR (P = 2.4 × 10-11 and P = 9.0 × 10-8), larger total brain volumes (P = 0.03 and P = 9.7 × 10-4), and smaller log lateral ventricular volumes (P = 0.07 and P = 0.03). In ROSMAP, higher levels of brain DNA methylation at the same two CPT1A markers were associated with greater risk of cognitive impairment (P = 0.005 and P = 0.02) and higher AD-related indices (CERAD score: P = 5 × 10-4 and 0.001; Braak stage: P = 0.004 and P = 0.01). CONCLUSIONS Our results suggest potentially distinct epigenetic regulatory mechanisms between peripheral blood and dorsolateral prefrontal cortex tissues underlying IR and AD at CPT1A locus.
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Affiliation(s)
- Chloé Sarnowski
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.
| | - Tianxiao Huan
- Population Sciences Branch, National Heart, Lung and Blood Institutes of Health, Bethesda, MD, USA
| | - Yiyi Ma
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Roby Joehanes
- Population Sciences Branch, National Heart, Lung and Blood Institutes of Health, Bethesda, MD, USA
- The Framingham Heart Study, Framingham, MA, USA
| | - Alexa Beiser
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | | | - Nancy L Heard-Costa
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
| | - Daniel Levy
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
- The Framingham Heart Study, Framingham, MA, USA
| | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ching-Ti Liu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
| | - Chunyu Liu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
| | - James B Meigs
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Claudia L Satizabal
- The Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
- Department of Population Health Sciences, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Jose C Florez
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Genomic Medicine and Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Marie-France Hivert
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Harvard University, Boston, MA, USA
- Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Josée Dupuis
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Department of Epidemiology, Biostatistics and Occupational Health, School of Population and Global Health, McGill University, Montreal, Canada
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Sudha Seshadri
- The Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
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13
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Liu X, Sun X, Zhang Y, Jiang W, Lai M, Wiggins KL, Raffield LM, Bielak LF, Zhao W, Pitsillides A, Haessler J, Zheng Y, Blackwell TW, Yao J, Guo X, Qian Y, Thyagarajan B, Pankratz N, Rich SS, Taylor KD, Peyser PA, Heckbert SR, Seshadri S, Boerwinkle E, Grove ML, Larson NB, Smith JA, Vasan RS, Fitzpatrick AL, Fornage M, Ding J, Carson AP, Abecasis G, Dupuis J, Reiner A, Kooperberg C, Hou L, Psaty BM, Wilson JG, Levy D, Rotter JI, Bis JC, Satizabal CL, Arking DE, Liu C. Association Between Whole Blood-Derived Mitochondrial DNA Copy Number, Low-Density Lipoprotein Cholesterol, and Cardiovascular Disease Risk. J Am Heart Assoc 2023; 12:e029090. [PMID: 37804200 PMCID: PMC10757530 DOI: 10.1161/jaha.122.029090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Accepted: 09/08/2023] [Indexed: 10/09/2023]
Abstract
Background The relationship between mitochondrial DNA copy number (mtDNA CN) and cardiovascular disease remains elusive. Methods and Results We performed cross-sectional and prospective association analyses of blood-derived mtDNA CN and cardiovascular disease outcomes in 27 316 participants in 8 cohorts of multiple racial and ethnic groups with whole-genome sequencing. We also performed Mendelian randomization to explore causal relationships of mtDNA CN with coronary heart disease (CHD) and cardiometabolic risk factors (obesity, diabetes, hypertension, and hyperlipidemia). P<0.01 was used for significance. We validated most of the previously reported associations between mtDNA CN and cardiovascular disease outcomes. For example, 1-SD unit lower level of mtDNA CN was associated with 1.08 (95% CI, 1.04-1.12; P<0.001) times the hazard for developing incident CHD, adjusting for covariates. Mendelian randomization analyses showed no causal effect from a lower level of mtDNA CN to a higher CHD risk (β=0.091; P=0.11) or in the reverse direction (β=-0.012; P=0.076). Additional bidirectional Mendelian randomization analyses revealed that low-density lipoprotein cholesterol had a causal effect on mtDNA CN (β=-0.084; P<0.001), but the reverse direction was not significant (P=0.059). No causal associations were observed between mtDNA CN and obesity, diabetes, and hypertension, in either direction. Multivariable Mendelian randomization analyses showed no causal effect of CHD on mtDNA CN, controlling for low-density lipoprotein cholesterol level (P=0.52), whereas there was a strong direct causal effect of higher low-density lipoprotein cholesterol on lower mtDNA CN, adjusting for CHD status (β=-0.092; P<0.001). Conclusions Our findings indicate that high low-density lipoprotein cholesterol may underlie the complex relationships between mtDNA CN and vascular atherosclerosis.
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Affiliation(s)
- Xue Liu
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Xianbang Sun
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Yuankai Zhang
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Wenqing Jiang
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Meng Lai
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Kerri L. Wiggins
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
| | - Laura M. Raffield
- Department of GeneticsUniversity of North Carolina at Chapel HillChapel HillNCUSA
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
| | - Wei Zhao
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
- Survey Research Center, Institute for Social ResearchUniversity of MichiganAnn ArborMIUSA
| | | | - Jeffrey Haessler
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Yinan Zheng
- Feinberg School of MedicineNorthwestern UniversityChicagoILUSA
| | | | - Jie Yao
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Yong Qian
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of HealthBaltimoreMDUSA
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and PathologyUniversity of MinnesotaMinneapolisMNUSA
| | - Nathan Pankratz
- Department of Computational PathologyUniversity of MinnesotaMinneapolisMNUSA
| | - Stephen S. Rich
- Center for Public Health GenomicsUniversity of VirginiaCharlottesvilleVAUSA
| | - Kent D. Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit and Department of EpidemiologyUniversity of WashingtonSeattleWAUSA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative DiseasesUniversity of Texas Health Science Center at San AntonioSan AntonioTXUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Department of NeurologyBoston University School of MedicineBostonMAUSA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental SciencesThe University of Texas Health Science Center at HoustonHoustonTXUSA
- Human Genome Sequencing Center, Baylor College of MedicineHoustonTXUSA
| | - Megan L. Grove
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental SciencesThe University of Texas Health Science Center at HoustonHoustonTXUSA
| | - Nicholas B. Larson
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic College of Medicine and ScienceRochesterMNUSA
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
- Survey Research Center, Institute for Social ResearchUniversity of MichiganAnn ArborMIUSA
| | - Ramachandran S. Vasan
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Sections of Preventive Medicine and Epidemiology, and Cardiovascular MedicineBoston University School of MedicineBostonMAUSA
| | - Annette L. Fitzpatrick
- Departments of Family Medicine, Epidemiology, and Global HealthUniversity of WashingtonSeattleWAUSA
| | - Myriam Fornage
- Center for Human GeneticsUniversity of Texas Health Science Center at HoustonHoustonTXUSA
| | - Jun Ding
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of HealthBaltimoreMDUSA
| | - April P. Carson
- Department of MedicineUniversity of Mississippi Medical CenterJacksonMSUSA
| | - Goncalo Abecasis
- TOPMed Informatics Research CenterUniversity of MichiganAnn ArborMIUSA
| | - Josée Dupuis
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
- Department of Epidemiology, Biostatistics and Occupational Health, School of Population and Global HealthMcGill University Faculty of Medicine and Health SciencesMontréalQuebecCanada
| | - Alexander Reiner
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Charles Kooperberg
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Lifang Hou
- Feinberg School of MedicineNorthwestern UniversityChicagoILUSA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
- Departments of Epidemiology, and Health Systems and Population HealthUniversity of WashingtonSeattleWAUSA
| | - James G. Wilson
- Division of Cardiovascular Medicine, Beth Israel Deaconess Medical CenterBostonMAUSA
| | - Daniel Levy
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Population Sciences BranchNational Heart, Lung, and Blood Institute, National Institutes of HealthMDBethesdaUSA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
| | | | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative DiseasesUniversity of Texas Health Science Center at San AntonioSan AntonioTXUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Department of NeurologyBoston University School of MedicineBostonMAUSA
| | - Dan E. Arking
- McKusick‐Nathans InstituteDepartment of Genetic MedicineJohns Hopkins University School of MedicineMDBaltimoreUSA
| | - Chunyu Liu
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
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14
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Gonzales MM, Vela G, Philip V, Trevino H, LaRoche A, Wang CP, Parent DM, Kautz T, Satizabal CL, Tanner J, O'Bryant S, Maestre G, Tracy RP, Seshadri S. Demographic and Clinical Characteristics Associated With Serum GFAP Levels in an Ethnically Diverse Cohort. Neurology 2023; 101:e1531-e1541. [PMID: 37813589 PMCID: PMC10585700 DOI: 10.1212/wnl.0000000000207706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 06/09/2023] [Indexed: 10/16/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Elevations in circulating glial fibrillary acidic protein (GFAP), a putative marker of reactive astrocytosis, have been found to associate with cognitive decline and dementia status. Further validation in diverse cohorts and evaluation of potential health disparities are necessary for broader generalization. The goal of this study was to examine the associations between demographics, cardiovascular risk factors, and APOE ε4 status with serum GFAP levels among Mexican American and non-Hispanic White older adults across the continuum from cognitively unimpaired to Alzheimer disease dementia. METHODS Serum GFAP levels were assayed using a Simoa HD-1 analyzer in older adults enrolled in the observational Texas Alzheimer Research and Care Consortium. Associations between demographic and clinical characteristics with serum GFAP levels were evaluated using linear regression. The diagnostic accuracy of serum GFAP was further examined using area under the receiver operating characteristic curves (AUROC) in univariate and adjusted models, and optimal cut points were derived using the maximum Kolmogorov-Smirnov metric. All models were also stratified by ethnicity and disease stage. RESULTS A total of 1,156 Mexican American and 587 non-Hispanic White participants were included (mean age = 68 years, standard deviation = 10; 65% female). Older age (β = 0.562 (95% CI 0.515-0.609), p < 0.001), apolipoprotein ε4 status (β = 0.139 (95% CI 0.092-0.186), p < 0.001), and cognitive impairment (β = 0.150 (95% CI 0.103-0.197), p < 0.001) were positively associated with serum GFAP. By contrast, higher body mass index (β = -0.181 (95% CI -0.228 to -0.134), p < 0.001), diabetes (β = -0.065 (95% CI -0.112 to -0.018), p < 0.001), and tobacco use (β = -0.059 (95% CI -0.106 to -0.012), p < 0.001) were inversely associated with serum GFAP. AUROC values were generally comparable across ethnicities and model fit improved with inclusion of additional covariates. However, optimal cut-off values were consistently lower in Mexican Americans relative to non-Hispanic White participants. DISCUSSION The study results highlight the importance of understanding the role of broader demographic and clinical factors on circulating GFAP levels within diverse cohorts to enhance precision across clinical, research, and community settings.
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Affiliation(s)
- Mitzi M Gonzales
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville.
| | - Gabriel Vela
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Vinu Philip
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Hector Trevino
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Ashley LaRoche
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Chen-Pin Wang
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Danielle M Parent
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Tiffany Kautz
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Claudia L Satizabal
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Jeremy Tanner
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Sid O'Bryant
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Gladys Maestre
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Russell P Tracy
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
| | - Sudha Seshadri
- From the Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (M.M.G., G.V., V.P., H.T., A.L., C.-P.W., T.K., C.L.S., J.T., S.S.); Department of Neurology (M.M.G., J.T., S.S.); Department of Population Health Sciences (C.-P.W., C.L.S.), University of Texas Health Science Center, San Antonio; South Texas Veterans Health Care System (C.-P.W.), Geriatric Research, Education and Clinical Center, San Antonio; Departments of Pathology and Laboratory Medicine (D.M.P., R.P.T.), and Biochemistry, Larner College of Medicine, University of Vermont, Burlington; Department of Medicine (T.K.), University of Texas Health Science Center at San Antonio; Department of Neurology (C.L.S., S.S.), Boston University School of Medicine, MA; Institute for Translational Research and Department of Family Medicine (S.O.B.), University of North Texas Health Science Center, Fort Worth; Neurosciences Laboratory (G.M.), Biological Research Institute and Research Institute of Cardiovascular Diseases, Faculty of Medicine, Universidad del Zulia, Maracaibo, Venezuela; and Department of Biomedical Sciences (G.M.), Division of Neurosciences, University of Texas Rio Grande Valley School of Medicine, Brownsville
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15
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Chen J, Doyle MF, Fang Y, Mez J, Crane PK, Scollard P, Satizabal CL, Alosco ML, Qiu WQ, Murabito JM, Lunetta KL. Peripheral inflammatory biomarkers are associated with cognitive function and dementia: Framingham Heart Study Offspring cohort. Aging Cell 2023; 22:e13955. [PMID: 37584418 PMCID: PMC10577533 DOI: 10.1111/acel.13955] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 07/19/2023] [Accepted: 07/19/2023] [Indexed: 08/17/2023] Open
Abstract
Inflammatory protein biomarkers induced by immune responses have been associated with cognitive decline and the pathogenesis of Alzheimer's disease (AD). Here, we investigate associations between a panel of inflammatory biomarkers and cognitive function and incident dementia outcomes in the well-characterized Framingham Heart Study Offspring cohort. Participants aged ≥40 years and dementia-free at Exam 7 who had a stored plasma sample were selected for profiling using the OLINK proteomics inflammation panel. Cross-sectional associations of the biomarkers with cognitive domain scores (N = 708, 53% female, 22% apolipoprotein E (APOE) ε4 carriers, 15% APOE ε2 carriers, mean age 61) and incident all-cause and AD dementia during up to 20 years of follow-up were tested. APOE genotype-stratified analyses were performed to explore effect modification. Higher levels of 12 and 3 proteins were associated with worse executive function and language domain factor scores, respectively. Several proteins were associated with more than one cognitive domain, including IL10, LIF-R, TWEAK, CCL19, IL-17C, MCP-4, and TGF-alpha. Stratified analyses suggested differential effects between APOE ε2 and ε4 carriers: most ε4 carrier associations were with executive function and memory domains, whereas most ε2 associations were with the visuospatial domain. Higher levels of TNFB and CDCP1 were associated with higher risks of incident all-cause and AD dementia. Our study found that TWEAK concentration was associated both with cognitive function and risks for AD dementia. The association of these inflammatory biomarkers with cognitive function and incident dementia may contribute to the discovery of therapeutic interventions for the prevention and treatment of cognitive decline.
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Affiliation(s)
- Jiachen Chen
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
| | - Margaret F. Doyle
- Department of Pathology and Laboratory MedicineLarner College of Medicine, University of VermontBurlingtonVermontUSA
| | - Yuan Fang
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
| | - Jesse Mez
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian & Avedisian School of MedicineFraminghamMassachusettsUSA
| | - Paul K. Crane
- Division of General Internal Medicine, Department of MedicineUniversity of WashingtonSeattleWashingtonUSA
| | - Phoebe Scollard
- Division of General Internal Medicine, Department of MedicineUniversity of WashingtonSeattleWashingtonUSA
| | | | - Claudia L. Satizabal
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer's and Neurodegenerative DiseasesSan AntonioTexasUSA
| | - Michael L. Alosco
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Wei Qiao Qiu
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of PsychiatryBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Boston University Chobanian & Avedisian School of MedicineDepartment of Pharmacology & Experimental TherapeuticsBostonMassachusettsUSA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian & Avedisian School of MedicineFraminghamMassachusettsUSA
- Department of Medicine, Section of General Internal MedicineBoston University Chobanian & Avedisian School of Medicine and Boston Medical CenterBostonMassachusettsUSA
| | - Kathryn L. Lunetta
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
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16
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Wood ME, Xiong LY, Wong YY, Buckley RF, Swardfager W, Masellis M, Lim ASP, Nichols E, Joie RL, Casaletto KB, Kumar RG, Dams-O'Connor K, Palta P, George KM, Satizabal CL, Barnes LL, Schneider JA, Binet AP, Villeneuve S, Pa J, Brickman AM, Black SE, Rabin JS. Sex differences in associations between APOE ε2 and longitudinal cognitive decline. Alzheimers Dement 2023; 19:4651-4661. [PMID: 36994910 PMCID: PMC10544702 DOI: 10.1002/alz.13036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 02/14/2023] [Accepted: 02/15/2023] [Indexed: 03/31/2023]
Abstract
INTRODUCTION We examined whether sex modifies the association between APOE ε2 and cognitive decline in two independent samples. METHODS We used observational data from cognitively unimpaired non-Hispanic White (NHW) and non-Hispanic Black (NHB) adults. Linear mixed models examined interactive associations of APOE genotype (ε2 or ε4 carrier vs. ε3/ε3) and sex on cognitive decline in NHW and NHB participants separately. RESULTS In both Sample 1 (N = 9766) and Sample 2 (N = 915), sex modified the association between APOE ε2 and cognitive decline in NHW participants. Specifically, relative to APOE ε3/ε3, APOE ε2 protected against cognitive decline in men but not women. Among APOE ε2 carriers, men had slower decline than women. Among APOE ε3/ε3 carriers, cognitive trajectories did not differ between sexes. There were no sex-specific associations of APOE ε2 with cognition in NHB participants (N = 2010). DISCUSSION In NHW adults, APOE ε2 may protect men but not women against cognitive decline. HIGHLIGHTS We studied sex-specific apolipoprotein E (APOE) ε2 effects on cognitive decline. In non-Hispanic White (NHW) adults, APOE ε2 selectively protects men against decline. Among men, APOE ε2 was more protective than APOE ε3/ε3. In women, APOE ε2 was no more protective than APOE ε3/ε3. Among APOE ε2 carriers, men had slower decline than women. There were no sex-specific APOE ε2 effects in non-Hispanic Black (NHB) adults.
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Affiliation(s)
- Madeline E Wood
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - Lisa Y Xiong
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Yuen Yan Wong
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Rachel F Buckley
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Florey Institute, University of Melbourne, Parkville, Victoria, Australia
- Melbourne School of Psychological Sciences, University of Melbourne, Parkville, Victoria, Australia
| | - Walter Swardfager
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Mario Masellis
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Division of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Andrew S P Lim
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Division of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Emma Nichols
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Renaud La Joie
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, California, USA
| | - Kaitlin B Casaletto
- Memory and Aging Center, Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, California, USA
| | - Raj G Kumar
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Kristen Dams-O'Connor
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Priya Palta
- Departments of Medicine and Epidemiology, Columbia University Irving Medical Center, New York, New York, USA
| | - Kristen M George
- Department of Public Health Sciences, University of California Davis School of Medicine, Davis, California, USA
| | - Claudia L Satizabal
- Department of Population Health Science and Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Lisa L Barnes
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - Alexa Pichette Binet
- Clinical Memory Research Unit, Faculty of Medicine, Lund University, Lund, Sweden
| | - Sylvia Villeneuve
- Centre for Studies on Prevention of Alzheimer's Disease (StoP-AD), Douglas Mental Health University Institute, Centre for Studies on the Prevention of Alzheimer's Disease (StoP-AD), Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
- McConnell Brain Imaging Centre, Montreal Neurological Institute, Montreal, Quebec, Canada
| | - Judy Pa
- Mark and Mary Stevens Neuroimaging and Informatics Institute, Department of Neurology, University of Southern California, Los Angeles, California, USA
| | - Adam M Brickman
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - Sandra E Black
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Division of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Jennifer S Rabin
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
- Division of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
- Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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17
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Fang Y, Doyle MF, Chen J, Mez J, Satizabal CL, Alosco ML, Qiu WQ, Lunetta KL, Murabito JM. Correction for: Circulating immune cell phenotypes are associated with age, sex, CMV, and smoking status in the Framingham Heart Study offspring participants. Aging (Albany NY) 2023; 15:7855-7856. [PMID: 37580144 PMCID: PMC10457073 DOI: 10.18632/aging.204988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 07/31/2023] [Indexed: 08/16/2023]
Affiliation(s)
- Yuan Fang
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Margaret F. Doyle
- University of Vermont, Larner College of Medicine, Department of Pathology and Laboratory Medicine, Burlington, VT 05405, USA
| | - Jiachen Chen
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Jesse Mez
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
| | - Claudia L. Satizabal
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, San Antonio, TX 78229, USA
| | - Michael L. Alosco
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
| | - Wei Qiao Qiu
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Psychiatry, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Pharmacology and Experimental Therapeutics, Boston, MA 02118, USA
| | - Kathryn L. Lunetta
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Medicine, Boston, MA 02118, USA
- Boston Medical Center, Department of Adult Primary Care, Boston, MA 02119, USA
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18
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Sargurupremraj M, Soumare A, Bis JC, Surakka I, Jurgenson T, Joly P, Knol MJ, Wang R, Yang Q, Satizabal CL, Gudjonsson A, Mishra A, Bouteloup V, Phuah CL, van Duijn CM, Cruchaga C, Dufouil C, Chêne G, Lopez O, Psaty BM, Tzourio C, Amouyel P, Adams HH, Jacqmin-Gadda H, Ikram MA, Gudnason V, Milani L, Winsvold BS, Hveem K, Matthews PM, Longstreth WT, Seshadri S, Launer LJ, Debette S. Complexities of cerebral small vessel disease, blood pressure, and dementia relationship: new insights from genetics. medRxiv 2023:2023.08.08.23293761. [PMID: 37790435 PMCID: PMC10543241 DOI: 10.1101/2023.08.08.23293761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
Importance There is increasing recognition that vascular disease, which can be treated, is a key contributor to dementia risk. However, the contribution of specific markers of vascular disease is unclear and, as a consequence, optimal prevention strategies remain unclear. Objective To disentangle the causal relation of several key vascular traits to dementia risk: (i) white matter hyperintensity (WMH) burden, a highly prevalent imaging marker of covert cerebral small vessel disease (cSVD); (ii) clinical stroke; and (iii) blood pressure (BP), the leading risk factor for cSVD and stroke, for which efficient therapies exist. To account for potential epidemiological biases inherent to late-onset conditions like dementia. Design Setting and Participants This study first explored the association of genetically determined WMH, BP levels and stroke risk with AD using summary-level data from large genome-wide association studies (GWASs) in a two-sample Mendelian randomization (MR) framework. Second, leveraging individual-level data from large longitudinal population-based cohorts and biobanks with prospective dementia surveillance, the association of weighted genetic risk scores (wGRSs) for WMH, BP, and stroke with incident all-cause-dementia was explored using Cox-proportional hazard and multi-state models. The data analysis was performed from July 26, 2020, through July 24, 2022. Exposures Genetically determined levels of WMH volume and BP (systolic, diastolic and pulse blood pressures) and genetic liability to stroke. Main outcomes and measures The summary-level MR analyses focused on the outcomes from GWAS of clinically diagnosed AD (n-cases=21,982) and GWAS additionally including self-reported parental history of dementia as a proxy for AD diagnosis (ADmeta, n-cases=53,042). For the longitudinal analyses, individual-level data of 157,698 participants with 10,699 incident all-cause-dementia were studied, exploring AD, vascular or mixed dementia in secondary analyses. Results In the two-sample MR analyses, WMH showed strong evidence for a causal association with increased risk of ADmeta (OR, 1.16; 95%CI:1.05-1.28; P=.003) and AD (OR, 1.28; 95%CI:1.07-1.53; P=.008), after accounting for genetically determined pulse pressure for the latter. Genetically predicted BP traits showed evidence for a protective association with both clinically defined AD and ADmeta, with evidence for confounding by shared genetic instruments. In longitudinal analyses the wGRSs for WMH, but not BP or stroke, showed suggestive association with incident all-cause-dementia (HR, 1.02; 95%CI:1.00-1.04; P=.06). BP and stroke wGRSs were strongly associated with mortality but there was no evidence for selective survival bias during follow-up. In secondary analyses, polygenic scores with more liberal instrument definition showed association of both WMH and stroke with all-cause-dementia, AD, and vascular or mixed dementia; associations of stroke, but not WMH, with dementia outcomes were markedly attenuated after adjusting for interim stroke. Conclusion These findings provide converging evidence that WMH is a leading vascular contributor to dementia risk, which may better capture the brain damage caused by BP (and other etiologies) than BP itself and should be targeted in priority for dementia prevention in the population.
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Affiliation(s)
- Muralidharan Sargurupremraj
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX
| | - Aicha Soumare
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Ida Surakka
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Tuuli Jurgenson
- Estonian Genome Centre, Institute of Genomics, University of Tartu
| | - Pierre Joly
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | | | - Ruiqi Wang
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Qiong Yang
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | | | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Vincent Bouteloup
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Chia-Ling Phuah
- Department of Neurology, Washington University School of Medicine & Barnes-Jewish Hospital, St. Louis, Missouri, USA
- NeuroGenomics and Informatics Center, Washington University in St Louis, Missouri, USA
| | | | - Carlos Cruchaga
- NeuroGenomics and Informatics Center, Washington University in St Louis, Missouri, USA
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
- The Charles F. and Joanne Knight Alzheimer's Disease Research Center, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Carole Dufouil
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Geneviève Chêne
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Oscar Lopez
- Department of Neurology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Christophe Tzourio
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | - Philippe Amouyel
- INSERM U1167, Lille, France
- Department of Epidemiology and Public Health, Pasteur Institute of Lille, France
| | | | - Hélène Jacqmin-Gadda
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
| | | | - Vilmundur Gudnason
- Icelandic Heart Association, 201 Kopavogur,Iceland
- University of Iceland, Faculty of Medicine, 101 Reykjavik , Iceland
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu
| | - Bendik S Winsvold
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Kristian Hveem
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- HUNT Research Centre, Department of Public Health and Nursing, Norwegian University of Science and Technology, Levanger, Norway
| | - Paul M Matthews
- Department of Brain Sciences, Imperial College London, UK
- UK Dementia Research Institute, London, UK
- Data Science Institute, Imperial College London
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD, USA
| | - Stéphanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Neurology, Institute for Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, France
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19
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Charisis S, Lin H, Ray R, Joehanes R, Beiser AS, Levy D, Seshadri S, Sargurupremraj M, Satizabal CL. Obesity impacts the expression of Alzheimer's disease-related genes: The Framingham Heart Study. Alzheimers Dement 2023; 19:3496-3505. [PMID: 36811231 PMCID: PMC10435662 DOI: 10.1002/alz.12954] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Revised: 12/01/2022] [Accepted: 12/12/2022] [Indexed: 02/24/2023]
Abstract
INTRODUCTION We investigated associations of obesity with the expression of Alzheimer's disease (AD)-related genes in a large community-based cohort. METHODS The sample consisted of 5619 participants from the Framingham Heart Study. Obesity metrics included body mass index (BMI) and waist-to-hip ratio (WHR). Gene expression was measured for a set of 74 AD-related genes, derived by integrating genome-wide association study results with functional genomics data. RESULTS Obesity metrics were associated with the expression of 21 AD-related genes. The strongest associations were observed with CLU, CD2AP, KLC3, and FCER1G. Unique associations were noted with TSPAN14, SLC24A4 for BMI, and ZSCAN21, BCKDK for WHR. After adjustment for cardiovascular risk factors, 13 associations remained significant for BMI and 8 for WHR. Dichotomous obesity metrics exhibited unique associations with EPHX2 for BMI, and with TSPAN14 for WHR. DISCUSSION Obesity was associated with AD-related gene expression; these findings shed light on the molecular pathways linking obesity to AD.
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Affiliation(s)
- Sokratis Charisis
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Honghuang Lin
- Boston University School of Medicine, Department of Neurology, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Roshni Ray
- Long School of Medicine, UT Health San Antonio, San Antonio, TX, USA
| | - Roby Joehanes
- The Framingham Heart Study, Framingham, MA, USA
- Population Sciences Branch, National Heart, Lung and Blood Institutes of Health, Bethesda, MD, USA
| | - Alexa S Beiser
- Boston University School of Medicine, Department of Neurology, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- Boston University School of Public Health, Department of Biostatistics, Boston, MA, USA
| | - Daniel Levy
- The Framingham Heart Study, Framingham, MA, USA
- Population Sciences Branch, National Heart, Lung and Blood Institutes of Health, Bethesda, MD, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Boston University School of Medicine, Department of Neurology, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Boston University School of Medicine, Department of Neurology, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
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20
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Hinman JD, Elahi F, Chong D, Radabaugh H, Ferguson A, Maillard P, Thompson JF, Rosenberg GA, Sagare A, Moghekar A, Lu H, Lee T, Wilcock D, Satizabal CL, Tracy R, Seshadri S, Schwab K, Helmer K, Singh H, Kivisäkk P, Greenberg S, DeCarli C, Kramer J. Placental growth factor as a sensitive biomarker for vascular cognitive impairment. Alzheimers Dement 2023; 19:3519-3527. [PMID: 36815663 PMCID: PMC10440207 DOI: 10.1002/alz.12974] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 11/14/2022] [Accepted: 12/19/2022] [Indexed: 02/24/2023]
Abstract
INTRODUCTION High-performing biomarkers measuring the vascular contributions to cognitive impairment and dementia are lacking. METHODS Using a multi-site observational cohort study design, we examined the diagnostic accuracy of plasma placental growth factor (PlGF) within the MarkVCID Consortium (n = 335; CDR 0-1). Subjects underwent clinical evaluation, cognitive testing, MRI, and blood sampling as defined by Consortium protocols. RESULTS In the prospective population of 335 subjects (72.2 ± 7.8 years of age, 49.3% female), plasma PlGF (pg/mL) shows an ordinal odds ratio (OR) of 1.16 (1.07-1.25; P = .0003) for increasing Fazekas score and ordinal OR of 1.22 (1.14-1.32; P < .0001) for functional cognitive impairment measured by the Clinical Dementia Rating scale. We achieved the primary study outcome of a site-independent association of plasma PlGF (pg/mL) with white matter injury and cognitive impairment in two of three study cohorts. Secondary outcomes using the full MarkVCID cohort demonstrated that plasma PlGF can significantly discriminate individuals with Fazekas ≥ 2 and CDR = 0.5 (area under the curve [AUC] = 0.74) and CDR = 1 (AUC = 0.89) from individuals with CDR = 0. DISCUSSION Plasma PlGF measured by standardized immunoassay functions as a stable, reliable, diagnostic biomarker for cognitive impairment associated with substantial white matter burden.
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Affiliation(s)
- Jason D. Hinman
- Department of Neurology, David Geffen School of Medicine, University of California Los Angeles
- Department of Neurology, West Los Angeles Veterans Association Medical Center, Department of Veterans Affairs
| | - Fanny Elahi
- Memory and Aging Center, Weill Institute for Neuroscience, University of California San Francisco
- Department of Neurology, San Francisco Veterans Association Medical Center, Department of Veterans Affairs
| | - Davis Chong
- Department of Neurology, David Geffen School of Medicine, University of California Los Angeles
| | - Hannah Radabaugh
- Department of Neurological Surgery, Weill Institute for Neuroscience, University of California San Francisco
| | - Adam Ferguson
- Department of Neurology, San Francisco Veterans Association Medical Center, Department of Veterans Affairs
- Department of Neurological Surgery, Weill Institute for Neuroscience, University of California San Francisco
| | | | | | | | - Abhay Sagare
- Zilkha Neurogenetic Institute, University of Southern California
| | | | - Hanzhang Lu
- Department of Radiology, Johns Hopkins University
| | - Tiffany Lee
- Sanders-Brown Center on Aging, Department of Physiology, University of Kentucky
| | - Donna Wilcock
- Sanders-Brown Center on Aging, Department of Physiology, University of Kentucky
| | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, UT Health San Antonio
| | - Russell Tracy
- Department of Pathology & Laboratory Medicine, Larner College of Medicine, University of Vermont
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, UT Health San Antonio
| | - Kristin Schwab
- Department of Neurology, Massachusetts General Hospital, Harvard University
| | - Karl Helmer
- Department of Neurology, Massachusetts General Hospital, Harvard University
| | - Herpreet Singh
- Department of Neurology, Massachusetts General Hospital, Harvard University
| | - Pia Kivisäkk
- Department of Neurology, Massachusetts General Hospital, Harvard University
| | - Steve Greenberg
- Department of Neurology, Massachusetts General Hospital, Harvard University
| | | | - Joel Kramer
- Memory and Aging Center, Weill Institute for Neuroscience, University of California San Francisco
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21
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Duering M, Biessels GJ, Brodtmann A, Chen C, Cordonnier C, de Leeuw FE, Debette S, Frayne R, Jouvent E, Rost NS, Ter Telgte A, Al-Shahi Salman R, Backes WH, Bae HJ, Brown R, Chabriat H, De Luca A, deCarli C, Dewenter A, Doubal FN, Ewers M, Field TS, Ganesh A, Greenberg S, Helmer KG, Hilal S, Jochems ACC, Jokinen H, Kuijf H, Lam BYK, Lebenberg J, MacIntosh BJ, Maillard P, Mok VCT, Pantoni L, Rudilosso S, Satizabal CL, Schirmer MD, Schmidt R, Smith C, Staals J, Thrippleton MJ, van Veluw SJ, Vemuri P, Wang Y, Werring D, Zedde M, Akinyemi RO, Del Brutto OH, Markus HS, Zhu YC, Smith EE, Dichgans M, Wardlaw JM. Neuroimaging standards for research into small vessel disease-advances since 2013. Lancet Neurol 2023; 22:602-618. [PMID: 37236211 DOI: 10.1016/s1474-4422(23)00131-x] [Citation(s) in RCA: 80] [Impact Index Per Article: 80.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/03/2023] [Accepted: 03/28/2023] [Indexed: 05/28/2023]
Abstract
Cerebral small vessel disease (SVD) is common during ageing and can present as stroke, cognitive decline, neurobehavioural symptoms, or functional impairment. SVD frequently coexists with neurodegenerative disease, and can exacerbate cognitive and other symptoms and affect activities of daily living. Standards for Reporting Vascular Changes on Neuroimaging 1 (STRIVE-1) categorised and standardised the diverse features of SVD that are visible on structural MRI. Since then, new information on these established SVD markers and novel MRI sequences and imaging features have emerged. As the effect of combined SVD imaging features becomes clearer, a key role for quantitative imaging biomarkers to determine sub-visible tissue damage, subtle abnormalities visible at high-field strength MRI, and lesion-symptom patterns, is also apparent. Together with rapidly emerging machine learning methods, these metrics can more comprehensively capture the effect of SVD on the brain than the structural MRI features alone and serve as intermediary outcomes in clinical trials and future routine practice. Using a similar approach to that adopted in STRIVE-1, we updated the guidance on neuroimaging of vascular changes in studies of ageing and neurodegeneration to create STRIVE-2.
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Affiliation(s)
- Marco Duering
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany; Medical Image Analysis Center, University of Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland.
| | - Geert Jan Biessels
- Department of Neurology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Amy Brodtmann
- Cognitive Health Initiative, Central Clinical School, Monash University, Melbourne, VIC, Australia; Florey Institute of Neuroscience and Mental Health, University of Melbourne, Melbourne, VIC, Australia
| | - Christopher Chen
- Department of Pharmacology, Memory Aging and Cognition Centre, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Psychological Medicine, Memory Aging and Cognition Centre, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Charlotte Cordonnier
- Université de Lille, INSERM, CHU Lille, U1172-Lille Neuroscience and Cognition (LilNCog), Lille, France
| | - Frank-Erik de Leeuw
- Department of Neurology, Donders Center for Medical Neuroscience, Radboudumc, Nijmegen, Netherlands
| | - Stéphanie Debette
- Bordeaux Population Health Research Center, University of Bordeaux, INSERM, UMR 1219, Bordeaux, France; Department of Neurology, Institute for Neurodegenerative Diseases, CHU de Bordeaux, Bordeaux, France
| | - Richard Frayne
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Seaman Family MR Research Centre, Foothills Medical Centre, University of Calgary, Calgary, AB, Canada
| | - Eric Jouvent
- AP-HP, Lariboisière Hospital, Translational Neurovascular Centre, FHU NeuroVasc, Université Paris Cité, Paris, France; Université Paris Cité, INSERM UMR 1141, NeuroDiderot, Paris, France
| | - Natalia S Rost
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | | | | | - Walter H Backes
- School for Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, Netherlands; School for Cardiovascular Diseases, Maastricht University Medical Center, Maastricht, Netherlands; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, Netherlands
| | - Hee-Joon Bae
- Department of Neurology, Seoul National University College of Medicine, Seoul, South Korea; Cerebrovascular Disease Center, Seoul National University Bundang Hospital, Seongn-si, South Korea
| | - Rosalind Brown
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Hugues Chabriat
- Centre Neurovasculaire Translationnel, CERVCO, INSERM U1141, FHU NeuroVasc, Université Paris Cité, Paris, France
| | - Alberto De Luca
- Image Sciences Institute, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, Netherlands
| | - Charles deCarli
- Department of Neurology and Center for Neuroscience, University of California, Davis, CA, USA
| | - Anna Dewenter
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Fergus N Doubal
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Michael Ewers
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Thalia S Field
- Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada; Vancouver Stroke Program, Division of Neurology, University of British Columbia, Vancouver, BC, Canada
| | - Aravind Ganesh
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada; Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Mathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB, Canada
| | - Steven Greenberg
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Karl G Helmer
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA; Athinoula A Martinos Center for Biomedical Imaging, Boston, MA, USA; Department of Radiology, Harvard Medical School, Boston, MA, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
| | - Angela C C Jochems
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Hanna Jokinen
- Division of Neuropsychology, HUS Neurocenter, Helsinki University Hospital, University of Helsinki, Helsinki, Finland; Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Hugo Kuijf
- Image Sciences Institute, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, Netherlands
| | - Bonnie Y K Lam
- Division of Neurology, Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Gerald Choa Neuroscience Institute, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Margaret KL Cheung Research Centre for Management of Parkinsonism, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Therese Pei Fong Chow Research Centre for Prevention of Dementia, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Lui Che Woo Institute of Innovative Medicine, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Science, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Lau Tat-chuen Research Centre of Brain Degenerative Diseases in Chinese, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Nuffield Department of Clinical Neurosciences, Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, UK
| | - Jessica Lebenberg
- AP-HP, Lariboisière Hospital, Translational Neurovascular Centre, FHU NeuroVasc, Université Paris Cité, Paris, France; Université Paris Cité, INSERM UMR 1141, NeuroDiderot, Paris, France
| | - Bradley J MacIntosh
- Sandra E Black Centre for Brain Resilience and Repair, Hurvitz Brain Sciences, Physical Sciences Platform, Sunnybrook Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Computational Radiology and Artificial Intelligence Unit, Radiology and Nuclear Medicine, Oslo University Hospital, Oslo, Norway
| | - Pauline Maillard
- Department of Neurology and Center for Neuroscience, University of California, Davis, CA, USA
| | - Vincent C T Mok
- Division of Neurology, Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Gerald Choa Neuroscience Institute, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Margaret KL Cheung Research Centre for Management of Parkinsonism, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Therese Pei Fong Chow Research Centre for Prevention of Dementia, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Lui Che Woo Institute of Innovative Medicine, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Science, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China; Lau Tat-chuen Research Centre of Brain Degenerative Diseases in Chinese, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Leonardo Pantoni
- Department of Biomedical and Clinical Science, University of Milan, Milan, Italy
| | - Salvatore Rudilosso
- Comprehensive Stroke Center, Department of Neuroscience, Hospital Clinic and August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA; Department of Population Health Sciences, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA; Department of Neurology, Boston University Medical Center, Boston, MA, USA; Framingham Heart Study, Framingham, MA, USA
| | - Markus D Schirmer
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | | | - Colin Smith
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Julie Staals
- School for Cardiovascular Diseases, Maastricht University Medical Center, Maastricht, Netherlands; Department of Neurology, Maastricht University Medical Center, Maastricht, Netherlands
| | - Michael J Thrippleton
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; Edinburgh Imaging and Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | | | | | - Yilong Wang
- Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - David Werring
- Stroke Research Centre, UCL Queen Square Institute of Neurology, London, UK
| | - Marialuisa Zedde
- Neurology Unit, Stroke Unit, Department of Neuromotor Physiology and Rehabilitation, Azienda Unità Sanitaria-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | - Rufus O Akinyemi
- Neuroscience and Ageing Research Unit, Institute for Advanced Medical Research and Training, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Oscar H Del Brutto
- School of Medicine and Research Center, Universidad de Especialidades Espiritu Santo, Ecuador
| | - Hugh S Markus
- Stroke Research Group, Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK
| | - Yi-Cheng Zhu
- Department of Neurology, Peking Union Medical College Hospital, Beijing, China
| | - Eric E Smith
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada; Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany; Munich Cluster for Systems Neurology (SyNergy), Munich, Germany; German Center for Neurodegenerative Diseases (DZNE), Munich, Germany; German Centre for Cardiovascular Research (DZHK), Munich, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK.
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22
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Bouzid H, Belk JA, Jan M, Qi Y, Sarnowski C, Wirth S, Ma L, Chrostek MR, Ahmad H, Nachun D, Yao W, Beiser A, Bick AG, Bis JC, Fornage M, Longstreth WT, Lopez OL, Natarajan P, Psaty BM, Satizabal CL, Weinstock J, Larson EB, Crane PK, Keene CD, Seshadri S, Satpathy AT, Montine TJ, Jaiswal S. Clonal hematopoiesis is associated with protection from Alzheimer's disease. Nat Med 2023; 29:1662-1670. [PMID: 37322115 PMCID: PMC10353941 DOI: 10.1038/s41591-023-02397-2] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 05/12/2023] [Indexed: 06/17/2023]
Abstract
Clonal hematopoiesis of indeterminate potential (CHIP) is a premalignant expansion of mutated hematopoietic stem cells. As CHIP-associated mutations are known to alter the development and function of myeloid cells, we hypothesized that CHIP may also be associated with the risk of Alzheimer's disease (AD), a disease in which brain-resident myeloid cells are thought to have a major role. To perform association tests between CHIP and AD dementia, we analyzed blood DNA sequencing data from 1,362 individuals with AD and 4,368 individuals without AD. Individuals with CHIP had a lower risk of AD dementia (meta-analysis odds ratio (OR) = 0.64, P = 3.8 × 10-5), and Mendelian randomization analyses supported a potential causal association. We observed that the same mutations found in blood were also detected in microglia-enriched fraction of the brain in seven of eight CHIP carriers. Single-nucleus chromatin accessibility profiling of brain-derived nuclei in six CHIP carriers revealed that the mutated cells comprised a large proportion of the microglial pool in the samples examined. While additional studies are required to validate the mechanistic findings, these results suggest that CHIP may have a role in attenuating the risk of AD.
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Affiliation(s)
- Hind Bouzid
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Julia A Belk
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Max Jan
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Yanyan Qi
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Chloé Sarnowski
- Department of Epidemiology, Human Genetics and Environmental Sciences, The University of Texas Health Science Center at Houston, School of Public Health, Houston, TX, USA
| | - Sara Wirth
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Lisa Ma
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Matthew R Chrostek
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Herra Ahmad
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Cardiology, Charité Universitätsmedizin, Berlin, Germany
| | - Daniel Nachun
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Winnie Yao
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Alexa Beiser
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Alexander G Bick
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - William T Longstreth
- Departments of Neurology and Epidemiology, University of Washington, Seattle, WA, USA
| | - Oscar L Lopez
- Department of Neurology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Pradeep Natarajan
- Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Department of Population Health Sciences, University of Texas Health Science Center, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Joshua Weinstock
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Eric B Larson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Paul K Crane
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - C Dirk Keene
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
| | - Ansuman T Satpathy
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Thomas J Montine
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Siddhartha Jaiswal
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, USA.
- The Phil & Penny Knight Initiative for Brain Resilience at the Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.
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23
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Nichols E, Brickman AM, Casaletto KB, Dams-O’Connor K, George KM, Kumar RG, Palta P, Rabin JS, Satizabal CL, Schneider J, Pa J, La Joie R. AD and non-AD mediators of the pathway between the APOE genotype and cognition. Alzheimers Dement 2023; 19:2508-2519. [PMID: 36516004 PMCID: PMC10264550 DOI: 10.1002/alz.12885] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 10/21/2022] [Accepted: 10/25/2022] [Indexed: 12/15/2022]
Abstract
INTRODUCTION The apolipoprotein E (APOE) genotype is a driver of cognitive decline and dementia. We used causal mediation methods to characterize pathways linking the APOE genotype to late-life cognition through Alzheimer's disease (AD) and non-AD neuropathologies. METHODS We analyzed autopsy data from 1671 individuals from the Religious Orders Study, Memory and Aging Project, and Minority Aging Research Study (ROS/MAP/MARS) studies with cognitive assessment within 5 years of death and autopsy measures of AD (amyloid beta (Aβ), neurofibrillary tangles), vascular (athero/arteriolo-sclerosis, micro-infarcts/macro-infarcts), and non-AD neurodegenerative neuropathologies (TAR DNA protein 43 [TDP-43], Lewy bodies, amyloid angiopathy, hippocampal sclerosis). RESULTS The detrimental effect of APOE ε4 on cognition was mediated by summary measures of AD and non-AD neurodegenerative neuropathologies but not vascular neuropathologies; effects were strongest in individuals with dementia. The protective effect of APOE ε2 was partly mediated by AD neuropathology and stronger in women than in men. DISCUSSION The APOE genotype influences cognition and dementia through multiple neuropathological pathways, with implications for different therapeutic strategies targeting people at increased risk for dementia. HIGHLIGHTS Both apolipoprotein E (APOE) ε2 and APOE ε4 effects on late-life cognition are mediated by AD neuropathology. The estimated mediated effects of most measures of AD neuropathology were similar. Non-Alzheimer's disease (AD) neurodegenerative pathologies mediate the effect of ε4 independently from AD. Non-AD vascular pathologies did not mediate the effect of the APOE genotype on cognition. The protective effect of APOE ε2 on cognition was stronger in women.
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Affiliation(s)
- Emma Nichols
- Department of Epidemiology, Johns Hopkins Bloomberg School
of Public Health, Baltimore, MD, USA
| | - Adam M. Brickman
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Department of Neurology, College of Physicians and Surgeons,
Columbia University, New York, NY, USA
| | - Kaitlin B. Casaletto
- Memory and Aging Center, Department of Neurology, Weill
Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Kristen Dams-O’Connor
- Department of Rehabilitation and Human Performance, Icahn
School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neurology, Icahn School of Medicine at Mount
Sinai, New York, NY, USA
| | - Kristen M. George
- Department of Public Health Sciences, University of
California Davis School of Medicine, Davis, CA, USA
| | - Raj G. Kumar
- Department of Rehabilitation and Human Performance, Icahn
School of Medicine at Mount Sinai, New York, NY, USA
| | - Priya Palta
- Departments of Medicine and Epidemiology, Columbia
University Irving Medical Center, New York, NY, USA
| | - Jennifer S. Rabin
- Division of Neurology, Department of Medicine, Sunnybrook
Health Sciences Centre, University of Toronto, Canada
- Harquail Centre for Neuromodulation, Hurvitz Brain
Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- Rehabilitation Sciences Institute, University of
Toronto, Canada
| | - Claudia L. Satizabal
- Department of Population Health Science and Biggs
Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San
Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University School of
Medicine, Boston, MA, USA
| | - Julie Schneider
- Rush Alzheimer’s Disease Center, Chicago, IL,
USA
- Rush University Medical Center, Chicago, IL, USA
| | - Judy Pa
- Department of Neuroscience, University of California San
Diego, San Diego, CA, USA
| | - Renaud La Joie
- Memory and Aging Center, Department of Neurology, Weill
Institute for Neurosciences, University of California, San Francisco, CA, USA
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24
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Liu X, Barisano G, Shao X, Jann K, Ringman JM, Lu H, Arfanakis K, Caprihan A, DeCarli C, Gold BT, Maillard P, Satizabal CL, Fadaee E, Habes M, Stables L, Singh H, Fischl B, Kouwe AVD, Schwab K, Helmer KG, Greenberg SM, Wang DJJ. Cross-Vendor Test-Retest Validation of Diffusion Tensor Image Analysis along the Perivascular Space (DTI-ALPS) for Evaluating Glymphatic System Function. Aging Dis 2023:AD.2023.0321-2. [PMID: 37307817 DOI: 10.14336/ad.2023.0321-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 03/21/2023] [Indexed: 06/14/2023] Open
Abstract
The diffusion tensor image analysis along the perivascular space (DTI-ALPS) method was proposed to evaluate glymphatic system (GS) function. However, few studies have validated its reliability and reproducibility. Fifty participants' DTI data from the MarkVCID consortium were included in this study. Two pipelines by using DSI studio and FSL software were developed for data processing and ALPS index calculation. The ALPS index was obtained by the average of bilateral ALPS index and was used for testing the cross-vendor, inter-rater and test-retest reliability by using R studio software. The ALPS index demonstrated favorable inter-scanner reproducibility (ICC=0.77 to 0.95, P < 0.001), inter-rater reliability (ICC=0.96 to 1, P< 0.001) and test-retest repeatability (ICC=0.89 to 0.95, P< 0.001), offering a potential biomarker for in vivo evaluation of GS function.
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Affiliation(s)
- Xiaodan Liu
- Laboratory of FMRI Technology (LOFT), Mark & Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
- Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, USA
| | | | - Xingfeng Shao
- Laboratory of FMRI Technology (LOFT), Mark & Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
| | - Kay Jann
- Laboratory of FMRI Technology (LOFT), Mark & Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
| | - John M Ringman
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Hanzhang Lu
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Konstantinos Arfanakis
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University, Chicago, IL, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | | | - Charles DeCarli
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Brian T Gold
- Department of Neuroscience, University of Kentucky, Lexington, KY, USA
| | - Pauline Maillard
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Claudia L Satizabal
- Population Health Sciences and Glenn Biggs Institute for Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Elyas Fadaee
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Mohamad Habes
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Lara Stables
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Herpreet Singh
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Bruce Fischl
- Department of Radiology, Harvard Medical School, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA
- Division of Health Sciences and Technology, Massachusetts Institute of Technology, Computer Science and AI Lab, Cambridge, Massachusetts, USA
| | - Andre van der Kouwe
- Department of Radiology, Harvard Medical School, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA
| | - Kristin Schwab
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Karl G Helmer
- Department of Radiology, Harvard Medical School, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA
| | - Steven M Greenberg
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Danny J J Wang
- Laboratory of FMRI Technology (LOFT), Mark & Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA
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25
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Zhang Y, Liu X, Wiggins KL, Kurniansyah N, Guo X, Rodrigue AL, Zhao W, Yanek LR, Ratliff SM, Pitsillides A, Aguirre Patiño JS, Sofer T, Arking DE, Austin TR, Beiser AS, Blangero J, Boerwinkle E, Bressler J, Curran JE, Hou L, Hughes TM, Kardia SLR, Launer LJ, Levy D, Mosley TH, Nasrallah IM, Rich SS, Rotter JI, Seshadri S, Tarraf W, González KA, Ramachandran V, Yaffe K, Nyquist PA, Psaty BM, DeCarli CS, Smith JA, Glahn DC, González HM, Bis JC, Fornage M, Heckbert SR, Fitzpatrick AL, Liu C, Satizabal CL. Association of Mitochondrial DNA Copy Number With Brain MRI Markers and Cognitive Function: A Meta-analysis of Community-Based Cohorts. Neurology 2023; 100:e1930-e1943. [PMID: 36927883 PMCID: PMC10159770 DOI: 10.1212/wnl.0000000000207157] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 01/20/2023] [Indexed: 03/18/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Previous studies suggest that lower mitochondrial DNA (mtDNA) copy number (CN) is associated with neurodegenerative diseases. However, whether mtDNA CN in whole blood is related to endophenotypes of Alzheimer disease (AD) and AD-related dementia (AD/ADRD) needs further investigation. We assessed the association of mtDNA CN with cognitive function and MRI measures in community-based samples of middle-aged to older adults. METHODS We included dementia-free participants from 9 diverse community-based cohorts with whole-genome sequencing in the Trans-Omics for Precision Medicine (TOPMed) program. Circulating mtDNA CN was estimated as twice the ratio of the average coverage of mtDNA to nuclear DNA. Brain MRI markers included total brain, hippocampal, and white matter hyperintensity volumes. General cognitive function was derived from distinct cognitive domains. We performed cohort-specific association analyses of mtDNA CN with AD/ADRD endophenotypes assessed within ±5 years (i.e., cross-sectional analyses) or 5-20 years after blood draw (i.e., prospective analyses) adjusting for potential confounders. We further explored associations stratified by sex and age (<60 vs ≥60 years). Fixed-effects or sample size-weighted meta-analyses were performed to combine results. Finally, we performed mendelian randomization (MR) analyses to assess causality. RESULTS We included up to 19,152 participants (mean age 59 years, 57% women). Higher mtDNA CN was cross-sectionally associated with better general cognitive function (β = 0.04; 95% CI 0.02-0.06) independent of age, sex, batch effects, race/ethnicity, time between blood draw and cognitive evaluation, cohort-specific variables, and education. Additional adjustment for blood cell counts or cardiometabolic traits led to slightly attenuated results. We observed similar significant associations with cognition in prospective analyses, although of reduced magnitude. We found no significant associations between mtDNA CN and brain MRI measures in meta-analyses. MR analyses did not reveal a causal relation between mtDNA CN in blood and cognition. DISCUSSION Higher mtDNA CN in blood is associated with better current and future general cognitive function in large and diverse communities across the United States. Although MR analyses did not support a causal role, additional research is needed to assess causality. Circulating mtDNA CN could serve nevertheless as a biomarker of current and future cognitive function in the community.
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Affiliation(s)
- Yuankai Zhang
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Xue Liu
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kerri L Wiggins
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Nuzulul Kurniansyah
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Xiuqing Guo
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Amanda L Rodrigue
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Wei Zhao
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lisa R Yanek
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Scott M Ratliff
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Achilleas Pitsillides
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Juan Sebastian Aguirre Patiño
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Tamar Sofer
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Dan E Arking
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Thomas R Austin
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Alexa S Beiser
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - John Blangero
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Eric Boerwinkle
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jan Bressler
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Joanne E Curran
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lifang Hou
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Timothy M Hughes
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Sharon L R Kardia
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lenore J Launer
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Daniel Levy
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Thomas H Mosley
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Ilya M Nasrallah
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Stephen S Rich
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jerome I Rotter
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Sudha Seshadri
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Wassim Tarraf
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kevin A González
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Vasan Ramachandran
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kristine Yaffe
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Paul A Nyquist
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Bruce M Psaty
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Charles S DeCarli
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jennifer A Smith
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - David C Glahn
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Hector M González
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Joshua C Bis
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Myriam Fornage
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Susan R Heckbert
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Annette L Fitzpatrick
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Chunyu Liu
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Claudia L Satizabal
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle.
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Fang Y, Doyle MF, Chen J, Mez J, Satizabal CL, Alosco ML, Qiu WQ, Lunetta KL, Murabito JM. Circulating immune cell phenotypes are associated with age, sex, CMV, and smoking status in the Framingham Heart Study offspring participants. Aging (Albany NY) 2023; 15:3939-3966. [PMID: 37116193 PMCID: PMC10258017 DOI: 10.18632/aging.204686] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 04/17/2023] [Indexed: 04/30/2023]
Abstract
Understanding the composition of circulating immune cells with aging and the underlying biologic mechanisms driving aging may provide molecular targets to slow the aging process and reduce age-related disease. Utilizing cryopreserved cells from 996 Framingham Heart Study (FHS) Offspring Cohort participants aged 40 and older (mean 62 years, 48% female), we report on 116 immune cell phenotypes including monocytes, T-, B-, and NK cells and their subtypes, across age groups, sex, cytomegalovirus (CMV) exposure groups, smoking and other cardiovascular risk factors. The major cellular differences with CMV exposure were higher Granzyme B+ cells, effector cells, and effector-memory re-expressing CD45RA (TEMRA) cells for both CD4+ and CD8+. Older age was associated with lower CD3+ T cells, lower naïve cells and naïve/memory ratios for CD4+ and CD8+. We identified many immune cell differences by sex, with males showing lower naïve cells and higher effector and effector memory cells. Current smokers showed lower pro-inflammatory CD8 cells, higher CD8 regulatory type cells and altered B cell subsets. No significant associations were seen with BMI and other cardiovascular risk factors. Our cross-sectional observations of immune cell phenotypes provide a reference to further the understanding of the complexity of immune cells in blood, an easily accessible tissue.
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Affiliation(s)
- Yuan Fang
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Margaret F. Doyle
- University of Vermont, Larner College of Medicine, Department of Pathology and Laboratory Medicine, Burlington, VT 05405, USA
| | - Jiachen Chen
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Jesse Mez
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
| | - Claudia L. Satizabal
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, San Antonio, TX 78229, USA
| | - Michael L. Alosco
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
| | - Wei Qiao Qiu
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Psychiatry, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Pharmacology and Experimental Therapeutics, Boston, MA 02118, USA
| | - Kathryn L. Lunetta
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Medicine, Boston, MA 02118, USA
- Boston Medical Center, Department of Adult Primary Care, Boston, MA 02119, USA
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Ali M, Archer DB, Gorijala P, Western D, Timsina J, Fernández MV, Wang TC, Satizabal CL, Yang Q, Beiser AS, Wang R, Chen G, Gordon B, Benzinger TLS, Xiong C, Morris JC, Bateman RJ, Karch CM, McDade E, Goate A, Seshadri S, Mayeux RP, Sperling RA, Buckley RF, Johnson KA, Won HH, Jung SH, Kim HR, Seo SW, Kim HJ, Mormino E, Laws SM, Fan KH, Kamboh MI, Vemuri P, Ramanan VK, Yang HS, Wenzel A, Rajula HSR, Mishra A, Dufouil C, Debette S, Lopez OL, DeKosky ST, Tao F, Nagle MW, Hohman TJ, Sung YJ, Dumitrescu L, Cruchaga C. Large multi-ethnic genetic analyses of amyloid imaging identify new genes for Alzheimer disease. Acta Neuropathol Commun 2023; 11:68. [PMID: 37101235 PMCID: PMC10134547 DOI: 10.1186/s40478-023-01563-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 04/05/2023] [Indexed: 04/28/2023] Open
Abstract
Amyloid PET imaging has been crucial for detecting the accumulation of amyloid beta (Aβ) deposits in the brain and to study Alzheimer's disease (AD). We performed a genome-wide association study on the largest collection of amyloid imaging data (N = 13,409) to date, across multiple ethnicities from multicenter cohorts to identify variants associated with brain amyloidosis and AD risk. We found a strong APOE signal on chr19q.13.32 (top SNP: APOE ɛ4; rs429358; β = 0.35, SE = 0.01, P = 6.2 × 10-311, MAF = 0.19), driven by APOE ɛ4, and five additional novel associations (APOE ε2/rs7412; rs73052335/rs5117, rs1081105, rs438811, and rs4420638) independent of APOE ɛ4. APOE ɛ4 and ε2 showed race specific effect with stronger association in Non-Hispanic Whites, with the lowest association in Asians. Besides the APOE, we also identified three other genome-wide loci: ABCA7 (rs12151021/chr19p.13.3; β = 0.07, SE = 0.01, P = 9.2 × 10-09, MAF = 0.32), CR1 (rs6656401/chr1q.32.2; β = 0.1, SE = 0.02, P = 2.4 × 10-10, MAF = 0.18) and FERMT2 locus (rs117834516/chr14q.22.1; β = 0.16, SE = 0.03, P = 1.1 × 10-09, MAF = 0.06) that all colocalized with AD risk. Sex-stratified analyses identified two novel female-specific signals on chr5p.14.1 (rs529007143, β = 0.79, SE = 0.14, P = 1.4 × 10-08, MAF = 0.006, sex-interaction P = 9.8 × 10-07) and chr11p.15.2 (rs192346166, β = 0.94, SE = 0.17, P = 3.7 × 10-08, MAF = 0.004, sex-interaction P = 1.3 × 10-03). We also demonstrated that the overall genetic architecture of brain amyloidosis overlaps with that of AD, Frontotemporal Dementia, stroke, and brain structure-related complex human traits. Overall, our results have important implications when estimating the individual risk to a population level, as race and sex will needed to be taken into account. This may affect participant selection for future clinical trials and therapies.
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Affiliation(s)
- Muhammad Ali
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Derek B Archer
- Vanderbilt Memory and Alzheimer's Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Priyanka Gorijala
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Daniel Western
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Jigyasha Timsina
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Maria V Fernández
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Ting-Chen Wang
- Vanderbilt Memory and Alzheimer's Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health, San Antonio, TX, 78229, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Alexa S Beiser
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | | | - Gengsheng Chen
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
- Mallinckrodt Institute of Radiology, Washington University, St Louis, MO, USA
| | - Brian Gordon
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
- Mallinckrodt Institute of Radiology, Washington University, St Louis, MO, USA
| | - Tammie L S Benzinger
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
- Mallinckrodt Institute of Radiology, Washington University, St Louis, MO, USA
| | - Chengjie Xiong
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
| | - John C Morris
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
- Department of Neurology, Washington University, St Louis, MO, USA
| | - Randall J Bateman
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA
- Department of Neurology, Washington University, St Louis, MO, USA
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Celeste M Karch
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
| | - Eric McDade
- Department of Neurology, Washington University, St Louis, MO, USA
| | - Alison Goate
- Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sudha Seshadri
- Framingham Heart Study, Framingham, MA, USA
- Boston University School of Medicine, Boston, MA, USA
| | - Richard P Mayeux
- The Department of Neurology, Columbia University, New York, NY, USA
| | - Reisa A Sperling
- Department of Neurology, Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital and Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Rachel F Buckley
- Brigham and Women's Hospital and Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA, USA
| | - Keith A Johnson
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hong-Hee Won
- Department of Digital Health, Samsung Medical Center, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
| | - Sang-Hyuk Jung
- Department of Digital Health, Samsung Medical Center, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
| | - Hang-Rai Kim
- Department of Neurology, Dongguk University Ilsan Hospital, Dongguk University College of Medicine, Goyang, Republic of Korea
| | - Sang Won Seo
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Hee Jin Kim
- Department of Digital Health, Samsung Medical Center, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Elizabeth Mormino
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Simon M Laws
- Centre for Precision Health, Edith Cowan University, 270 Joondalup Dr, Joondalup, WA, 6027, Australia
| | - Kang-Hsien Fan
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - M Ilyas Kamboh
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Prashanthi Vemuri
- Department of Radiology, Mayo Clinic-Minnesota, Rochester, MN, 55905, USA
| | - Vijay K Ramanan
- Department of Neurology, Mayo Clinic-Minnesota, Rochester, MN, 55905, USA
| | - Hyun-Sik Yang
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Harvard and MIT, Cambridge, USA
| | - Allen Wenzel
- Wisconsin Alzheimer's Institute, Madison, WI, USA
| | - Hema Sekhar Reddy Rajula
- UMR 1219, University of Bordeaux, INSERM, Bordeaux Population Health Research Centre, Team ELEANOR, 33000, Bordeaux, France
| | - Aniket Mishra
- UMR 1219, University of Bordeaux, INSERM, Bordeaux Population Health Research Centre, Team ELEANOR, 33000, Bordeaux, France
| | - Carole Dufouil
- UMR 1219, University of Bordeaux, INSERM, Bordeaux Population Health Research Centre, Team ELEANOR, 33000, Bordeaux, France
| | - Stephanie Debette
- UMR 1219, University of Bordeaux, INSERM, Bordeaux Population Health Research Centre, Team ELEANOR, 33000, Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, MA, 2115, USA
- Department of Neurology, CHU de Bordeaux, 33000, Bordeaux, France
| | - Oscar L Lopez
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Steven T DeKosky
- Department of Neurology and McKnight Brain Institute, University of Florida, Gainesville, FL, USA
| | - Feifei Tao
- Neurogenomics, Genetics-Guided Dementia Discovery, Eisai, Inc, Cambridge, MA, USA
| | - Michael W Nagle
- Neurogenomics, Genetics-Guided Dementia Discovery, Eisai, Inc, Cambridge, MA, USA
| | - Timothy J Hohman
- Vanderbilt Memory and Alzheimer's Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Yun Ju Sung
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA
| | - Logan Dumitrescu
- Vanderbilt Memory and Alzheimer's Center, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University, St. Louis, MO, 63110, USA.
- NeuroGenomics and Informatics, Washington University, St. Louis, MO, 63110, USA.
- Knight Alzheimer's Disease Research Center, Washington University, St Louis, MO, USA.
- Hope Center for Neurologic Diseases, Washington University, St. Louis, MO, 63110, USA.
- Department of Genetics, Washington University School of Medicine, St Louis, MO, 63110, USA.
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28
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Duperron MG, Knol MJ, Le Grand Q, Evans TE, Mishra A, Tsuchida A, Roshchupkin G, Konuma T, Trégouët DA, Romero JR, Frenzel S, Luciano M, Hofer E, Bourgey M, Dueker ND, Delgado P, Hilal S, Tankard RM, Dubost F, Shin J, Saba Y, Armstrong NJ, Bordes C, Bastin ME, Beiser A, Brodaty H, Bülow R, Carrera C, Chen C, Cheng CY, Deary IJ, Gampawar PG, Himali JJ, Jiang J, Kawaguchi T, Li S, Macalli M, Marquis P, Morris Z, Muñoz Maniega S, Miyamoto S, Okawa M, Paradise M, Parva P, Rundek T, Sargurupremraj M, Schilling S, Setoh K, Soukarieh O, Tabara Y, Teumer A, Thalamuthu A, Trollor JN, Valdés Hernández MC, Vernooij MW, Völker U, Wittfeld K, Wong TY, Wright MJ, Zhang J, Zhao W, Zhu YC, Schmidt H, Sachdev PS, Wen W, Yoshida K, Joutel A, Satizabal CL, Sacco RL, Bourque G, Lathrop M, Paus T, Fernandez-Cadenas I, Yang Q, Mazoyer B, Boutinaud P, Okada Y, Grabe HJ, Mather KA, Schmidt R, Joliot M, Ikram MA, Matsuda F, Tzourio C, Wardlaw JM, Seshadri S, Adams HHH, Debette S. Genomics of perivascular space burden unravels early mechanisms of cerebral small vessel disease. Nat Med 2023; 29:950-962. [PMID: 37069360 PMCID: PMC10115645 DOI: 10.1038/s41591-023-02268-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 02/15/2023] [Indexed: 04/19/2023]
Abstract
Perivascular space (PVS) burden is an emerging, poorly understood, magnetic resonance imaging marker of cerebral small vessel disease, a leading cause of stroke and dementia. Genome-wide association studies in up to 40,095 participants (18 population-based cohorts, 66.3 ± 8.6 yr, 96.9% European ancestry) revealed 24 genome-wide significant PVS risk loci, mainly in the white matter. These were associated with white matter PVS already in young adults (N = 1,748; 22.1 ± 2.3 yr) and were enriched in early-onset leukodystrophy genes and genes expressed in fetal brain endothelial cells, suggesting early-life mechanisms. In total, 53% of white matter PVS risk loci showed nominally significant associations (27% after multiple-testing correction) in a Japanese population-based cohort (N = 2,862; 68.3 ± 5.3 yr). Mendelian randomization supported causal associations of high blood pressure with basal ganglia and hippocampal PVS, and of basal ganglia PVS and hippocampal PVS with stroke, accounting for blood pressure. Our findings provide insight into the biology of PVS and cerebral small vessel disease, pointing to pathways involving extracellular matrix, membrane transport and developmental processes, and the potential for genetically informed prioritization of drug targets.
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Affiliation(s)
- Marie-Gabrielle Duperron
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, France
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Quentin Le Grand
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Tavia E Evans
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Aniket Mishra
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Ami Tsuchida
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
- Groupe d'Imagerie Neurofonctionelle - Institut des maladies neurodégénératives (GIN-IMN), UMR 5293, University of Bordeaux, CNRS, CEA, Bordeaux, France
| | - Gennady Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Takahiro Konuma
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - David-Alexandre Trégouët
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Jose Rafael Romero
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
| | - Stefan Frenzel
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | | | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Mathieu Bourgey
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Victor Phillip Dahdaleh Institute of Genomic Medicine at McGill University, Montreal, Quebec, Canada
- Canadian Centre for Computational Genomics, McGill University, Montreal, Quebec, Canada
| | - Nicole D Dueker
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, FL, USA
| | - Pilar Delgado
- Institut de Recerca Vall d'hebron, Neurovascular Research Lab, Universitat Autònoma de Barcelona, Barcelona, Spain
- Hospital Universitari Vall d'Hebron, Neurology Department, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Saima Hilal
- Memory Aging and Cognition Center, National University Health System, Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Rick M Tankard
- Department of Mathematics and Statistics, Curtin University, Perth, Western Australia, Australia
| | - Florian Dubost
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Department of Medical Informatics, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
- Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Yasaman Saba
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
- Institute for Molecular Biology & Biochemistry, Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Graz, Austria
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Curtin University, Perth, Western Australia, Australia
| | - Constance Bordes
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Mark E Bastin
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Alexa Beiser
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
- Dementia Collaborative Research Centre Assessment and Better Care, UNSW, Sydney, New South Wales, Australia
| | - Robin Bülow
- Institute for Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Caty Carrera
- Stroke Pharmacogenomics and Genetics Group, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
| | - Christopher Chen
- Memory Aging and Cognition Center, National University Health System, Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Center for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
| | - Ian J Deary
- School of Psychology, University of Edinburgh, Edinburgh, UK
| | - Piyush G Gampawar
- Institute for Molecular Biology & Biochemistry, Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Graz, Austria
| | - Jayandra J Himali
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Jiyang Jiang
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Takahisa Kawaguchi
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Shuo Li
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Melissa Macalli
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Pascale Marquis
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Victor Phillip Dahdaleh Institute of Genomic Medicine at McGill University, Montreal, Quebec, Canada
- Canadian Centre for Computational Genomics, McGill University, Montreal, Quebec, Canada
| | - Zoe Morris
- Neuroimaging, Department of Clinical Neurosciences, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh, UK
| | | | - Masakazu Okawa
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Matthew Paradise
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Pedram Parva
- The Framingham Heart Study, Framingham, MA, USA
- Radiology Department, Boston University School of Medicine, Boston, MA, USA
- Department of Radiology, Harvard Medical School, Boston, MA, USA
| | - Tatjana Rundek
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Department of Neurology, University of Miami, Miami, FL, USA
| | | | - Sabrina Schilling
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Kazuya Setoh
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Graduate School of Public Health, Shizuoka Graduate University of Public Health, Shizuoka, Japan
| | - Omar Soukarieh
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Graduate School of Public Health, Shizuoka Graduate University of Public Health, Shizuoka, Japan
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
- Department of Developmental Disability Neuropsychiatry, UNSW, Sydney, New South Wales, Australia
| | - Maria C Valdés Hernández
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- Row Fogo Centre for Research into Ageing and the Brain, University of Edinburgh, Edinburgh, UK
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, China
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland, Australia
| | - Junyi Zhang
- Department of Neurology, Peking Union Medical College Hospital, Beijing, China
| | - Wanting Zhao
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- The Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore
| | - Yi-Cheng Zhu
- Department of Neurology, Peking Union Medical College Hospital, Beijing, China
| | - Helena Schmidt
- Institute for Molecular Biology & Biochemistry, Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Graz, Austria
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
- Neuropsychiatric Institute, the Prince of Wales Hospital, Sydney, New South Wales, Australia
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Kazumichi Yoshida
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Anne Joutel
- Institut de Psychiatrie et Neurosciences de Paris, Université Paris Cité, Inserm, France
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Ralph L Sacco
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Department of Neurology, University of Miami, Miami, FL, USA
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA
- Department of Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
- Department of Neurosurgery, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Guillaume Bourque
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Victor Phillip Dahdaleh Institute of Genomic Medicine at McGill University, Montreal, Quebec, Canada
- Canadian Centre for Computational Genomics, McGill University, Montreal, Quebec, Canada
| | - Mark Lathrop
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Victor Phillip Dahdaleh Institute of Genomic Medicine at McGill University, Montreal, Quebec, Canada
| | - Tomas Paus
- University of Montreal, Faculty of Medicine, Departments of Psychiatry and Neuroscience, Montreal, Quebec, Canada
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
- Centre Hospitalier Universitaire Sainte Justine, Montreal, Quebec, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Israel Fernandez-Cadenas
- Stroke Pharmacogenomics and Genetics Group, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
- Stroke Pharmacogenomics and Genetics Group, Fundació per la Docència i la Recerca Mutua Terrassa, Terrassa, Spain
| | - Qiong Yang
- The Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Bernard Mazoyer
- Groupe d'Imagerie Neurofonctionelle - Institut des maladies neurodégénératives (GIN-IMN), UMR 5293, University of Bordeaux, CNRS, CEA, Bordeaux, France
- Bordeaux University Hospital, Bordeaux, France
| | | | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Center for Infectious Disease Education and Research (CiDER), Osaka University, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry & Mental Health, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
| | - Marc Joliot
- Groupe d'Imagerie Neurofonctionelle - Institut des maladies neurodégénératives (GIN-IMN), UMR 5293, University of Bordeaux, CNRS, CEA, Bordeaux, France
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Christophe Tzourio
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France
- Department of Medical Informatics, Bordeaux University Hospital, Bordeaux, France
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh, UK
- Row Fogo Centre for Research into Ageing and the Brain, University of Edinburgh, Edinburgh, UK
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Framingham, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Hieab H H Adams
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands.
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands.
- Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
| | - Stéphanie Debette
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, Inserm, Bordeaux, France.
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, France.
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29
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Maestre G, Carrillo M, Kalaria R, Acosta D, Adams L, Adoukonou T, Akinwande K, Akinyemi J, Akinyemi R, Akpa O, Alladi S, Allegri R, Arizaga R, Arshad F, Arulogun O, Babalola D, Baiyewu O, Bak T, Bellaj T, Boshe J, Brayne C, Brodie-Mends D, Brown R, Cahn J, Cyrille N, Damasceno A, de Silva R, de Silva R, Djibuti M, Dreyer AJ, Ellajosyula R, Farombi T, Fongang B, Forner S, Friedland R, Garza N, Gbessemehlan A, Georgiou EEZ, Gouider R, Govia I, Grinberg L, Guerchet M, Gugssa S, Gumikiriza-Onoria JL, Gustafson D, Hogervorst E, Hornberger M, Ibanez A, Ihara M, Ismail O, Issac T, Jönsson L, Kaputu C, Karanja W, Karungi J, Tshala-Katumbay D, Kunkle B, Lee JH, Leroi I, Lewis R, Livingston G, Lopera F, Lwere K, Manes F, Mbakile-Mahlanza L, Mena P, Miller B, Millogo A, Mohamed A, Musyimi C, Mutiso V, Nakasujja N, Ndetei D, Nightingale S, Njamnshi AK, Novotni G, Nyamayaro P, Nyame S, Ogeng'o J, Ogunniyi A, Okada De Oliveira M, Okubadejo N, Orrell M, Orunmuyi A, Owolabi M, Paddick S, A Pericak-Vance M, Pirtosek Z, Potocnik F, Preston B, Raman R, Ranchod K, Rizig M, Rosselli M, Deepa R, Roy U, Salokhiddinov M, Sano M, Sarfo F, Satizabal CL, Sepulveda-Falla D, Seshadri S, Sexton C, Skoog I, St George-Hyslop P, Suemoto C, Tanner J, Thapa P, Toure K, Ucheagwu V, Udeh-Momoh C, Valcour V, Vance J, Varghese M, Vera J, Walker R, Weidner W, Sebastian W, Whitehead Gay P, Zetterberg H, Zewde Y. The Nairobi Declaration-Reducing the burden of dementia in low- and middle-income countries (LMICs): Declaration of the 2022 Symposium on Dementia and Brain Aging in LMICs. Alzheimers Dement 2023; 19:1105-1108. [PMID: 36905253 DOI: 10.1002/alz.13025] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Indexed: 03/12/2023]
Affiliation(s)
- Gladys Maestre
- Departments of Neuroscience and Human Genetics, University of Texas Rio Grande Valley, Brownsville, TX, USA
| | | | - Raj Kalaria
- Translational and Clinical Research Institute, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, UK
| | - Daisy Acosta
- Internal Medicine Department, Universidad Nacional Pedro Henriquez Ureña, Santo Domingo, Dominican Republic
| | - Larry Adams
- Institute of Human Genomics, University of Miami, Miami, FL, USA
| | | | - Kazeem Akinwande
- Department of Chemical Pathology and Immunology, Federal Medical Centre, Abeokuta, Nigeria
| | | | - Rufus Akinyemi
- Institute for Advanced Medical Research and Training, University of Ibadan, Ibadan, Nigeria
| | - Onoja Akpa
- College of Medicine, University of Ibadan, Ibadan, Nigeria
| | | | - Ricardo Allegri
- Department of Cognitive Neurology, Instituto Neurologico Fleni, Buenos Aires, Argentina
| | - Raul Arizaga
- Neurología Cognitiva y Neuropsicología, Hospital Dr. Cesar Milstein, Buenos Aires, Argentina
| | | | - Oyedunni Arulogun
- Department of Health Promotion and Education, University of Ibadan, Ibadan, Nigeria
| | - David Babalola
- University College Hospital, University of Ibadan, Ibadan, Nigeria
| | | | - Thomas Bak
- Department of Neurology, University of Edinburgh, Edinburgh, UK
| | - Tarek Bellaj
- Department of Psychological Sciences, Qatar University, Doha, Qatar
| | - Judith Boshe
- Department of Medicine, Kilimanjaro Christian Medical College, Moshi, Tanzania
| | - Carol Brayne
- Cambridge Public Health, University of Cambridge, Cambridge, UK
| | | | - Richard Brown
- Department of Psychology, Dalhousie University, Halifax, Canada
| | - Jennifer Cahn
- Departments of Neuroscience and Human Genetics, University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Nkouonlack Cyrille
- Faculty of Health Sciences, University of Buea, Buea & Brain Research Africa Initiative, Yaounde, Cameroon
| | | | - Ranil de Silva
- Faculty of Medical Sciences, University of Sri Jayewardenepura, Rathmalana, Sri Lanka
| | - Rohan de Silva
- Institute of Neurology, University College London, London, UK
| | - Mamuka Djibuti
- Partnership for Research and Action for Health, Tbilisi, Georgia
| | - Anna Jane Dreyer
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | | | | | - Bernard Fongang
- Glenn Biggs Institute, University of Texas, San Antonio, TX, USA
| | | | - Rob Friedland
- Department of Neurology, University of Louisville, Louisville, USA
| | - Noe Garza
- Departments of Neuroscience and Human Genetics, University of Texas Rio Grande Valley, Harlingen, TX, USA
| | - Antoine Gbessemehlan
- institute of Epidemiology and Tropical Neurology, University of Limoges, Bordeaux, France
| | | | - Riadh Gouider
- Neurology Department, Razi University Hospital, Tunis, Tunisia
| | - Ishtar Govia
- Caribbean Institute for Health Research, University of the West Indies, Kingston, Jamaica
| | - Lea Grinberg
- Department of Neurology, University of San Francisco, San Francisco, CA, USA
| | - Maëlenn Guerchet
- Inserm U1094, IRD UMR270, Univ. Limoges, CHU Limoges, EpiMaCT - Epidemiology of chronic diseases in tropical zone, Institute of Epidemiology and Tropical Neurology, OmegaHealth, Limoges, France
| | - Seid Gugssa
- Department of Neurology, Addis Ababa University, Addis Ababa, Ethiopia
| | | | - Deborah Gustafson
- Department of Neurology, State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Eef Hogervorst
- Department of Psychology, University of Loughborough, Loughborough, UK
| | | | - Agustin Ibanez
- Global Brain Health Institute, Trinity College, Dublin, Ireland
- Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Chile
| | - Masafumi Ihara
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | | | - Thomas Issac
- Centre for Brain Research (CBR), Indian Institute of Science (IISc), Bengaluru, India
| | - Linus Jönsson
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Sweden
| | - Celestin Kaputu
- Department of Neurology, University of Kinshasa, Kinshasa, Democratic Republic of the Congo
| | - Wambui Karanja
- Global Brain Health Institute, Trinity College, Nairobi, Kenya
| | | | | | - Brian Kunkle
- Institute of Human Genomics, University of Miami, Miami, FL, USA
| | - Joseph H Lee
- Sergievsky Center & Taub Institute, Columbia University, New York, NY, USA
| | - Iracema Leroi
- TCIN, Lloyd Building, Trinity College, Dublin, Ireland
| | - Raphaella Lewis
- Department of Psychology, University of Cape Town, Cape Town, South Africa
| | - Gill Livingston
- Department of Psychiatry, University College London, London, UK
| | - Francisco Lopera
- Grupo de Neurociencias de Antioquia, Universidad de Antioquia, Medellin, Colombia
| | - Kamada Lwere
- Department of Medical Microbiology, Makerere University, Mulago, Uganda
| | - Facundo Manes
- Institute of Cognitive and Translational Neuroscience (INCYT), INECO Foundation, Favaloro University, Buenos Aires, Argentina
| | | | - Pedro Mena
- Institute of Human Genomics, University of Miami, Miami, FL, USA
| | - Bruce Miller
- Department of Neurology, University of San Francisco, San Francisco, CA, USA
| | - Athanase Millogo
- Department of Neurology, University of Ouagadougou, Ouagadougou, Burkina Faso
| | - Abdul Mohamed
- Department of Psychology, Linnaeus University, Vaxjo, Sweden
| | - Christine Musyimi
- African Mental Health Research & Training Foundation, Nairobi, Kenya
| | - Victoria Mutiso
- African Mental Health Research & Training Foundation, Nairobi, Kenya
| | | | - David Ndetei
- Africa Mental Health Research and Training Foundation and University of Nairobi, Nairobi, Kenya
| | - Sam Nightingale
- Department of Neurology, University of Cape Town, Cape Town, South Africa
| | - Alfred K Njamnshi
- Department of Neurology, FMBS, The University of Yaoundé I & Brain Research Africa Initiative, Yaounde, Cameroon
| | - Gabriela Novotni
- Department of Neurology, Ss. Cyril and Methodius University, Skopje, North Macedonia
| | | | - Solomon Nyame
- Kintampo Health Research Centre, Ghana Health Service, Kintampo, Ghana
| | - Julius Ogeng'o
- Department of Human Anatomy & Medical Physiology, University of Nairobi, Nairobi, Kenya
| | | | | | - Njideka Okubadejo
- Neurology Unit, Department of Medicine, College of Medicine, University of Lagos, Nigeria
| | - Martin Orrell
- Institute of Mental Health, University of Nottingham, Nottingham, UK
| | - Akintunde Orunmuyi
- Integrated Molecular Imaging Centre, Kenyatta University, Nairobi, Kenya
| | - Mayowa Owolabi
- Center for Genomic and Precision Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Stella Paddick
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Zvezdan Pirtosek
- Department of Neurology, Ljubljana University Medical Centre, Ljubljana, Slovenia
| | - Felix Potocnik
- Department of Geriatric Psychiatry, Stellenbosch University, Durbanville, South Africa
| | - Bill Preston
- Roots Worldwide LLC and Innovative California Biosciences International Inc, Fullerton, CA, USA
| | - Rema Raman
- Alzheimer's Therapeutic Research Institute, University of Southern California, San Diego, CA, USA
| | - Kirti Ranchod
- Global Brain Health Institute, Trinity College, Johannesburg, South Africa
| | - Mie Rizig
- UCL Queen Square Institute of Neurology, London, UK
| | - Monica Rosselli
- Department of Psychology, Florida Atlantic University, Miami, FL, USA
| | - Roy Deepa
- Department of Health and Biomedical Science, The University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Upal Roy
- Department of Health and Biomedical Science, The University of Texas Rio Grande Valley, Brownsville, TX, USA
| | | | - Mary Sano
- Alzheimer's Disease Center, Mount Sinai School of Medicine, Bronx, NY, USA
| | - Fred Sarfo
- Department of Medicine, Kwame Nkrumah University of Science & Technology, Kumasi, Ghana
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and Department of Population Health Sciences, UT Health San Antonio, San Antonio, Texas, United States
| | - Diego Sepulveda-Falla
- Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Sudha Seshadri
- Glenn Biggs Institute, University of Texas, San Antonio, MA, USA
| | | | - Ingmar Skoog
- Center of Health and Aging (AgeCap), University of Gothenburg, Goteborg, Sweden
| | - Peter St George-Hyslop
- Tanz Centre for Research in Neurodegenerative Diseases and Division of Neurology, University of Toronto, Toronto, Canada
| | - Claudia Suemoto
- Division of Geriatrics, Universidade de São Paulo, São Paulo, Brazil
| | - Jeremy Tanner
- Glenn Biggs Institute, University of Texas, San Antonio, TX, USA
| | - Prekshya Thapa
- Department of Psychiatric Nursing, B.P. Koirala Institute of Health Sciences, Dharan, Nepal
| | - Kamadore Toure
- Department of Neurology, Université de Thiès, Thies, Senegal
| | | | | | - Victor Valcour
- Global Brain Health Institute, University of San Francisco, San Francisco, CA, USA
| | - Jeffery Vance
- Institute of Human Genomics, University of Miami, Miami, FL, USA
| | - Mathew Varghese
- Department of Psychiatry, St John's Medical College, Bangalore, India
| | - Jaime Vera
- Brighton and Sussex Medical School, University of Sussex, Brighton, UK
| | - Richard Walker
- Department of Medicine, North Tyneside General Hospital, North Shields, UK
| | | | - Walsh Sebastian
- Cambridge Public Health, University of Cambridge, Cambridge, UK
| | | | - Henrik Zetterberg
- Clinical Neurochemistry Laboratory, Moelndal Hospital, Moelndal, Sweden
| | - Yared Zewde
- Department of Neurology, Addis Ababa University, Addis Ababa, Ethiopia
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30
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Yang Y, Knol MJ, Wang R, Mishra A, Liu D, Luciano M, Teumer A, Armstrong N, Bis JC, Jhun MA, Li S, Adams HHH, Aziz NA, Bastin ME, Bourgey M, Brody JA, Frenzel S, Gottesman RF, Hosten N, Hou L, Kardia SLR, Lohner V, Marquis P, Maniega SM, Satizabal CL, Sorond FA, Valdés Hernández MC, van Duijn CM, Vernooij MW, Wittfeld K, Yang Q, Zhao W, Boerwinkle E, Levy D, Deary IJ, Jiang J, Mather KA, Mosley TH, Psaty BM, Sachdev PS, Smith JA, Sotoodehnia N, DeCarli CS, Breteler MMB, Ikram MA, Grabe HJ, Wardlaw J, Longstreth WT, Launer LJ, Seshadri S, Debette S, Fornage M. Epigenetic and integrative cross-omics analyses of cerebral white matter hyperintensities on MRI. Brain 2023; 146:492-506. [PMID: 35943854 PMCID: PMC9924914 DOI: 10.1093/brain/awac290] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 06/23/2022] [Accepted: 07/08/2022] [Indexed: 11/13/2022] Open
Abstract
Cerebral white matter hyperintensities on MRI are markers of cerebral small vessel disease, a major risk factor for dementia and stroke. Despite the successful identification of multiple genetic variants associated with this highly heritable condition, its genetic architecture remains incompletely understood. More specifically, the role of DNA methylation has received little attention. We investigated the association between white matter hyperintensity burden and DNA methylation in blood at ∼450 000 cytosine-phosphate-guanine (CpG) sites in 9732 middle-aged to older adults from 14 community-based studies. Single CpG and region-based association analyses were carried out. Functional annotation and integrative cross-omics analyses were performed to identify novel genes underlying the relationship between DNA methylation and white matter hyperintensities. We identified 12 single CpG and 46 region-based DNA methylation associations with white matter hyperintensity burden. Our top discovery single CpG, cg24202936 (P = 7.6 × 10-8), was associated with F2 expression in blood (P = 6.4 × 10-5) and co-localized with FOLH1 expression in brain (posterior probability = 0.75). Our top differentially methylated regions were in PRMT1 and in CCDC144NL-AS1, which were also represented in single CpG associations (cg17417856 and cg06809326, respectively). Through Mendelian randomization analyses cg06809326 was putatively associated with white matter hyperintensity burden (P = 0.03) and expression of CCDC144NL-AS1 possibly mediated this association. Differentially methylated region analysis, joint epigenetic association analysis and multi-omics co-localization analysis consistently identified a role of DNA methylation near SH3PXD2A, a locus previously identified in genome-wide association studies of white matter hyperintensities. Gene set enrichment analyses revealed functions of the identified DNA methylation loci in the blood-brain barrier and in the immune response. Integrative cross-omics analysis identified 19 key regulatory genes in two networks related to extracellular matrix organization, and lipid and lipoprotein metabolism. A drug-repositioning analysis indicated antihyperlipidaemic agents, more specifically peroxisome proliferator-activated receptor-alpha, as possible target drugs for white matter hyperintensities. Our epigenome-wide association study and integrative cross-omics analyses implicate novel genes influencing white matter hyperintensity burden, which converged on pathways related to the immune response and to a compromised blood-brain barrier possibly due to disrupted cell-cell and cell-extracellular matrix interactions. The results also suggest that antihyperlipidaemic therapy may contribute to lowering risk for white matter hyperintensities possibly through protection against blood-brain barrier disruption.
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Affiliation(s)
- Yunju Yang
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science at Houston, Houston, TX 77030, USA
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
| | - Ruiqi Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, F-33000 Bordeaux, France
| | - Dan Liu
- Population Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17475, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald 17475, Germany
- Department of Population Medicine and Lifestyle Diseases Prevention, Medical University of Bialystok, Bialystok, 15-269, Poland
| | - Nicola Armstrong
- Mathematics and Statistics, Curtin University, 6845 Perth, Australia
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA
| | - Min A Jhun
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
| | - Nasir Ahmad Aziz
- Population Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany
- Department of Neurology, Faculty of Medicine, University of Bonn, 53127 Bonn, Germany
| | - Mark E Bastin
- Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK
| | - Mathieu Bourgey
- Canadian Centre for Computational Genomics, McGill University, Montréal, Quebec, Canada H3A 0G1
- Department for Human Genetics, McGill University Genome Centre, McGill University, Montréal, Quebec, Canada H3A 0G1
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA
| | - Stefan Frenzel
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany
| | - Rebecca F Gottesman
- Stroke Branch, National Institutes of Neurological Disorders and Stroke, Bethesda, MD 20814, USA
| | - Norbert Hosten
- Department of Radiology and Neuroradiology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA
| | - Valerie Lohner
- Population Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany
| | - Pascale Marquis
- Canadian Centre for Computational Genomics, McGill University, Montréal, Quebec, Canada H3A 0G1
- Department for Human Genetics, McGill University Genome Centre, McGill University, Montréal, Quebec, Canada H3A 0G1
| | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX 78229, USA
- The Framingham Heart Study, Framingham, MA 01701, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02115, USA
| | - Farzaneh A Sorond
- Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Maria C Valdés Hernández
- Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
- Nuffield Department of Population Health, Oxford University, Oxford, OX3 7LF, UK
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, 17475 Rostock, Germany
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
- The Framingham Heart Study, Framingham, MA 01701, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science at Houston, Houston, TX 77030, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Daniel Levy
- The Framingham Heart Study, Framingham, MA 01701, USA
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20814, USA
| | - Ian J Deary
- Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Jiyang Jiang
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia
- Neuroscience Research Australia, Sydney, NSW 2031, Australia
| | - Thomas H Mosley
- The Memory Impairment Neurodegenerative Dementia (MIND) Research Center, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA
- Department of Epidemiology, University of Washington, Seattle, WA 98104, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, University of New South Wales, Randwick, NSW 2031, Australia
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA
| | - Charles S DeCarli
- Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, CA 95816, USA
| | - Monique M B Breteler
- Population Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany
- Institute for Medical Biometry, Informatics and Epidemiology (IMBIE), Faculty of Medicine, University of Bonn, 53127 Bonn, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, 17475 Rostock, Germany
| | - Joanna Wardlaw
- Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK
| | - W T Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA 98104, USA
- Department of Neurology, University of Washington, Seattle, WA 98104, USA
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX 78229, USA
- The Framingham Heart Study, Framingham, MA 01701, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02115, USA
| | - Stephanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, F-33000 Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, MA 02115, USA
- CHU de Bordeaux, Department of Neurology, F-33000 Bordeaux, France
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science at Houston, Houston, TX 77030, USA
- Human Genetics Center, School of Public Health, University of Texas Health Science at Houston, Houston, TX 77030, USA
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de Rojas I, Moreno-Grau S, Tesi N, Grenier-Boley B, Andrade V, Jansen IE, Pedersen NL, Stringa N, Zettergren A, Hernández I, Montrreal L, Antúnez C, Antonell A, Tankard RM, Bis JC, Sims R, Bellenguez C, Quintela I, González-Perez A, Calero M, Franco-Macías E, Macías J, Blesa R, Cervera-Carles L, Menéndez-González M, Frank-García A, Royo JL, Moreno F, Huerto Vilas R, Baquero M, Diez-Fairen M, Lage C, García-Madrona S, García-González P, Alarcón-Martín E, Valero S, Sotolongo-Grau O, Ullgren A, Naj AC, Lemstra AW, Benaque A, Pérez-Cordón A, Benussi A, Rábano A, Padovani A, Squassina A, de Mendonça A, Arias Pastor A, Kok AAL, Meggy A, Pastor AB, Espinosa A, Corma-Gómez A, Martín Montes A, Sanabria Á, DeStefano AL, Schneider A, Haapasalo A, Kinhult Ståhlbom A, Tybjærg-Hansen A, Hartmann AM, Spottke A, Corbatón-Anchuelo A, Rongve A, Borroni B, Arosio B, Nacmias B, Nordestgaard BG, Kunkle BW, Charbonnier C, Abdelnour C, Masullo C, Martínez Rodríguez C, Muñoz-Fernandez C, Dufouil C, Graff C, Ferreira CB, Chillotti C, Reynolds CA, Fenoglio C, Van Broeckhoven C, Clark C, Pisanu C, Satizabal CL, Holmes C, Buiza-Rueda D, Aarsland D, Rujescu D, Alcolea D, Galimberti D, Wallon D, Seripa D, Grünblatt E, Dardiotis E, Düzel E, Scarpini E, Conti E, Rubino E, Gelpi E, Rodriguez-Rodriguez E, Duron E, Boerwinkle E, Ferri E, Tagliavini F, Küçükali F, Pasquier F, Sanchez-Garcia F, Mangialasche F, Jessen F, Nicolas G, Selbæk G, Ortega G, Chêne G, Hadjigeorgiou G, Rossi G, Spalletta G, Giaccone G, Grande G, Binetti G, Papenberg G, Hampel H, Bailly H, Zetterberg H, Soininen H, Karlsson IK, Alvarez I, Appollonio I, Giegling I, Skoog I, Saltvedt I, Rainero I, Rosas Allende I, Hort J, Diehl-Schmid J, Van Dongen J, Vidal JS, Lehtisalo J, Wiltfang J, Thomassen JQ, Kornhuber J, Haines JL, Vogelgsang J, Pineda JA, Fortea J, Popp J, Deckert J, Buerger K, Morgan K, Fließbach K, Sleegers K, Molina-Porcel L, Kilander L, Weinhold L, Farrer LA, Wang LS, Kleineidam L, Farotti L, Parnetti L, Tremolizzo L, Hausner L, Benussi L, Froelich L, Ikram MA, Deniz-Naranjo MC, Tsolaki M, Rosende-Roca M, Löwenmark M, Hulsman M, Spallazzi M, Pericak-Vance MA, Esiri M, Bernal Sánchez-Arjona M, Dalmasso MC, Martínez-Larrad MT, Arcaro M, Nöthen MM, Fernández-Fuertes M, Dichgans M, Ingelsson M, Herrmann MJ, Scherer M, Vyhnalek M, Kosmidis MH, Yannakoulia M, Schmid M, Ewers M, Heneka MT, Wagner M, Scamosci M, Kivipelto M, Hiltunen M, Zulaica M, Alegret M, Fornage M, Roberto N, van Schoor NM, Seidu NM, Banaj N, Armstrong NJ, Scarmeas N, Scherbaum N, Goldhardt O, Hanon O, Peters O, Skrobot OA, Quenez O, Lerch O, Bossù P, Caffarra P, Dionigi Rossi P, Sakka P, Mecocci P, Hoffmann P, Holmans PA, Fischer P, Riederer P, Yang Q, Marshall R, Kalaria RN, Mayeux R, Vandenberghe R, Cecchetti R, Ghidoni R, Frikke-Schmidt R, Sorbi S, Hägg S, Engelborghs S, Helisalmi S, Botne Sando S, Kern S, Archetti S, Boschi S, Fostinelli S, Gil S, Mendoza S, Mead S, Ciccone S, Djurovic S, Heilmann-Heimbach S, Riedel-Heller S, Kuulasmaa T, Del Ser T, Lebouvier T, Polak T, Ngandu T, Grimmer T, Bessi V, Escott-Price V, Giedraitis V, Deramecourt V, Maier W, Jian X, Pijnenburg YAL, Kehoe PG, Garcia-Ribas G, Sánchez-Juan P, Pastor P, Pérez-Tur J, Piñol-Ripoll G, Lopez de Munain A, García-Alberca JM, Bullido MJ, Álvarez V, Lleó A, Real LM, Mir P, Medina M, Scheltens P, Holstege H, Marquié M, Sáez ME, Carracedo Á, Amouyel P, Schellenberg GD, Williams J, Seshadri S, van Duijn CM, Mather KA, Sánchez-Valle R, Serrano-Ríos M, Orellana A, Tárraga L, Blennow K, Huisman M, Andreassen OA, Posthuma D, Clarimón J, Boada M, van der Flier WM, Ramirez A, Lambert JC, van der Lee SJ, Ruiz A. Author Correction: Common variants in Alzheimer's disease and risk stratification by polygenic risk scores. Nat Commun 2023; 14:716. [PMID: 36759603 PMCID: PMC9911386 DOI: 10.1038/s41467-023-36192-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023] Open
Affiliation(s)
- Itziar de Rojas
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Sonia Moreno-Grau
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Niccolo Tesi
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Delft Bioinformatics Lab, Delft Univeristy of Technology, Delft, The Netherlands
| | - Benjamin Grenier-Boley
- Univ. Lille, Inserm, Institut Pasteur de Lille, CHU Lille, U1167-Labex DISTALZ-RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Victor Andrade
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
| | - Iris E Jansen
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University, Amsterdam, The Netherlands
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Najada Stringa
- Amsterdam UMC-Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Anna Zettergren
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Centre for Ageing and Health (AgeCap), University of Gothenburg, Gothenburg, Sweden
| | - Isabel Hernández
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Laura Montrreal
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Carmen Antúnez
- Unidad de Demencias, Hospital Clínico Universitario Virgen de la Arrixaca, Murcia, Spain
| | - Anna Antonell
- Alzheimer's disease and other cognitive disorders unit. Service of Neurology, Hospital Clínic of Barcelona. Institut d'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain
| | - Rick M Tankard
- Mathematics and Statistics, Murdoch University, Perth, WA, Australia
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Rebecca Sims
- Division of Psychological Medicine and Clinial Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Céline Bellenguez
- Univ. Lille, Inserm, Institut Pasteur de Lille, CHU Lille, U1167-Labex DISTALZ-RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Inés Quintela
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3-ISCIII), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | | | - Miguel Calero
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- UFIEC, Instituto de Salud Carlos III, Madrid, Spain
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Emilio Franco-Macías
- Unidad de Demencias, Servicio de Neurología y Neurofisiología, Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Juan Macías
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Rafael Blesa
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Laura Cervera-Carles
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Manuel Menéndez-González
- Servicio de Neurología, Hospital Universitario Central de Asturias, Oviedo, Spain
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
- Departamento de Medicina, Universidad de Oviedo, Oviedo, Spain
| | - Ana Frank-García
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, La Paz University Hospital, Instituto de Investigación Sanitaria del Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
- Hospital La Paz Institute for Health Research, IdiPAZ, Madrid, Spain
- Universidad Autónoma de Madrid, Madrid, Spain
| | - Jose Luís Royo
- Departamento de Especialidades Quirúrgicas, Bioquímicas e Inmunología, School of Medicine, University of Málaga, Málaga, Spain
| | - Fermin Moreno
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, Hospital Universitario Donostia, San Sebastian, Spain
- Neurosciences Area, Instituto Biodonostia, San Sebastian, Spain
| | - Raquel Huerto Vilas
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - Miquel Baquero
- Servei de Neurologia, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | - Mónica Diez-Fairen
- Fundació Docència i Recerca MútuaTerrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Carmen Lage
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Neurology Service, Marqués de Valdecilla University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | | | - Pablo García-González
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Emilio Alarcón-Martín
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- Departamento de Especialidades Quirúrgicas, Bioquímicas e Inmunología, School of Medicine, University of Málaga, Málaga, Spain
| | - Sergi Valero
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Oscar Sotolongo-Grau
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Abbe Ullgren
- Karolinska Institutet, Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Stockholm, Sweden
- Unit for Hereditary Dementias, Theme Aging, Karolinska University Hospital-Solna, Stockholm, Sweden
| | - Adam C Naj
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Afina W Lemstra
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Alba Benaque
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Alba Pérez-Cordón
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Alberto Benussi
- Centre for Neurodegenerative Disorders, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Alberto Rábano
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
- BT-CIEN, Madrid, Spain
| | - Alessandro Padovani
- Centre for Neurodegenerative Disorders, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Alessio Squassina
- Department of Biomedical Sciences, Section of Neuroscience and Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | | | - Alfonso Arias Pastor
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - Almar A L Kok
- Amsterdam UMC-Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Alun Meggy
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Ana Belén Pastor
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
- BT-CIEN, Madrid, Spain
| | - Ana Espinosa
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Anaïs Corma-Gómez
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Angel Martín Montes
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Hospital La Paz Institute for Health Research, IdiPAZ, Madrid, Spain
- Department of Neurology, La Paz University Hospital, Madrid, Spain
| | - Ángela Sanabria
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Anita L DeStefano
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Anja Schneider
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Annakaisa Haapasalo
- A.I Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Anne Kinhult Ståhlbom
- Karolinska Institutet, Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Stockholm, Sweden
- Unit for Hereditary Dementias, Theme Aging, Karolinska University Hospital-Solna, Stockholm, Sweden
| | - Anne Tybjærg-Hansen
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Annette M Hartmann
- Martin-Luther-University Halle-Wittenberg, University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Halle (Saale), Germany
| | - Annika Spottke
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Neurology, University of Bonn, Bonn, Germany
| | - Arturo Corbatón-Anchuelo
- Instituto de Investigación Sanitaria, Hospital Clínico San Carlos (IdISSC), Madrid, Spain
- Spanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Madrid, Spain
| | - Arvid Rongve
- Haugesund Hospital, Helse Fonna, Department of Research and Innovation, Haugesund, Norway
- University of Bergen, Institute of Clinical Medicine (K1), Bergen, Norway
| | - Barbara Borroni
- Centre for Neurodegenerative Disorders, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Beatrice Arosio
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health University of Florence, Florence, Italy
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Børge G Nordestgaard
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Biochemistry, Herlev Gentofte Hospital, Herlev, Denmark
| | - Brian W Kunkle
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Camille Charbonnier
- Normandie Univ, UNIROUEN, Inserm U1245, CHU Rouen, Department of Genetics and CNR-MAJ, FHU G4 Génomique, F-76000 Rouen, France
| | - Carla Abdelnour
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Carlo Masullo
- Institute of Neurology, Catholic University of the Sacred Heart, School of Medicine, Milan, Italy
| | - Carmen Martínez Rodríguez
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
- Hospital de Cabueñes, Gijón, Spain
| | - Carmen Muñoz-Fernandez
- Servicio de Neurología, Hospital Universitario de Gran Canaria Dr.Negrín, Las Palmas, Spain
| | - Carole Dufouil
- Inserm, Bordeaux Population Health Research Center, UMR 1219, Univ. Bordeaux, ISPED, CIC 1401-EC, Univ Bordeaux, Bordeaux, France
- CHU de Bordeaux, Pole de Santé Publique, Bordeaux, France
| | - Caroline Graff
- Karolinska Institutet, Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Stockholm, Sweden
- Unit for Hereditary Dementias, Theme Aging, Karolinska University Hospital-Solna, Stockholm, Sweden
| | - Catarina B Ferreira
- Instituto de Medicina Molecular João lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisboa, Portugal
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, University Hospital of Cagliari, Cagliari, Italy
| | - Chandra A Reynolds
- Department of Psychology, University of California-Riverside, Riverside, CA, USA
| | | | - Christine Van Broeckhoven
- VIB Center for Molecular Neurology, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born-Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp., Antwerp, Belgium
| | - Christopher Clark
- Insititute for Regenerative Medicine, University of Zürich, Zürich, Switzerland
| | - Claudia Pisanu
- Department of Biomedical Sciences, Section of Neuroscience and Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Clive Holmes
- Division of Clinical Neurosciences, School of Medicine, University of Southampton, Southampton, UK
| | - Dolores Buiza-Rueda
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Unidad de Trastornos del Movimiento, Servicio de Neurología y Neurofisiología, Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Dag Aarsland
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- Centre of Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
| | - Dan Rujescu
- Martin-Luther-University Halle-Wittenberg, University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Halle (Saale), Germany
| | - Daniel Alcolea
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Daniela Galimberti
- University of Milan, Dino Ferrari Center, Milan, Italy
- Fondazione IRCCS Ca' Granda, Ospedale Policlinico, Milan, Italy
| | - David Wallon
- Normandie Univ, UNIROUEN, Inserm U1245, CHU Rouen, Department of Neurology and CNR-MAJ, FHU G4 Génomique, F-76000 Rouen, France
| | - Davide Seripa
- Complex Structure of Geriatrics, Department of Medical Sciences Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo (FG), Italy
| | - Edna Grünblatt
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich (PUK), University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
- Zurich Center for Integrative Human Physiology, University of Zurich, Zurich, Switzerland
| | | | - Emrah Düzel
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
- Institute of Cognitive Neurology and Dementia Research (IKND), Otto-von-Guericke University, Magdeburg, Germany
| | - Elio Scarpini
- University of Milan, Dino Ferrari Center, Milan, Italy
- Fondazione IRCCS Ca' Granda, Ospedale Policlinico, Milan, Italy
| | - Elisa Conti
- School of Medicine and Surgery, University of Milano-Bicocca and Milan Center for Neuroscience, Milan, Italy
| | - Elisa Rubino
- Department of Neuroscience and Mental Health, AOU Città della Salute e della Scienza di Torino, Torino, Italy
| | - Ellen Gelpi
- Neurological Tissue Bank of the Biobanc-Hospital Clinic-IDIBAPS, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Eloy Rodriguez-Rodriguez
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Neurology Service, Marqués de Valdecilla University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | - Emmanuelle Duron
- APHP, Hôpital Brousse, equipe INSERM 1178, MOODS, Villejuif, France
- Université Paris-Saclay, UVSQ, Inserm, CESP, Team MOODS, Le Kremlin-Bicêtre, Paris, France
- APHP, Hôpital Broca, Paris, France
| | - Eric Boerwinkle
- School of Public Health, Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Evelyn Ferri
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | | | - Fahri Küçükali
- VIB Center for Molecular Neurology, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born-Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp., Antwerp, Belgium
| | - Florence Pasquier
- Inserm U1172, CHU, DISTAlz, LiCEND, Univ Lille, Lille, France
- CHU CNR-MAJ, Lille, France
| | - Florentino Sanchez-Garcia
- Servicio de Inmunología, Hospital Universitario de Gran Canaria Dr. Negrín, Las Palmas de Gran Canaria, Spain
| | - Francesca Mangialasche
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
| | - Frank Jessen
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | | | - Geir Selbæk
- Norwegian National Advisory Unit on Ageing and Health, Vestfold Hospital Trust, Tønsberg, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Gemma Ortega
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Geneviève Chêne
- Inserm, Bordeaux Population Health Research Center, UMR 1219, Univ. Bordeaux, ISPED, CIC 1401-EC, Univ Bordeaux, Bordeaux, France
- CHU de Bordeaux, Pole de Santé Publique, Bordeaux, France
| | | | - Giacomina Rossi
- Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
- Beth K. and Stuart C. Yudofsky Division of Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | | | - Giulia Grande
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Giuliano Binetti
- MAC-Memory Clinic, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Goran Papenberg
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Harald Hampel
- Sorbonne University, GRC n° 21, Alzheimer Precision Medicine (APM), AP-HP, Pitié-Salpêtrière Hospital, Paris, France
| | - Henri Bailly
- APHP, Hôpital Broca, Paris, France
- EA 4468, Sorbonne Paris Cité, Université Paris Descartes, Paris, France
| | - Henrik Zetterberg
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- UK Dementia Research Institute at UCL, London, UK
| | - Hilkka Soininen
- Institute of Clinical Medicine Neurology, University of Eastern Finland, Kuopio, Finland
- Neurocenter, neurology, Kuopio University Hospital, Kuopio, Finland
| | - Ida K Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Institute for Gerontology and Aging Research Network-Jönköping (ARN-J), School of Health and Welfare, Jönköping University, Jönköping, Sweden
| | - Ignacio Alvarez
- Fundació Docència i Recerca MútuaTerrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Ildebrando Appollonio
- School of Medicine and Surgery, University of Milano-Bicocca and Milan Center for Neuroscience, Milan, Italy
- Neurology Unit, 'San Gerardo' hospital, Monza, Italy
| | - Ina Giegling
- Martin-Luther-University Halle-Wittenberg, University Clinic and Outpatient Clinic for Psychiatry, Psychotherapy and Psychosomatics, Halle (Saale), Germany
| | - Ingmar Skoog
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Centre for Ageing and Health (AgeCap), University of Gothenburg, Gothenburg, Sweden
| | - Ingvild Saltvedt
- Department of Geriatrics, Clinic of Medicine, St Olavs Hospital, University Hospital of Trondheim, Trondheim, Norway
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technhology (NTNU), Trondheim, Norway
| | - Innocenzo Rainero
- Department of Neuroscience "Rita Levi Montalcini", University of Torino, Torino, Italy
| | - Irene Rosas Allende
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
- Laboratorio de Genética, Hospital Universitario Central de Asturias, Oviedo, Spain
| | - Jakub Hort
- Memory Clinic, Department of Neurology, 2nd Faculty of Medicine and Motol University Hospital, Charles University, Prague, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic
| | - Janine Diehl-Schmid
- Department of Psychiatry and Psychotherapy, School of Medicine Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Jasper Van Dongen
- VIB Center for Molecular Neurology, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born-Bunge, Antwerp, Belgium
| | - Jean-Sebastien Vidal
- APHP, Hôpital Broca, Paris, France
- EA 4468, Sorbonne Paris Cité, Université Paris Descartes, Paris, France
| | - Jenni Lehtisalo
- Institute of Clinical Medicine Neurology, University of Eastern Finland, Kuopio, Finland
- Population Health Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Goettingen, Germany
- Neurosciences and Signaling Group, Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Aveiro, Portugal
| | | | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Jonathan L Haines
- Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, USA
| | - Jonathan Vogelgsang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen, Germany
- Translational Neuroscience Laboratory, McLean Hospital, Harvard Medical School, Belmont, MA, USA
| | - Juan A Pineda
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Juan Fortea
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Julius Popp
- Department of Geriatric Psychiatry, University Hospital of Psychiatry Zürich, Zürich, Switzerland
- University of Zürich, Zürich, Switzerland
- Old age Psychiatry, University Hospital of Lausanne, Lausanne, Switzerland
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Katharina Buerger
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Kevin Morgan
- Schools of Life Sciences and Medicine, University of Nottingham, Nottingham, UK
| | - Klaus Fließbach
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
| | - Kristel Sleegers
- VIB Center for Molecular Neurology, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born-Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp., Antwerp, Belgium
| | - Laura Molina-Porcel
- Alzheimer's disease and other cognitive disorders unit. Service of Neurology, Hospital Clínic of Barcelona. Institut d'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain
- Neurological Tissue Bank of the Biobanc-Hospital Clinic-IDIBAPS, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
| | - Lena Kilander
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala, Sweden
| | - Leonie Weinhold
- Institute of Medical Biometry, Informatics and Epidemiology, University Hospital of Bonn, Bonn, Germany
| | - Lindsay A Farrer
- Departments of Medicine (Biomedical Genetics), Neurology, Ophthalmology, Epidemiology, and Biostatistics, Boston University Schools of Medicine and Public Health, Boston, MA, USA
| | - Li-San Wang
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Luca Kleineidam
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
| | - Lucia Farotti
- Centre for Memory Disturbances, Lab of Clinical Neurochemistry, Section of Neurology, University of Perugia, Perugia, Italy
| | - Lucilla Parnetti
- Centre for Memory Disturbances, Lab of Clinical Neurochemistry, Section of Neurology, University of Perugia, Perugia, Italy
| | - Lucio Tremolizzo
- School of Medicine and Surgery, University of Milano-Bicocca and Milan Center for Neuroscience, Milan, Italy
- Neurology Unit, 'San Gerardo' hospital, Monza, Italy
| | - Lucrezia Hausner
- Department of Geriatric Psychiatry, Central Institute for Mental Health Mannheim, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Luisa Benussi
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Lutz Froelich
- Department of Geriatric Psychiatry, Central Institute for Mental Health Mannheim, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - M Candida Deniz-Naranjo
- Servicio de Inmunología, Hospital Universitario de Gran Canaria Dr. Negrín, Las Palmas de Gran Canaria, Spain
| | - Magda Tsolaki
- 1st Department of Neurology Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Maitée Rosende-Roca
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Malin Löwenmark
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala, Sweden
| | - Marc Hulsman
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | | | - Margaret A Pericak-Vance
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Margaret Esiri
- Nuffield Department of Clinical Neurosciences, Oxford, UK
| | - María Bernal Sánchez-Arjona
- Unidad de Demencias, Servicio de Neurología y Neurofisiología, Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Maria Carolina Dalmasso
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
| | - María Teresa Martínez-Larrad
- Instituto de Investigación Sanitaria, Hospital Clínico San Carlos (IdISSC), Madrid, Spain
- Spanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Madrid, Spain
| | - Marina Arcaro
- Fondazione IRCCS Ca' Granda, Ospedale Policlinico, Milan, Italy
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Marta Fernández-Fuertes
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala, Sweden
| | - Martin J Herrmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Martin Scherer
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Martin Vyhnalek
- Memory Clinic, Department of Neurology, 2nd Faculty of Medicine and Motol University Hospital, Charles University, Prague, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic
| | - Mary H Kosmidis
- Laboratory of Cognitive Neuroscience, School of Psychology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Mary Yannakoulia
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Matthias Schmid
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Institute of Medical Biometry, Informatics and Epidemiology, University Hospital of Bonn, Bonn, Germany
| | - Michael Ewers
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Michael T Heneka
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Michael Wagner
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Michela Scamosci
- Institute of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Miia Kivipelto
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Neuroepidemiology and Ageing Research Unit, School of Public Health, Imperial College London, London, UK
- Stockholms Sjukhem, Research & Development Unit, Stockholm, Sweden
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Miren Zulaica
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Neurosciences Area, Instituto Biodonostia, San Sebastian, Spain
| | - Montserrat Alegret
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, TX, USA
| | - Natalia Roberto
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Natasja M van Schoor
- Amsterdam UMC-Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Nazib M Seidu
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Centre for Ageing and Health (AgeCap), University of Gothenburg, Gothenburg, Sweden
| | - Nerisa Banaj
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | | | - Nikolaos Scarmeas
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens, Medical School, Athens, Greece
- Taub Institute for Research in Alzheimer's Disease and the Aging Brain, The Gertrude H. Sergievsky Center, Depatment of Neurology, Columbia University, New York, NY, USA
| | - Norbert Scherbaum
- LVR-Hospital Essen, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Duisburg-Essen, Essen, Germany
| | - Oliver Goldhardt
- Department of Psychiatry and Psychotherapy, School of Medicine Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Oliver Hanon
- APHP, Hôpital Broca, Paris, France
- EA 4468, Sorbonne Paris Cité, Université Paris Descartes, Paris, France
| | - Oliver Peters
- Department of Psychiatry and Psychotherapy and Experimental and Clinical Research Center (ECRC), Charité-Universitätsmedizin Berlin, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
| | - Olivia Anna Skrobot
- Bristol Medical School (THS), University of Bristol, Southmead Hospital, Bristol, UK
| | - Olivier Quenez
- Normandie Univ, UNIROUEN, Inserm U1245, CHU Rouen, Department of Genetics and CNR-MAJ, FHU G4 Génomique, F-76000 Rouen, France
| | - Ondrej Lerch
- Memory Clinic, Department of Neurology, 2nd Faculty of Medicine and Motol University Hospital, Charles University, Prague, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic
| | - Paola Bossù
- Experimental Neuro-psychobiology Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Paolo Caffarra
- Unit of Neuroscience, DIMEC, University of Parma, Parma, Italy
| | - Paolo Dionigi Rossi
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | - Paraskevi Sakka
- Athens Association of Alzheimer's disease and Related Disorders, Athens, Greece
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Peter A Holmans
- Division of Psychological Medicine and Clinial Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Peter Fischer
- Department of Psychiatry, Social Medicine Center East- Donauspital, Vienna, Austria
| | - Peter Riederer
- Center of Mental Health, Clinic and Policlinic of Psychiatry, Psychosomatics and Psychotherapy, University Hospital of Würzburg, Würzburg, Germany
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Rachel Marshall
- Division of Psychological Medicine and Clinial Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Rajesh N Kalaria
- Translational and Clincial Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Campus for Ageing anf Vitality, Newcastle upon Tyne, UK
| | - Richard Mayeux
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Department of Neurology, Columbia University, New York, NY, USA
| | - Rik Vandenberghe
- Laboratory for Cognitive Neurology, Department of Neurosciences, University of Leuven, Leuven, Belgium
- Neurology Department, University Hospitals Leuven, Leuven, Belgium
| | - Roberta Cecchetti
- Institute of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Roberta Ghidoni
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Ruth Frikke-Schmidt
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Sandro Sorbi
- Department of Neuroscience, Psychology, Drug Research and Child Health University of Florence, Florence, Italy
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastiaan Engelborghs
- Center for Neurosciences, Vrije Universiteit Brussel (VUB), Brussels, Belgium
- Reference Center for Biological Markers of Dementia (BIODEM), University of Antwerp, Antwerp, Belgium
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology, VUB University Hospital Brussels (UZ Brussel), Brussels, Belgium
| | - Seppo Helisalmi
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
| | - Sigrid Botne Sando
- Department of Neurology and Clinical Neurophysiology, University Hospital of Trondheim, Trondheim, Norway
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Silke Kern
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Centre for Ageing and Health (AgeCap), University of Gothenburg, Gothenburg, Sweden
| | - Silvana Archetti
- Department of Laboratory Diagnostics, III Laboratory of Analysis, Brescia Hospital, Brescia, Italy
| | - Silvia Boschi
- Department of Neuroscience "Rita Levi Montalcini", University of Torino, Torino, Italy
| | - Silvia Fostinelli
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Silvia Gil
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Silvia Mendoza
- Alzheimer Research Center & Memory Clinic, Andalusian Institute for Neuroscience, Málaga, Spain
| | - Simon Mead
- MRC Prion Unit at UCL, Institute of Prion Diseases, London, UK
| | - Simona Ciccone
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig, Leipzig, Germany
| | - Teemu Kuulasmaa
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Teodoro Del Ser
- Department of Neurology/CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Thibaud Lebouvier
- Inserm U1172, CHU, DISTAlz, LiCEND, Univ Lille, Lille, France
- CHU CNR-MAJ, Lille, France
| | - Thomas Polak
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Tiia Ngandu
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
- Population Health Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Timo Grimmer
- Department of Psychiatry and Psychotherapy, School of Medicine Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Valentina Bessi
- Department of Neuroscience, Psychology, Drug Research and Child Health University of Florence, Florence, Italy
- Azienda Ospedaliero-Universitaria Careggi Largo Brambilla, Florence, Italy
| | - Valentina Escott-Price
- Division of Psychological Medicine and Clinial Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UKDRI Cardiff, Cardiff University, Cardiff, UK
| | | | - Vincent Deramecourt
- Inserm U1172, CHU, DISTAlz, LiCEND, Univ Lille, Lille, France
- CHU CNR-MAJ, Lille, France
| | - Wolfgang Maier
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Xueqiu Jian
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
| | - Yolande A L Pijnenburg
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Patrick Gavin Kehoe
- Bristol Medical School (THS), University of Bristol, Southmead Hospital, Bristol, UK
| | | | - Pascual Sánchez-Juan
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Neurology Service, Marqués de Valdecilla University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | - Pau Pastor
- Fundació Docència i Recerca MútuaTerrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Jordi Pérez-Tur
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Unitat de Genètica Molecular, Institut de Biomedicina de València-CSIC, Valencia, Spain
- Unidad Mixta de Neurologia Genètica, Instituto de Investigación Sanitaria La Fe, Valencia, Spain
| | - Gerard Piñol-Ripoll
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - Adolfo Lopez de Munain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, Hospital Universitario Donostia, San Sebastian, Spain
- Neurosciences Area, Instituto Biodonostia, San Sebastian, Spain
- Department of Neurosciences, Faculty of Medicine and Nursery, University of the Basque Country, San Sebastián, Spain
| | - Jose María García-Alberca
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Alzheimer Research Center & Memory Clinic, Andalusian Institute for Neuroscience, Málaga, Spain
| | - María J Bullido
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Universidad Autónoma de Madrid, Madrid, Spain
- Centro de Biología Molecular Severo Ochoa (UAM-CSIC), Madrid, Spain
- Instituto de Investigacion Sanitaria 'Hospital la Paz' (IdIPaz), Madrid, Spain
| | - Victoria Álvarez
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain
- Laboratorio de Genética, Hospital Universitario Central de Asturias, Oviedo, Spain
| | - Alberto Lleó
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Luis M Real
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
- Departamento de Especialidades Quirúrgicas, Bioquímica e Inmunología. Facultad de Medicina, Universidad de Málaga, Málaga, Spain
| | - Pablo Mir
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Unidad de Trastornos del Movimiento, Servicio de Neurología y Neurofisiología, Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Miguel Medina
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Philip Scheltens
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Henne Holstege
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Marta Marquié
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | | | - Ángel Carracedo
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3-ISCIII), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
- Fundación Pública Galega de Medicina Xenómica-CIBERER-IDIS, Santiago de Compostela, Spain
| | - Philippe Amouyel
- Univ. Lille, Inserm, Institut Pasteur de Lille, CHU Lille, U1167-Labex DISTALZ-RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Gerard D Schellenberg
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Julie Williams
- Division of Psychological Medicine and Clinial Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
| | - Raquel Sánchez-Valle
- Alzheimer's disease and other cognitive disorders unit. Service of Neurology, Hospital Clínic of Barcelona. Institut d'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain
| | - Manuel Serrano-Ríos
- Instituto de Investigación Sanitaria, Hospital Clínico San Carlos (IdISSC), Madrid, Spain
- Spanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Madrid, Spain
| | - Adelina Orellana
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Lluís Tárraga
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Kaj Blennow
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | - Martijn Huisman
- Amsterdam UMC-Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
- Department of Sociology, VU University, Amsterdam, The Netherlands
| | - Ole A Andreassen
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University, Amsterdam, The Netherlands
| | - Jordi Clarimón
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, II B Sant Pau, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Mercè Boada
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Wiesje M van der Flier
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Alfredo Ramirez
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- Department of Neurodegenerative diseases and Geriatric Psychiatry, University Clinic Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Psychiatry, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
| | - Jean-Charles Lambert
- Univ. Lille, Inserm, Institut Pasteur de Lille, CHU Lille, U1167-Labex DISTALZ-RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Sven J van der Lee
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands.
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands.
| | - Agustín Ruiz
- Research Center and Memory clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain.
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain.
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Ekenze O, Pinheiro A, Demissie S, Aparicio HJ, Charidimou A, Beiser AS, Satizabal CL, Kautz T, DeCarli C, Greenberg S, Seshadri S, Romero JR. Association of MRI Visible Perivascular Spaces and Neurofilament Light Chain: The Framingham Heart Study. J Alzheimers Dis 2023; 95:1133-1145. [PMID: 37661877 DOI: 10.3233/jad-221260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
BACKGROUND Neurofilament light chain (NfL) is a marker of neuronal injury. Perivascular spaces (PVS) visible on magnetic resonance imaging (MRI) represent cerebral small vessel disease (CSVD) but their role as markers of neuronal injury needs further clarification. OBJECTIVE To relate PVS burden according to brain topography and plasma NfL. METHODS Framingham Heart Study (FHS) participants with brain MRI and NfL measurements were included. PVS were rated in the basal ganglia (BG) and centrum semiovale (CSO) using validated methods and categorized based on counts. A mixed region variable representing high burden PVS in either BG or CSO was assessed. Multivariable linear regression analyses were used to relate PVS burden to log-transformed NfL levels in models adjusted for age, sex, FHS cohort, time between MRI and clinic exam, and image view (model 1), vascular risk factors (model 2), and white matter hyperintensity volume, covert brain infarcts, and cerebral microbleeds (model 3). RESULTS Among 1,457 participants (68.1±8.5 years, 45% males), NfL levels increased with higher PVS burden. Multivariable analysis showed an association of high PVS burden strictly in BG with NfL (β= 0.117, 95% CI 0.014-0.221; p = 0.027), but attenuated in model 3. The associations were mainly in participants≥65 years (β= 0.122, 95% CI 0.015-0.229, p = 0.026), women (β= 0.156, 95% CI 0.024-0.288, p = 0.021), and APOE ɛ4 non-carriers (β= 0.140, 95% CI 0.017-0.263, p = 0.026). CONCLUSIONS The association of strictly BG high PVS burden with NfL suggests a role for PVS as markers of neuroaxonal injury, but our results are hypothesis generating and require further replication.
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Affiliation(s)
- Oluchi Ekenze
- Graduate Medical Sciences, Boston University School of Medicine, Boston, MA, USA
- NHLBI's Framingham Heart Study, Framingham, MA, USA
| | - Adlin Pinheiro
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Serkalem Demissie
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Hugo J Aparicio
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Andreas Charidimou
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Alexa S Beiser
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Claudia L Satizabal
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- The Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX, USA
| | - Tiffany Kautz
- The Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Charles DeCarli
- Department of Neurology, University of California at Davis, Davis, CA, USA
| | - Steven Greenberg
- Department of Neurology, Massachusetts General Hospital Stroke Research Center, Harvard Medical School, Boston, MA, USA
| | - Sudha Seshadri
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- The Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Jose R Romero
- NHLBI's Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
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Short MI, Fohner AE, Skjellegrind HK, Beiser A, Gonzales MM, Satizabal CL, Austin TR, Longstreth W, Bis JC, Lopez O, Hveem K, Selbæk G, Larson MG, Yang Q, Aparicio HJ, McGrath ER, Gerszten RE, DeCarli CS, Psaty BM, Vasan RS, Zare H, Seshadri S. Proteome Network Analysis Identifies Potential Biomarkers for Brain Aging. J Alzheimers Dis 2023; 96:1767-1780. [PMID: 38007645 PMCID: PMC10741337 DOI: 10.3233/jad-230145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/04/2023] [Indexed: 11/27/2023]
Abstract
BACKGROUND Alzheimer's disease and related dementias (ADRD) involve biological processes that begin years to decades before onset of clinical symptoms. The plasma proteome can offer insight into brain aging and risk of incident dementia among cognitively healthy adults. OBJECTIVE To identify biomarkers and biological pathways associated with neuroimaging measures and incident dementia in two large community-based cohorts by applying a correlation-based network analysis to the plasma proteome. METHODS Weighted co-expression network analysis of 1,305 plasma proteins identified four modules of co-expressed proteins, which were related to MRI brain volumes and risk of incident dementia over a median 20-year follow-up in Framingham Heart Study (FHS) Offspring cohort participants (n = 1,861). Analyses were replicated in the Cardiovascular Health Study (CHS) (n = 2,117, mean 6-year follow-up). RESULTS Two proteomic modules, one related to protein clearance and synaptic maintenance (M2) and a second to inflammation (M4), were associated with total brain volume in FHS (M2: p = 0.014; M4: p = 4.2×10-5). These modules were not significantly associated with hippocampal volume, white matter hyperintensities, or incident all-cause or AD dementia. Associations with TCBV did not replicate in CHS, an older cohort with a greater burden of comorbidities. CONCLUSIONS Proteome networks implicate an early role for biological pathways involving inflammation and synaptic function in preclinical brain atrophy, with implications for clinical dementia.
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Affiliation(s)
- Meghan I. Short
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA, USA
- Department of Medicine, Tufts University School of Medicine, Boston, MA, USA
| | - Alison E. Fohner
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Håvard K. Skjellegrind
- HUNT Research Centre, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, NTNU, Levanger, Norway
- Levanger Hospital, Nord-Trøndelag Hospital Trust, Levanger, Norway
| | - Alexa Beiser
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Mitzi M. Gonzales
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Department of Neurology, University of Texas Health Science Center, San Antonio, TX, USA
| | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Population Health Sciences, University of Texas Health Science Center, San Antonio, TX, USA
| | - Thomas R. Austin
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - W.T. Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Oscar Lopez
- Department of Neurology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, NTNU, Levanger, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Geir Selbæk
- Norwegian National Centre for Ageing and Health, Vestfold Hospital Trust, Tønsberg, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
| | - Martin G. Larson
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Hugo J. Aparicio
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Emer R. McGrath
- Framingham Heart Study, Framingham, MA, USA
- School of Medicine, National University of Ireland Galway, Galway, Ireland
- HRB Clinical Research Facility, National University of Ireland Galway, Galway, Ireland
| | - Robert E. Gerszten
- Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Charles S. DeCarli
- Department of Neurology, School of Medicine and Imaging of Dementia and Aging Laboratory, Center for Neuroscience, University of California, Davis, Sacramento, CA, USA
| | - Bruce M. Psaty
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Ramachandran S. Vasan
- Framingham Heart Study, Framingham, MA, USA
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
- Boston University Center for Computing and Data Science, Boston, MA, USA
| | - Habil Zare
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Department of Cell Systems and Anatomy, University of Texas Health Science Center, San Antonio, TX, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
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Bahrani AA, Abner EL, DeCarli CS, Barber JM, Sutton AC, Maillard P, Sandoval F, Arfanakis K, Yang YC, Evia AM, Schneider JA, Habes M, Franklin CG, Seshadri S, Satizabal CL, Caprihan A, Thompson JF, Rosenberg GA, Wang DJ, Jann K, Zhao C, Lu H, Rosenberg PB, Albert MS, Ali DG, Singh H, Schwab K, Greenberg SM, Helmer KG, Powel DK, Gold BT, Goldstein LB, Wilcock DM, Jicha GA. Multi-Site Cross-Site Inter-Rater and Test-Retest Reliability and Construct Validity of the MarkVCID White Matter Hyperintensity Growth and Regression Protocol. J Alzheimers Dis 2023; 96:683-693. [PMID: 37840499 PMCID: PMC11009792 DOI: 10.3233/jad-230629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2023]
Abstract
BACKGROUND White matter hyperintensities (WMH) that occur in the setting of vascular cognitive impairment and dementia (VCID) may be dynamic increasing or decreasing volumes or stable over time. Quantifying such changes may prove useful as a biomarker for clinical trials designed to address vascular cognitive-impairment and dementia and Alzheimer's Disease. OBJECTIVE Conducting multi-site cross-site inter-rater and test-retest reliability of the MarkVCID white matter hyperintensity growth and regression protocol. METHODS The NINDS-supported MarkVCID Consortium evaluated a neuroimaging biomarker developed to track WMH change. Test-retest and cross-site inter-rater reliability of the protocol were assessed. Cognitive test scores were analyzed in relation to WMH changes to explore its construct validity. RESULTS ICC values for test-retest reliability of WMH growth and regression were 0.969 and 0.937 respectively, while for cross-site inter-rater ICC values for WMH growth and regression were 0.995 and 0.990 respectively. Word list long-delay free-recall was negatively associated with WMH growth (p < 0.028) but was not associated with WMH regression. CONCLUSIONS The present data demonstrate robust ICC validity of a WMH growth/regression protocol over a one-year period as measured by cross-site inter-rater and test-retest reliability. These data suggest that this approach may serve an important role in clinical trials of disease-modifying agents for VCID that may preferentially affect WMH growth, stability, or regression.
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Affiliation(s)
- Ahmed A. Bahrani
- Department of Neurology, University of Kentucky, College of Medicine, Lexington, KY, USA
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Erin L. Abner
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
- Department of Epidemiology & Environmental Health, University of Kentucky, College of Public Health, Lexington, KY, USA
| | | | - Justin M. Barber
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Abigail C. Sutton
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Pauline Maillard
- Department of Neurology, University of California, Davis, CA, USA
| | | | - Konstantinos Arfanakis
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Yung-Chuan Yang
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Arnold M. Evia
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Julie A. Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Mohamad Habes
- Research Imaging Institute, University of Texas Health San Antonio, San Antonio, TX, USA
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX, USA
| | - Crystal G. Franklin
- Research Imaging Institute, University of Texas Health San Antonio, San Antonio, TX, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX, USA
| | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX, USA
| | | | | | - Gary A. Rosenberg
- Center for Memory and Aging, University of New Mexico, Health Sciences Center, Albuquerque, NM, USA
| | - Danny J.J. Wang
- Departments of Neurology and Radiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Kay Jann
- Departments of Neurology and Radiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Chenyang Zhao
- Departments of Neurology and Radiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Hanzhang Lu
- Department of Radiology and Radiological Science, Johns Hopkins University, School of Medicine, Baltimore, MD, USA
| | - Paul B. Rosenberg
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, School of Medicine, Baltimore, MD, USA
| | - Marilyn S. Albert
- Department of Neurology, Johns Hopkins University, School of Medicine, Baltimore, MD, USA
| | - Doaa G. Ali
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Herpreet Singh
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Kristin Schwab
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | | | - Karl G. Helmer
- Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - David K. Powel
- Department of Neuroscience, University of Kentucky, College of Medicine, Lexington, KY, USA
- Magnetic Resonance Imaging and Spectroscopy Center, University of Kentucky, Lexington, KY, USA
| | - Brian T. Gold
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
- Department of Neuroscience, University of Kentucky, College of Medicine, Lexington, KY, USA
- Magnetic Resonance Imaging and Spectroscopy Center, University of Kentucky, Lexington, KY, USA
| | - Larry B. Goldstein
- Department of Neurology, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Donna M. Wilcock
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
- Department of Physiology, University of Kentucky, College of Medicine, Lexington, KY, USA
| | - Gregory A. Jicha
- Department of Neurology, University of Kentucky, College of Medicine, Lexington, KY, USA
- Sanders-Brown Center on Aging, University of Kentucky, College of Medicine, Lexington, KY, USA
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Maillard P, Hillmer LJ, Lu H, Arfanakis K, Gold BT, Bauer CE, Kramer JH, Staffaroni AM, Stables L, Wang DJ, Seshadri S, Satizabal CL, Beiser A, Habes M, Fornage M, Mosley TH, Rosenberg GA, Singh B, Singh H, Schwab K, Helmer KG, Greenberg SM, DeCarli C, Caprihan A. MRI free water as a biomarker for cognitive performance: Validation in the MarkVCID consortium. Alzheimers Dement (Amst) 2022; 14:e12362. [PMID: 36523847 PMCID: PMC9745638 DOI: 10.1002/dad2.12362] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 08/11/2022] [Accepted: 08/29/2022] [Indexed: 12/15/2022]
Abstract
Introduction To evaluate the clinical validity of free water (FW), a diffusion tensor imaging-based biomarker kit proposed by the MarkVCID consortium, by investigating the association between mean FW (mFW) and executive function. Methods Baseline mFW was related to a baseline composite measure of executive function (EFC), adjusting for relevant covariates, in three MarkVCID sub-cohorts, and replicated in five, large, independent legacy cohorts. In addition, we tested whether baseline mFW predicted accelerated EFC score decline (mean follow-up time: 1.29 years). Results Higher mFW was found to be associated with lower EFC scores in MarkVCID legacy and sub-cohorts (p-values < 0.05). In addition, higher baseline mFW was associated significantly with accelerated decline in EFC scores (p = 0.0026). Discussion mFW is a sensitive biomarker of cognitive decline, providing a strong clinical rational for its use as a marker of white matter (WM) injury in multi-site observational studies and clinical trials of vascular cognitive impairment and dementia (VCID).
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Affiliation(s)
- Pauline Maillard
- Department of NeurologyUniversity of CaliforniaDavisCaliforniaUSA
| | - Laura J. Hillmer
- Department of NeurologyUniversity of New MexicoAlbuquerqueNew MexicoUSA
| | - Hanzhang Lu
- Department of RadiologyJohns Hopkins University School of MedicineBaltimoreMarylandUSA
| | - Konstantinos Arfanakis
- Department of Biomedical EngineeringIllinois Institute of TechnologyChicagoIllinoisUSA
- Rush Alzheimer's Disease CenterDepartment of Diagnostic Radiology and Nuclear MedicineRush University Medical CenterChicagoIllinoisUSA
| | - Brian T. Gold
- Department of NeuroscienceUniversity of KentuckyLexingtonKentuckyUSA
| | | | - Joel H. Kramer
- Department of NeurologyMemory and Aging CenterWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Adam M. Staffaroni
- Department of NeurologyMemory and Aging CenterWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Lara Stables
- Department of NeurologyMemory and Aging CenterWeill Institute for NeurosciencesUniversity of CaliforniaSan FranciscoCaliforniaUSA
| | - Danny J.J. Wang
- Laboratory of FMRI Technology (LOFT)Stevens Neuroimaging and Informatics InstituteKeck School of MedicineUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
| | - Sudha Seshadri
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health San AntonioSan AntonioTexasUSA
| | - Claudia L. Satizabal
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health San AntonioSan AntonioTexasUSA
- Department of Population Health SciencesUniversity of Texas Health San AntonioSan AntonioTexasUSA
| | - Alexa Beiser
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
| | - Mohamad Habes
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative DiseasesUniversity of Texas Health San AntonioSan AntonioTexasUSA
| | - Myriam Fornage
- Brown Foundation Institute of Molecular MedicineMcGovern Medical SchoolSchool of Public HealthThe University of Texas Health Science Center at HoustonHoustonTexasUSA
- Human Genetics CenterSchool of Public HealthThe University of Texas Health Science Center at HoustonHoustonTexasUSA
| | - Thomas H. Mosley
- MIND CenterUniversity of Mississippi Medical CenterJacksonMississippiUSA
| | - Gary A. Rosenberg
- Department of NeurologyUniversity of New MexicoAlbuquerqueNew MexicoUSA
| | - Baljeet Singh
- Department of NeurologyUniversity of CaliforniaDavisCaliforniaUSA
| | - Herpreet Singh
- Department of NeurologyMassachusetts General HospitalBostonMassachusettsUSA
| | - Kristin Schwab
- Department of NeurologyMassachusetts General HospitalBostonMassachusettsUSA
| | - Karl G. Helmer
- Department of RadiologyHarvard Medical SchoolBostonMassachusettsUSA
- Department of RadiologyMassachusetts General HospitalBostonMassachusettsUSA
| | | | - Charles DeCarli
- Department of NeurologyUniversity of CaliforniaDavisCaliforniaUSA
| | - Arvind Caprihan
- The Mind Research NetworkAlbuquerqueNew MexicoAlbuquerqueNew MexicoUSA
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36
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Satizabal CL, Himali JJ, Beiser AS, Ramachandran V, Melo van Lent D, Himali D, Aparicio HJ, Maillard P, DeCarli CS, Harris WS, Seshadri S. Association of Red Blood Cell Omega-3 Fatty Acids With MRI Markers and Cognitive Function in Midlife: The Framingham Heart Study. Neurology 2022; 99:e2572-e2582. [PMID: 36198518 PMCID: PMC9754651 DOI: 10.1212/wnl.0000000000201296] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2021] [Accepted: 08/10/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Diet may be a key contributor to brain health in midlife. In particular, omega-3 fatty acids have been related to better neurologic outcomes in older adults. However, studies focusing on midlife are lacking. We investigated the cross-sectional association of red blood cell (RBC) omega-3 fatty acid concentrations with MRI and cognitive markers of brain aging in a community-based sample of predominantly middle-aged adults and further explore effect modification by APOE genotype. METHODS We included participants from the Third-Generation and Omni 2 cohorts of the Framingham Heart Study attending their second examination. Docosahexaenoic acid (DHA) and eicosapentaenoic acid (EPA) concentrations were measured from RBC using gas chromatography, and the Omega-3 index was calculated as EPA + DHA. We used linear regression models to relate omega-3 fatty acid concentrations to brain MRI measures (i.e., total brain, total gray matter, hippocampal, and white matter hyperintensity volumes) and cognitive function (i.e., episodic memory, processing speed, executive function, and abstract reasoning) adjusting for potential confounders. We further tested for interactions between omega-3 fatty acid levels and APOE genotype (e4 carrier vs noncarrier) on MRI and cognitive outcomes. RESULTS We included 2,183 dementia-free and stroke-free participants (mean age of 46 years, 53% women, 22% APOE-e4 carriers). In multivariable models, higher Omega-3 index was associated with larger hippocampal volumes (standard deviation unit beta ±standard error; 0.003 ± 0.001, p = 0.013) and better abstract reasoning (0.17 ± 0.07, p = 0.013). Similar results were obtained for DHA or EPA concentrations individually. Stratification by APOE-e4 status showed associations between higher DHA concentrations or Omega-3 index and larger hippocampal volumes in APOE-e4 noncarriers, whereas higher EPA concentrations were related to better abstract reasoning in APOE-e4 carriers. Finally, higher levels of all omega-3 predictors were related to lower white matter hyperintensity burden but only in APOE-e4 carriers. DISCUSSION Our results, albeit exploratory, suggest that higher omega-3 fatty acid concentrations are related to better brain structure and cognitive function in a predominantly middle-aged cohort free of clinical dementia. These associations differed by APOE genotype, suggesting potentially different metabolic patterns by APOE status. Additional studies in middle-aged populations are warranted to confirm these findings.
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Affiliation(s)
- Claudia L Satizabal
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD.
| | - Jayandra Jung Himali
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Alexa S Beiser
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Vasan Ramachandran
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Debora Melo van Lent
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Dibya Himali
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Hugo J Aparicio
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Pauline Maillard
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Charles S DeCarli
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - William S Harris
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
| | - Sudha Seshadri
- From the Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., J.J.H., D.M.L., S.S.), UT Health San Antonio, San Antonio, TX; Department of Population Health Sciences (C.L.S., J.J.H.), UT Health San Antonio, San Antonio, TX; Department of Neurology (C.L.S., J.J.H., A.S.B., D.M.L., H.J.A., S.S.), Boston University School of Medicine, Boston, MA; The Framingham Heart Study (C.L.S., J.J.H., A.S.B., V.R., D.M.L., D.H., H.J.A., S.S.), Framingham, MA; Department of Biostatistics (J.J.H., A.S.B.), Boston University School of Public Health, Boston, MA; Department of Medicine (V.R.), Boston University School of Medicine, Boston, MA; Department of Epidemiology (V.R.), Boston University School of Public Health, Boston, MA; Center for Computing and Data Sciences (V.R.), Boston University, Boston, MA; Imaging of Dementia and Aging Laboratory and Center for Neurosciences (P.M., C.S.D.), Davis, CA; Department of Neurology (C.S.D.), UC Davis School of Medicine, Sacramento, CA; Sanford School of Medicine (W.S.H.), University of South Dakota, Sioux Falls, SD; and Fatty Acid Research Institute (W.S.H.), Sioux Falls, SD
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37
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Casaletto KB, Nichols E, Aslanyan V, Simone SM, Rabin JS, La Joie R, Brickman AM, Dams‐O'Connor K, Palta P, Kumar RG, George KM, Satizabal CL, Schneider JA, Pa J. Sex‐specific mediational effects of microglial activation on Alzheimer’s disease proteinopathy in older adults. Alzheimers Dement 2022. [DOI: 10.1002/alz.062739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Kaitlin B Casaletto
- Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | - Emma Nichols
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health Baltimore MD USA
| | - Vahan Aslanyan
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California Los Angeles CA USA
| | | | | | - Renaud La Joie
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | | | | | - Priya Palta
- Columbia University Irving Medical Center New York NY USA
| | - Raj G. Kumar
- Icahn School of Medicine at Mount Sinai New York NY USA
| | | | | | - Julie A Schneider
- Department of Pathology, Rush University Medical Center Chicago IL USA
| | - Judy Pa
- Stevens Neuroimaging and Informatics Institute, University of Southern California Los Angeles CA USA
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Kautz TF, Mathews JJ, Parent D, Sudduth TL, Liu Q, Wiedner C, Wang C, Mbangdadji D, Bis JC, Sagare AP, Beiser AS, Pottanat G, Aparicio HJ, Thompson JF, Erickson K, Jin L, Gonzales MM, Ghosh S, DeCarli CS, Wang DJJ, Wilcock DM, Rosenberg GA, Lu H, Kramer JH, Launer LJ, Fornage M, Mosley TH, Maillard P, Gudnason V, Singh H, Helmer KG, Schwab K, Greenberg SM, Tracy RP, Kivisäkk P, Seshadri S, Satizabal CL. Validation and utility of plasma neurofilament light as a biomarker for vascular cognitive impairment. Alzheimers Dement 2022. [DOI: 10.1002/alz.065811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Tiffany F Kautz
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | - Julia J Mathews
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | | | - Tiffany L Sudduth
- Sanders‐Brown Center on Aging Lexington KY USA
- University of Kentucky Lexington KY USA
| | - Qianqian Liu
- UT Health San Antonio, Glenn Biggs Institute San Antonio TX USA
| | | | | | | | - Joshua C Bis
- Cardiovascular Health Research Unit, University of Washington Seattle WA USA
| | - Abhay P Sagare
- Zilkha Neurogenetic Institute, Keck School of Medicine, University of Southern California Los Angeles CA USA
| | - Alexa S Beiser
- Boston University School of Public Health Boston MA USA
- The Framingham Heart Study Framingham MA USA
| | | | | | | | | | - Lee‐Way Jin
- University of California, Davis Sacramento CA USA
| | - Mitzi M Gonzales
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | - Saptaparni Ghosh
- The Framingham Heart Study Framingham MA USA
- Boston University School of Medicine Boston MA USA
| | | | - Danny JJ Wang
- University of Southern California Los Angeles CA USA
| | - Donna M Wilcock
- University of Kentucky Lexington KY USA
- University of Kentucky / Sanders‐Brown Center on Aging Lexington KY USA
- University of Kentucky College of Medicine Lexington KY USA
| | | | - Hanzhang Lu
- Johns Hopkins University School of Medicine Baltimore MD USA
| | - Joel H. Kramer
- Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
- University of California, San Francisco San Francisco CA USA
- Global Brain Health Institute, University of California San Francisco San Francisco CA USA
- UMemory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | - Lenore J. Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
| | - Myriam Fornage
- Human Genetics Center, School of Public Health, University of Texas Health Science Center Houston TX USA
| | - Thomas H Mosley
- MIND Center, University of Mississippi Medical Center Jackson MS USA
| | | | - Vilmundur Gudnason
- The Icelandic Heart Association Kopavogur Iceland
- Utrecht University Utrecht Netherlands
| | - Herpreet Singh
- Department of Neurology, Massachusetts General Hospital Boston MA USA
| | - Karl G Helmer
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School Charlestown MA USA
| | | | - Steven M Greenberg
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
- Harvard University Cambridge MA USA
| | | | - Pia Kivisäkk
- Massachusetts General Hospital Charlestown MA USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
| | - Claudia L Satizabal
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
- University of Texas Health Sciences Center San Antonio TX USA
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39
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Fongang B, Satizabal CL, Kautz TF, Himali JJ, Ramnik X, Cavazos JE, Mahaney MC, Maestre GE, DeCarli CS, Vasan RS, Seshadri S. The gut microbiome is associated with markers of cerebral small vessel disease. Alzheimers Dement 2022. [DOI: 10.1002/alz.067130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Bernard Fongang
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | | | - Tiffany F Kautz
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | - Jayandra J Himali
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | | | - José E. Cavazos
- Neuroscience and Physiology UT Health San Antonio San Antonio TX USA
| | | | - Gladys E Maestre
- University of Texas Rio Grande Valley School of Medicine Brownsville TX USA
| | | | - Ramachandran S Vasan
- Boston University School of Medicine Boston MA USA
- The Framingham Heart Study Framingham MA USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
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40
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McGrath ER, Scott MR, Buckley R, Satizabal CL, DeCarli CS, Bhasin S, Vasan RS, Murabito JM, Beiser AS, Seshadri S. Association between reproductive factors in women and risk of brain ageing and dementia. Alzheimers Dement 2022. [DOI: 10.1002/alz.069476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Emer R McGrath
- HRB Clinical Research Facility, National University of Ireland Galway Galway Ireland
- The Framingham Heart Study Framingham MA USA
| | - Matthew R Scott
- The Framingham Heart Study Framingham MA USA
- Boston University Boston MA USA
| | - Rachel Buckley
- Massachusetts General Hospital and Harvard Medical School Boston MA USA
- Brigham & Women’s Hospital Boston MA USA
| | - Claudia L Satizabal
- The Framingham Heart Study Framingham MA USA
- University of Texas Health Sciences Center San Antonio TX USA
| | | | | | - Ramachandran S Vasan
- The Framingham Heart Study Framingham MA USA
- Boston University School of Medicine Boston MA USA
| | | | - Alexa S Beiser
- The Framingham Heart Study Framingham MA USA
- Boston University School of Medicine Boston MA USA
| | - Sudha Seshadri
- The Framingham Heart Study Framingham MA USA
- Department of Neurology, Boston University School of Medicine Boston MA USA
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
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Fongang B, Sargurupremraj M, Jian X, Mishra A, Bis JC, Fan K, Li G, Yang J, Hilal S, Knol MJ, Concas MP, Girotto G, Riaz M, Guðjónsson A, Lacaze P, Naj AC, Van Der Lee SJ, Skrobot OA, Gudnason V, Lopez OL, Haan M, Bosnes I, Dufouil C, Ganguli M, Cheung C, Bennett DA, Chen C, Kamboh MI, Satizabal CL, Ikram MA, Debette S, Fornage M, Yang Q, Schellenberg GD, Winsvold B, Kehoe PG, Ruiz A, Lambert J, Weinstein G, Seshadri S. Genetic insights of all‐cause and vascular dementia through genome‐wide association studies. Alzheimers Dement 2022. [DOI: 10.1002/alz.067165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Bernard Fongang
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | - Xueqiu Jian
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | - Joshua C Bis
- Cardiovascular Health Research Unit, University of Washington Seattle WA USA
| | | | - Gloria Li
- The University of Hong Kong Hong Kong Hong Kong
| | - Jingyun Yang
- Rush Alzheimer’s Disease Center and Department of Neurological Sciences, Rush University Medical Center Chicago IL USA
| | | | - Maria J. Knol
- Erasmus University Medical Center Rotterdam Netherlands
| | | | | | - Moeen Riaz
- Monash University Melbourne VIC Australia
| | | | | | - Adam C. Naj
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine Philadelphia PA USA
| | - Sven J. Van Der Lee
- Department of Clinical Genetics, VU University Medical Centre Amsterdam Netherlands
| | | | | | | | - Mary Haan
- University of California at San Francisco San Francisco CA USA
| | | | - Carole Dufouil
- Centre INSERM U1219, Institut de Santé Publique, d'Epidémiologie et de Développement (ISPED), Bordeaux School of Public Health, Université de Bordeaux Bordeaux France
| | | | | | - David A Bennett
- Rush Alzheimer’s Disease Center and Department of Neurological Sciences, Rush University Medical Center Chicago IL USA
| | - Christopher Chen
- Yong Loo Lin School of Medicine, National University of Singapore Singapore Singapore
| | | | | | - M. Arfan Ikram
- Erasmus MC University Medical Center Rotterdam Netherlands
| | | | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School; School of Public Health, The University of Texas Health Science Center Houston TX USA
| | - Qiong Yang
- Boston University Boston MA USA
- The Framingham Heart Study Framingham MA USA
| | - Gerard D. Schellenberg
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine Philadelphia PA USA
| | | | - Patrick G Kehoe
- Translational Health Sciences, Bristol Medical School, University of Bristol Bristol United Kingdom
| | - Agustin Ruiz
- Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III Madrid Spain
| | - Jean‐Charles Lambert
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167‐RID‐AGE Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F‐59000 Lille France
| | | | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
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Rabin JS, Nichols E, La Joie R, Casaletto KB, Palta P, Dams‐O'Connor K, Kumar RG, George KM, Satizabal CL, Schneider JA, Pa J, Brickman AM. Cerebral amyloid angiopathy interacts with parenchymal beta‐amyloid to promote tau and cognitive decline. Alzheimers Dement 2022. [DOI: 10.1002/alz.066555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Jennifer S. Rabin
- Harquail Centre for Neuromodulation, Sunnybrook Research Institute Toronto ON Canada
- Rehabilitation Sciences Institute, University of Toronto Toronto ON Canada
- Hurvitz Brain Sciences Program, Sunnybrook Research Institute Toronto ON Canada
| | - Emma Nichols
- Johns Hopkins Bloomberg School of Public Health Baltimore MD USA
- Institute for Health Metrics and Evaluation Seattle WA USA
| | - Renaud La Joie
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | - Kaitlin B Casaletto
- Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | - Priya Palta
- Columbia University Irving Medical Center New York NY USA
| | | | - Raj G. Kumar
- Icahn School of Medicine at Mount Sinai New York NY USA
| | | | - Claudia L Satizabal
- University of Texas Health Sciences Center San Antonio TX USA
- Boston University and the NHLBI’s Framingham Heart Study Boston MA USA
| | - Julie A Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center Chicago IL USA
| | - Judy Pa
- University of Southern California Los Angeles CA USA
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Gonzales MM, Wiedner C, Wang C, Bis JC, Li Z, Himali JJ, Parent D, Kautz TF, Pase MP, Aparicio HJ, Beiser AS, Launer LJ, Fornage M, Tracy RP, Seshadri S, Satizabal CL. A Population‐Based Meta‐Analysis of Plasma Glial Fibrillary Acidic Protein for Cognitive Decline and Incident Dementia. Alzheimers Dement 2022. [DOI: 10.1002/alz.063773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Mitzi M Gonzales
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | | | | | | | - Zhiguang Li
- National Institute on Aging Baltimore MD USA
| | - Jayandra J Himali
- Department of Population Health Sciences, University of Texas Health Sciences Center San Antonio TX USA
| | | | - Tiffany F Kautz
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
| | - Matthew P Pase
- Turner Institute for Brain and Mental Health, Monash University Melbourne VIC Australia
| | | | - Alexa S Beiser
- Boston University School of Medicine Boston MA USA
- The Framingham Heart Study Framingham MA USA
| | | | - Myriam Fornage
- The University of Texas Health Science Center at Houston Houston TX USA
| | | | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio TX USA
- Department of Neurology, Boston University School of Medicine Boston MA USA
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Mishra A, Malik R, Hachiya T, Jürgenson T, Namba S, Posner DC, Kamanu FK, Koido M, Le Grand Q, Shi M, He Y, Georgakis MK, Caro I, Krebs K, Liaw YC, Vaura FC, Lin K, Winsvold BS, Srinivasasainagendra V, Parodi L, Bae HJ, Chauhan G, Chong MR, Tomppo L, Akinyemi R, Roshchupkin GV, Habib N, Jee YH, Thomassen JQ, Abedi V, Cárcel-Márquez J, Nygaard M, Leonard HL, Yang C, Yonova-Doing E, Knol MJ, Lewis AJ, Judy RL, Ago T, Amouyel P, Armstrong ND, Bakker MK, Bartz TM, Bennett DA, Bis JC, Bordes C, Børte S, Cain A, Ridker PM, Cho K, Chen Z, Cruchaga C, Cole JW, de Jager PL, de Cid R, Endres M, Ferreira LE, Geerlings MI, Gasca NC, Gudnason V, Hata J, He J, Heath AK, Ho YL, Havulinna AS, Hopewell JC, Hyacinth HI, Inouye M, Jacob MA, Jeon CE, Jern C, Kamouchi M, Keene KL, Kitazono T, Kittner SJ, Konuma T, Kumar A, Lacaze P, Launer LJ, Lee KJ, Lepik K, Li J, Li L, Manichaikul A, Markus HS, Marston NA, Meitinger T, Mitchell BD, Montellano FA, Morisaki T, Mosley TH, Nalls MA, Nordestgaard BG, O'Donnell MJ, Okada Y, Onland-Moret NC, Ovbiagele B, Peters A, Psaty BM, Rich SS, Rosand J, Sabatine MS, Sacco RL, Saleheen D, Sandset EC, Salomaa V, Sargurupremraj M, Sasaki M, Satizabal CL, Schmidt CO, Shimizu A, Smith NL, Sloane KL, Sutoh Y, Sun YV, Tanno K, Tiedt S, Tatlisumak T, Torres-Aguila NP, Tiwari HK, Trégouët DA, Trompet S, Tuladhar AM, Tybjærg-Hansen A, van Vugt M, Vibo R, Verma SS, Wiggins KL, Wennberg P, Woo D, Wilson PWF, Xu H, Yang Q, Yoon K, Millwood IY, Gieger C, Ninomiya T, Grabe HJ, Jukema JW, Rissanen IL, Strbian D, Kim YJ, Chen PH, Mayerhofer E, Howson JMM, Irvin MR, Adams H, Wassertheil-Smoller S, Christensen K, Ikram MA, Rundek T, Worrall BB, Lathrop GM, Riaz M, Simonsick EM, Kõrv J, França PHC, Zand R, Prasad K, Frikke-Schmidt R, de Leeuw FE, Liman T, Haeusler KG, Ruigrok YM, Heuschmann PU, Longstreth WT, Jung KJ, Bastarache L, Paré G, Damrauer SM, Chasman DI, Rotter JI, Anderson CD, Zwart JA, Niiranen TJ, Fornage M, Liaw YP, Seshadri S, Fernández-Cadenas I, Walters RG, Ruff CT, Owolabi MO, Huffman JE, Milani L, Kamatani Y, Dichgans M, Debette S. Publisher Correction: Stroke genetics informs drug discovery and risk prediction across ancestries. Nature 2022; 612:E7. [PMID: 36376532 PMCID: PMC9712088 DOI: 10.1038/s41586-022-05492-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Aniket Mishra
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Tsuyoshi Hachiya
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Tuuli Jürgenson
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Mathematics and Statistics, University of Tartu, Tartu, Estonia
| | - Shinichi Namba
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Daniel C Posner
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Frederick K Kamanu
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Masaru Koido
- Division of Molecular Pathology, Institute of Medical Sciences, The University of Tokyo, Tokyo, Japan
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Quentin Le Grand
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Mingyang Shi
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Yunye He
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Marios K Georgakis
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ilana Caro
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Kristi Krebs
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Yi-Ching Liaw
- Laboratory of Clinical Genome Sequencing, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
| | - Felix C Vaura
- Department of Internal Medicine, University of Turku, Turku, Finland
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Turku, Finland
| | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Bendik Slagsvold Winsvold
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Vinodh Srinivasasainagendra
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Livia Parodi
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Hee-Joon Bae
- Department of Neurology and Cerebrovascular Disease Center, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | | | - Michael R Chong
- Thrombosis and Atherosclerosis Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Liisa Tomppo
- Department of Neurology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Rufus Akinyemi
- Center for Genomic and Precision Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria
- Neuroscience and Ageing Research Unit Institute for Advanced Medical Research and Training, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Naomi Habib
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Yon Ho Jee
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Jesper Qvist Thomassen
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
| | - Vida Abedi
- Department of Molecular and Functional Genomics, Weis Center for Research, Geisinger Health System, Danville, VA, USA
- Department of Public Health Sciences, College of Medicine, The Pennsylvania State University, State College, PA, USA
| | - Jara Cárcel-Márquez
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
- Departament de Medicina, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marianne Nygaard
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
| | - Hampton L Leonard
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
| | - Chaojie Yang
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
- Department of Biochemistry and Molecular Genetics, University of Virginia, Charlottesville, VA, USA
| | - Ekaterina Yonova-Doing
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Genetics, Novo Nordisk Research Centre Oxford, Oxford, UK
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Adam J Lewis
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Renae L Judy
- Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Tetsuro Ago
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Philippe Amouyel
- University of Lille, INSERM U1167, RID-AGE, LabEx DISTALZ, Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- CHU Lille, Public Health Department, Lille, France
- Institut Pasteur de Lille, Lille, France
| | - Nicole D Armstrong
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Mark K Bakker
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands
| | - Traci M Bartz
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Constance Bordes
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Sigrid Børte
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Research and Communication Unit for Musculoskeletal Health (FORMI), Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
| | - Anael Cain
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Kelly Cho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
- NeuroGenomics and Informatics Center, Washington University School of Medicine, Saint Louis, MO, USA
| | - John W Cole
- VA Maryland Health Care System, Baltimore, MD, USA
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Phil L de Jager
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Rafael de Cid
- GenomesForLife-GCAT Lab Group, Germans Trias i Pujol Research Institute (IGTP), Badalona, Spain
| | - Matthias Endres
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), partner site Berlin, Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Berlin, Berlin, Germany
| | - Leslie E Ferreira
- Post-Graduation Program on Health and Environment, Department of Medicine and Joinville Stroke Biobank, University of the Region of Joinville, Santa Catarina, Brazil
| | - Mirjam I Geerlings
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Natalie C Gasca
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Jun Hata
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Jing He
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Alicia K Heath
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Yuk-Lam Ho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Aki S Havulinna
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, FIMM-HiLIFE, Helsinki, Finland
| | - Jemma C Hopewell
- Clinical Trial Service and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Hyacinth I Hyacinth
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Michael Inouye
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Cambridge Baker Systems Genomics Initiative, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge, UK
| | - Mina A Jacob
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Christina E Jeon
- Los Angeles County Department of Public Health, Los Angeles, CA, USA
| | - Christina Jern
- Institute of Biomedicine, Department of Laboratory Medicine, the Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Clinical Genetics and Genomics, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Masahiro Kamouchi
- Department of Health Care Administration and Management, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Keith L Keene
- Department of Biology, Brody School of Medicine Center for Health Disparities, East Carolina University, Greenville, NC, USA
| | - Takanari Kitazono
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Steven J Kittner
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
- Department of Neurology and Geriatric Research and Education Clinical Center, VA Maryland Health Care System, Baltimore, MD, USA
| | - Takahiro Konuma
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Amit Kumar
- Rajendra Institute of Medical Sciences, Ranchi, India
| | - Paul Lacaze
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, NIH, Baltimore, MD, USA
| | - Keon-Joo Lee
- Department of Neurology, Korea University Guro Hospital, Seoul, Republic of Korea
| | - Kaido Lepik
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- University Center for Primary Care and Public Health, Lausanne, Switzerland
| | - Jiang Li
- Department of Molecular and Functional Genomics, Weis Center for Research, Geisinger Health System, Danville, VA, USA
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing, China
| | - Ani Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Hugh S Markus
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Nicholas A Marston
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Thomas Meitinger
- Institute of Human Genetics, Technical University of Munich, Munich, Germany
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Braxton D Mitchell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, MD, USA
| | - Felipe A Montellano
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Department of Neurology, University Hospital Würzburg, Würzburg, Germany
| | - Takayuki Morisaki
- Division of Molecular Pathology, Institute of Medical Sciences, The University of Tokyo, Tokyo, Japan
| | - Thomas H Mosley
- The MIND Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Mike A Nalls
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
| | - Børge G Nordestgaard
- Department of Clinical Biochemistry, Copenhagen University Hospital-Herlev and Gentofte, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Martin J O'Donnell
- College of Medicine Nursing and Health Science, NUI Galway, Galway, Ireland
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Center for Infectious Disease Education and Research (CiDER), Osaka University, Suita, Japan
| | - N Charlotte Onland-Moret
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Bruce Ovbiagele
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München,, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Ludwig Maximilian University Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Munich, Munich, Germany
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Jonathan Rosand
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
| | - Marc S Sabatine
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ralph L Sacco
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Gainesville, FL, USA
| | - Danish Saleheen
- Division of Cardiology, Department of Medicine, Columbia University, New York, NY, USA
| | - Else Charlotte Sandset
- Stroke Unit, Department of Neurology, Oslo University Hospital, Oslo, Norway
- Research and Development, The Norwegian Air Ambulance Foundation, Oslo, Norway
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Makoto Sasaki
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Carsten O Schmidt
- University Medicine Greifswald, Institute for Community Medicine, SHIP/KEF, Greifswald, Germany
| | - Atsushi Shimizu
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
- Department of Veterans Affairs Office of Research and Development, Seattle Epidemiologic Research and Information Center, Seattle, WA, USA
| | - Kelly L Sloane
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
| | - Yoichi Sutoh
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Yan V Sun
- Atlanta VA Health Care System, Decatur, GA, USA
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Kozo Tanno
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Steffen Tiedt
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Turgut Tatlisumak
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Unviersity Hospital, Gothenburg, Sweden
| | - Nuria P Torres-Aguila
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
| | - Hemant K Tiwari
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - David-Alexandre Trégouët
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Stella Trompet
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Anil Man Tuladhar
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Anne Tybjærg-Hansen
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Marion van Vugt
- Division Heart & Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Riina Vibo
- Department of Neurology and Neurosurgery, University of Tartu, Tartu, Estonia
| | - Shefali S Verma
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kerri L Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Patrik Wennberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Daniel Woo
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Peter W F Wilson
- Atlanta VA Health Care System, Decatur, GA, USA
- Department of Medicine, Division of Cardiovascular Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Huichun Xu
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Qiong Yang
- Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kyungheon Yoon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju, Republic of Korea
| | - Iona Y Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Christian Gieger
- Research Unit Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Toshiharu Ninomiya
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), site Rostock/Greifswald, Rostock, Germany
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
- Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, The Netherlands
| | - Ina L Rissanen
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Daniel Strbian
- Department of Neurology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Young Jin Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju, Republic of Korea
| | - Pei-Hsin Chen
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
| | - Ernst Mayerhofer
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Joanna M M Howson
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Genetics, Novo Nordisk Research Centre Oxford, Oxford, UK
| | - Marguerite R Irvin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Hieab Adams
- Department of Clinical Genetics, Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
- Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile
| | - Sylvia Wassertheil-Smoller
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, New York, NY, USA
| | - Kaare Christensen
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark
| | - Mohammad A Ikram
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Tatjana Rundek
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Gainesville, FL, USA
| | - Bradford B Worrall
- Department of Neurology, University of Virginia, Charlottesville, VA, USA
- Department of Public Health Science, University of Virginia, Charlottesville, VA, USA
| | | | - Moeen Riaz
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Eleanor M Simonsick
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Janika Kõrv
- Department of Neurology and Neurosurgery, University of Tartu, Tartu, Estonia
| | - Paulo H C França
- Post-Graduation Program on Health and Environment, Department of Medicine and Joinville Stroke Biobank, University of the Region of Joinville, Santa Catarina, Brazil
| | - Ramin Zand
- Geisinger Neuroscience Institute, Geisinger Health System, Danville, PA, USA
- Department of Neurology, College of Medicine, The Pennsylvania State University, State College, PA, USA
| | | | - Ruth Frikke-Schmidt
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Frank-Erik de Leeuw
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Thomas Liman
- Center for Stroke Research Berlin, Berlin, Germany
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Klinik für Neurologie, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
| | | | - Ynte M Ruigrok
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands
| | - Peter Ulrich Heuschmann
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Comprehensive Heart Failure Center, University Hospital Würzburg, Würzburg, Germany
- Clinical Trial Center, University Hospital Würzburg, Würzburg, Germany
| | - W T Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
| | - Keum Ji Jung
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Institute for Health Promotion, Graduate School of Public Health, Yonsei University, Seoul, Republic of Korea
| | - Lisa Bastarache
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Guillaume Paré
- Thrombosis and Atherosclerosis Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
| | - Scott M Damrauer
- Department of Surgery and Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA
- Corporal Michael Crescenz VA Medical Center, Philadelphia, PA, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Christopher D Anderson
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - John-Anker Zwart
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Teemu J Niiranen
- Department of Internal Medicine, University of Turku, Turku, Finland
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Turku, Finland
- Division of Medicine, Turku University Hospital, Turku, Finland
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Yung-Po Liaw
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
- Department of Medical Imaging, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Israel Fernández-Cadenas
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
| | - Robin G Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Christian T Ruff
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Mayowa O Owolabi
- Center for Genomic and Precision Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria
- Department of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Jennifer E Huffman
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Yoichiro Kamatani
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany.
- Munich Cluster for Systems Neurology, Munich, Germany.
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany.
| | - Stephanie Debette
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France.
- Department of Neurology, Institute for Neurodegenerative Diseases, CHU de Bordeaux, Bordeaux, France.
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Thibault EG, Farrell ME, Beiser AS, Becker A, Satizabal CL, Jacobs HI, DeCarli CS, Hanseeuw B, Killiany RJ, Sperling RA, Seshadri S, Johnson KA. Developing early vulnerable area aggregates for PET detection of beta‐amyloid based on young and middle‐aged adults from the Framingham Heart Study. Alzheimers Dement 2022. [DOI: 10.1002/alz.067870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Emma G. Thibault
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
| | | | - Alexa S Beiser
- Boston University School of Medicine Boston MA USA
- Boston University School of Public Health Boston MA USA
- The Framingham Heart Study Framingham MA USA
| | - Alex Becker
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
| | - Claudia L Satizabal
- Boston University School of Medicine Boston MA USA
- The Framingham Heart Study Framingham MA USA
- University of Texas Health Sciences Center San Antonio TX USA
| | - Heidi I.L. Jacobs
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
- Maastricht University Maastricht Netherlands
| | | | - Bernard Hanseeuw
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
- Institute of Neuroscience, Université Catholique de Louvain Brussels Belgium
| | | | - Reisa A. Sperling
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
- Brigham and Women's Hospital Boston MA USA
| | - Sudha Seshadri
- Boston University School of Medicine Boston MA USA
- The Framingham Heart Study Framingham MA USA
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | - Keith A. Johnson
- Massachusetts General Hospital, Harvard Medical School Boston MA USA
- Brigham and Women's Hospital Boston MA USA
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Sarnowski C, Hivert M, Liu C, Satizabal CL, Lin H, Beiser AS, DeCarli CS, DeStefano AL, Dupuis J, Morrison AC, Seshadri S. Epigenetic signatures of insulin resistance associated with Alzheimer’s Disease and related traits. Alzheimers Dement 2022. [DOI: 10.1002/alz.059136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Chloé Sarnowski
- University of Texas Health Science Center at Houston, School of Public Health Houston TX USA
| | - Marie‐France Hivert
- Division of Chronic Disease Research Across the Life Course, Harvard Pilgrim Health Care Institute, Harvard Medical School Boston MA USA
- Diabetes Unit, Massachusetts General Hospital Boston MA USA
| | - Chunyu Liu
- Boston University School of Public Health Boston MA USA
| | - Claudia L Satizabal
- Boston University School of Medicine Boston MA USA
- University of Texas Health Sciences Center San Antonio TX USA
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
| | - Honghuang Lin
- University of Massachusetts Medical School Worcester MA USA
| | - Alexa S Beiser
- Boston University School of Public Health Boston MA USA
- Boston University School of Medicine Boston MA USA
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
| | - Charles S. DeCarli
- Center for Neuroscience, University of California at Davis Sacramento CA USA
| | - Anita L. DeStefano
- Boston University School of Public Health Boston MA USA
- Boston University School of Medicine Boston MA USA
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
| | - Josée Dupuis
- Boston University School of Public Health Boston MA USA
| | - Alanna C Morrison
- University of Texas Health Science Center, School of Public Health Houston TX USA
| | - Sudha Seshadri
- Boston University School of Medicine Boston MA USA
- Boston University and the NHLBI's Framingham Heart Study Boston MA USA
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
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Hu Y, Meirelles O, Shrioma E, Satizabal CL, Tracy RP, Launer LJ. A Cluster‐Based Machine Learning Approach for Evaluating Factors Associated with Tau Protein in Plasma. Alzheimers Dement 2022. [DOI: 10.1002/alz.066539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Yi‐Han Hu
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
| | - Osorio Meirelles
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
| | - Eric Shrioma
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
| | | | - Russell P. Tracy
- Larner College of Medicine, University of Vermont Burlington VT USA
| | - Lenore J. Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
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Shade LMP, Satizabal CL, Glahn DC, Mosley TH, Heckbert SR, Launer LJ, Yanek LR, Bis JC, Smith JA, DeCarli CS, Arnett DK, Psaty BM, Nyquist PA, Mathias RA, Rotter JI, Rich SS, Blangero J, DeStefano AL, Fardo DW, Fornage M, Seshadri S, Sarnowski C. Whole genome sequence association analysis of Brain MRI measures. Alzheimers Dement 2022. [DOI: 10.1002/alz.064947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Lincoln MP Shade
- College of Public Health, University of Kentucky Lexington KY USA
| | - Claudia L Satizabal
- Boston University School of Medicine Boston MA USA
- University of Texas Health Sciences Center San Antonio TX USA
- Boston University and the NHLBI’s Framingham Heart Study Boston MA USA
| | | | - Thomas H Mosley
- MIND Center, University of Mississippi Medical Center Jackson MS USA
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit, University of Washington Seattle WA USA
| | - Lenore J. Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging Baltimore MD USA
| | - Lisa R Yanek
- GeneSTAR Research Program, Johns Hopkins School of Medicine Baltimore MD USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, University of Washington Seattle WA USA
| | | | - Charles S. DeCarli
- Center for Neuroscience, University of California at Davis Sacramento CA USA
| | - Donna K Arnett
- College of Public Health, University of Kentucky Lexington KY USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, University of Washington Seattle WA USA
| | | | - Rasika A Mathias
- GeneSTAR Research Program, Johns Hopkins School of Medicine Baltimore MD USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical Center Torrance CA USA
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia School of Medicine Charlottesville VA USA
| | - John Blangero
- Center for Public Health Genomics, University of Texas Rio Grande Valley School of Medicine Brownsville TX USA
| | - Anita L. DeStefano
- Boston University School of Medicine Boston MA USA
- Boston University and the NHLBI’s Framingham Heart Study Boston MA USA
- Boston University School of Public Health Boston MA USA
| | - David W. Fardo
- College of Public Health, University of Kentucky Lexington KY USA
| | - Myriam Fornage
- University of Texas Health Science Center at Houston McGovern Medical School Houston TX USA
| | - Sudha Seshadri
- Boston University School of Medicine Boston MA USA
- Boston University and the NHLBI’s Framingham Heart Study Boston MA USA
- Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Sciences Center San Antonio TX USA
| | - Chloé Sarnowski
- University of Texas Health Science Center at Houston, School of Public Health Houston TX USA
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Duperron M, Knol MJ, Grand QL, Evans TE, Mishra A, Roshchupkin GV, Konuma T, Tregouët DA, Romero JR, Frenzel S, Luciano M, Hofer E, Bourgey M, Dueker ND, Delgado P, Hilal S, Tankard RM, Dubost F, Shin J, Saba Y, Chen C, Rundek T, Teumer A, Tsuchida A, Schmidt H, Sachdev PS, Wen W, Joutel A, Satizabal CL, Sacco R, Bourque G, Lathrop M, Paus T, Fernandez‐Cadenas I, Mazoyer B, Okada Y, Grabe HJ, Mather KA, Schmidt R, Ikram MA, Tzourio C, Wardlaw JM, Seshadri S, Adams HH, Debette S. Genomics of perivascular space burden unravels early mechanisms of cerebral small vessel disease. Alzheimers Dement 2022. [DOI: 10.1002/alz.064953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Marie‐Gabrielle Duperron
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | - Maria J. Knol
- Erasmus MC ‐ University Medical Center Rotterdam Rotterdam Netherlands
| | - Quentin Le Grand
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | - Tavia E Evans
- Erasmus MC University Medical Center Rotterdam Netherlands
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | | | - Takahiro Konuma
- Department of Statistical Genetics, Osaka University Graduate School of Medicine Osaka Japan
- Central Pharmaceutical Research Institute Takatsuki Japan
| | | | | | | | | | - Edith Hofer
- Institut für Medizinische Informatik, Statistik und Dokumentation Graz Austria
| | | | | | - Pilar Delgado
- Institut de Recerca Vall d'hebron. Universitat Autònoma de Barcelona Barcelone Spain
| | - Saima Hilal
- National University of Singapore Singapore Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System Singapore Singapore
- Memory Aging and Cognition Center, National University Health System Singapore Singapore
| | - Rick M. Tankard
- Mathematics and Statistics, Murdoch University Australia Australia
| | - Florian Dubost
- Erasmus MC University Medical Center Rotterdam Netherlands
| | - Jean Shin
- University of Toronto Toronto ON Canada
| | - Yasaman Saba
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | - Christopher Chen
- Memory Aging and Cognition Center, National University Health System Singapore Singapore
- National University of Singapore Kent Ridge Singapore
| | - Tatjana Rundek
- University of Miami Miller School of Medicine Miami Beach FL USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald Greifswald Germany
| | - Ami Tsuchida
- Univ. Bordeaux, CEA, CNRS, IMN, UMR 5293 Bordeaux France
| | | | - Perminder S. Sachdev
- Centre for Healthy Brain Ageing (CHeBA), UNSW Sydney Sydney NSW Australia
- Neuropsychiatric Institute, Prince of Wales Hospital Sydney NSW Australia
| | - Wei Wen
- Centre for Healthy Brain Ageing, UNSW Sydney Randwick Australia
- Neuropsychiatric Institute, Prince of Wales Hospital Randwick Australia
| | - Anne Joutel
- Institut de Psychiatrie et Neurosciences de Paris, Université de Paris, Inserm U1266 Paris France
| | - Claudia L Satizabal
- Boston University School of Medicine Boston MA USA
- Framingham Heart Study, NHLBI Framingham MA USA
- University of Texas Health Sciences Center San Antonio TX USA
| | - Ralph Sacco
- Department of Neurology, University of Miami Miller School of Medicine Miami FL USA
- Evelyn F. McKnight Brain Institute Miami FL USA
| | | | - Mark Lathrop
- McGill University and Génome Québec Innovation Centre Montréal QC Canada
| | - Tomas Paus
- University of Montreal Montreal QC Canada
- Univerity of Toronto Toronto ON Canada
| | - Israel Fernandez‐Cadenas
- Stroke Pharmacogenomics and Genetics group, Biomedical Research Institute Sant Pau Barcelona Spain
- Stroke Pharmacogenomics and Genetics group, Fundació per la Docència i la Recerca MutuaTerrassa Terrassa Spain
| | - Bernard Mazoyer
- Univ. Bordeaux, CNRS, CEA, Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives Bordeaux France
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine Suita Japan
| | - Hans J. Grabe
- University Medicine Greifswald Greifswald Germany
- German Center for Neurodegenerative Disease (DZNE) Rostock/ Greifswald Greifswald Germany
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), University of New South Wales (UNSW) Sydney Sydney NSW Australia
- Neuroscience Research Australia Sydney Australia
| | | | - M. Arfan Ikram
- Department of Epidemiology, Erasmus MC Rotterdam Netherlands
| | - Christophe Tzourio
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
| | | | - Sudha Seshadri
- Boston University School of Medicine Boston MA USA
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases and Department of Population Health Sciences San Antonio TX USA
- The Framingham Heart Study Framingham MA USA
| | - Hieab H.H. Adams
- Department of Radiology and Nuclear Medicine, Erasmus University Medical Center Rotterdam Netherlands
| | - Stéphanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219 Bordeaux France
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Mishra A, Malik R, Hachiya T, Jürgenson T, Namba S, Posner DC, Kamanu FK, Koido M, Le Grand Q, Shi M, He Y, Georgakis MK, Caro I, Krebs K, Liaw YC, Vaura FC, Lin K, Winsvold BS, Srinivasasainagendra V, Parodi L, Bae HJ, Chauhan G, Chong MR, Tomppo L, Akinyemi R, Roshchupkin GV, Habib N, Jee YH, Thomassen JQ, Abedi V, Cárcel-Márquez J, Nygaard M, Leonard HL, Yang C, Yonova-Doing E, Knol MJ, Lewis AJ, Judy RL, Ago T, Amouyel P, Armstrong ND, Bakker MK, Bartz TM, Bennett DA, Bis JC, Bordes C, Børte S, Cain A, Ridker PM, Cho K, Chen Z, Cruchaga C, Cole JW, de Jager PL, de Cid R, Endres M, Ferreira LE, Geerlings MI, Gasca NC, Gudnason V, Hata J, He J, Heath AK, Ho YL, Havulinna AS, Hopewell JC, Hyacinth HI, Inouye M, Jacob MA, Jeon CE, Jern C, Kamouchi M, Keene KL, Kitazono T, Kittner SJ, Konuma T, Kumar A, Lacaze P, Launer LJ, Lee KJ, Lepik K, Li J, Li L, Manichaikul A, Markus HS, Marston NA, Meitinger T, Mitchell BD, Montellano FA, Morisaki T, Mosley TH, Nalls MA, Nordestgaard BG, O'Donnell MJ, Okada Y, Onland-Moret NC, Ovbiagele B, Peters A, Psaty BM, Rich SS, Rosand J, Sabatine MS, Sacco RL, Saleheen D, Sandset EC, Salomaa V, Sargurupremraj M, Sasaki M, Satizabal CL, Schmidt CO, Shimizu A, Smith NL, Sloane KL, Sutoh Y, Sun YV, Tanno K, Tiedt S, Tatlisumak T, Torres-Aguila NP, Tiwari HK, Trégouët DA, Trompet S, Tuladhar AM, Tybjærg-Hansen A, van Vugt M, Vibo R, Verma SS, Wiggins KL, Wennberg P, Woo D, Wilson PWF, Xu H, Yang Q, Yoon K, Millwood IY, Gieger C, Ninomiya T, Grabe HJ, Jukema JW, Rissanen IL, Strbian D, Kim YJ, Chen PH, Mayerhofer E, Howson JMM, Irvin MR, Adams H, Wassertheil-Smoller S, Christensen K, Ikram MA, Rundek T, Worrall BB, Lathrop GM, Riaz M, Simonsick EM, Kõrv J, França PHC, Zand R, Prasad K, Frikke-Schmidt R, de Leeuw FE, Liman T, Haeusler KG, Ruigrok YM, Heuschmann PU, Longstreth WT, Jung KJ, Bastarache L, Paré G, Damrauer SM, Chasman DI, Rotter JI, Anderson CD, Zwart JA, Niiranen TJ, Fornage M, Liaw YP, Seshadri S, Fernández-Cadenas I, Walters RG, Ruff CT, Owolabi MO, Huffman JE, Milani L, Kamatani Y, Dichgans M, Debette S. Stroke genetics informs drug discovery and risk prediction across ancestries. Nature 2022; 611:115-123. [PMID: 36180795 PMCID: PMC9524349 DOI: 10.1038/s41586-022-05165-3] [Citation(s) in RCA: 108] [Impact Index Per Article: 54.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 07/29/2022] [Indexed: 01/29/2023]
Abstract
Previous genome-wide association studies (GWASs) of stroke - the second leading cause of death worldwide - were conducted predominantly in populations of European ancestry1,2. Here, in cross-ancestry GWAS meta-analyses of 110,182 patients who have had a stroke (five ancestries, 33% non-European) and 1,503,898 control individuals, we identify association signals for stroke and its subtypes at 89 (61 new) independent loci: 60 in primary inverse-variance-weighted analyses and 29 in secondary meta-regression and multitrait analyses. On the basis of internal cross-ancestry validation and an independent follow-up in 89,084 additional cases of stroke (30% non-European) and 1,013,843 control individuals, 87% of the primary stroke risk loci and 60% of the secondary stroke risk loci were replicated (P < 0.05). Effect sizes were highly correlated across ancestries. Cross-ancestry fine-mapping, in silico mutagenesis analysis3, and transcriptome-wide and proteome-wide association analyses revealed putative causal genes (such as SH3PXD2A and FURIN) and variants (such as at GRK5 and NOS3). Using a three-pronged approach4, we provide genetic evidence for putative drug effects, highlighting F11, KLKB1, PROC, GP1BA, LAMC2 and VCAM1 as possible targets, with drugs already under investigation for stroke for F11 and PROC. A polygenic score integrating cross-ancestry and ancestry-specific stroke GWASs with vascular-risk factor GWASs (integrative polygenic scores) strongly predicted ischaemic stroke in populations of European, East Asian and African ancestry5. Stroke genetic risk scores were predictive of ischaemic stroke independent of clinical risk factors in 52,600 clinical-trial participants with cardiometabolic disease. Our results provide insights to inform biology, reveal potential drug targets and derive genetic risk prediction tools across ancestries.
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Affiliation(s)
- Aniket Mishra
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Tsuyoshi Hachiya
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Tuuli Jürgenson
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Mathematics and Statistics, University of Tartu, Tartu, Estonia
| | - Shinichi Namba
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Daniel C Posner
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Frederick K Kamanu
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Masaru Koido
- Division of Molecular Pathology, Institute of Medical Sciences, The University of Tokyo, Tokyo, Japan
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Quentin Le Grand
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Mingyang Shi
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Yunye He
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Marios K Georgakis
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ilana Caro
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Kristi Krebs
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Yi-Ching Liaw
- Laboratory of Clinical Genome Sequencing, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
| | - Felix C Vaura
- Department of Internal Medicine, University of Turku, Turku, Finland
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Turku, Finland
| | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Bendik Slagsvold Winsvold
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Vinodh Srinivasasainagendra
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Livia Parodi
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Hee-Joon Bae
- Department of Neurology and Cerebrovascular Disease Center, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | | | - Michael R Chong
- Thrombosis and Atherosclerosis Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Liisa Tomppo
- Department of Neurology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Rufus Akinyemi
- Center for Genomic and Precision Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria
- Neuroscience and Ageing Research Unit Institute for Advanced Medical Research and Training, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Naomi Habib
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Yon Ho Jee
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Jesper Qvist Thomassen
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
| | - Vida Abedi
- Department of Molecular and Functional Genomics, Weis Center for Research, Geisinger Health System, Danville, VA, USA
- Department of Public Health Sciences, College of Medicine, The Pennsylvania State University, State College, PA, USA
| | - Jara Cárcel-Márquez
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
- Departament de Medicina, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marianne Nygaard
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
| | - Hampton L Leonard
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
| | - Chaojie Yang
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
- Department of Biochemistry and Molecular Genetics, University of Virginia, Charlottesville, VA, USA
| | - Ekaterina Yonova-Doing
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Genetics, Novo Nordisk Research Centre Oxford, Oxford, UK
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Adam J Lewis
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Renae L Judy
- Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Tetsuro Ago
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Philippe Amouyel
- University of Lille, INSERM U1167, RID-AGE, LabEx DISTALZ, Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- CHU Lille, Public Health Department, Lille, France
- Institut Pasteur de Lille, Lille, France
| | - Nicole D Armstrong
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Mark K Bakker
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands
| | - Traci M Bartz
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Constance Bordes
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Sigrid Børte
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Research and Communication Unit for Musculoskeletal Health (FORMI), Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
| | - Anael Cain
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Kelly Cho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
- NeuroGenomics and Informatics Center, Washington University School of Medicine, Saint Louis, MO, USA
| | - John W Cole
- VA Maryland Health Care System, Baltimore, MD, USA
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Phil L de Jager
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Rafael de Cid
- GenomesForLife-GCAT Lab Group, Germans Trias i Pujol Research Institute (IGTP), Badalona, Spain
| | - Matthias Endres
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), partner site Berlin, Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Berlin, Berlin, Germany
| | - Leslie E Ferreira
- Post-Graduation Program on Health and Environment, Department of Medicine and Joinville Stroke Biobank, University of the Region of Joinville, Santa Catarina, Brazil
| | - Mirjam I Geerlings
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Natalie C Gasca
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Jun Hata
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Jing He
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Alicia K Heath
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Yuk-Lam Ho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Aki S Havulinna
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, FIMM-HiLIFE, Helsinki, Finland
| | - Jemma C Hopewell
- Clinical Trial Service and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Hyacinth I Hyacinth
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Michael Inouye
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Cambridge Baker Systems Genomics Initiative, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge, UK
| | - Mina A Jacob
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Christina E Jeon
- Los Angeles County Department of Public Health, Los Angeles, CA, USA
| | - Christina Jern
- Institute of Biomedicine, Department of Laboratory Medicine, the Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Clinical Genetics and Genomics, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Masahiro Kamouchi
- Department of Health Care Administration and Management, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Keith L Keene
- Department of Biology, Brody School of Medicine Center for Health Disparities, East Carolina University, Greenville, NC, USA
| | - Takanari Kitazono
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Steven J Kittner
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
- Department of Neurology and Geriatric Research and Education Clinical Center, VA Maryland Health Care System, Baltimore, MD, USA
| | - Takahiro Konuma
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Amit Kumar
- Rajendra Institute of Medical Sciences, Ranchi, India
| | - Paul Lacaze
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, NIH, Baltimore, MD, USA
| | - Keon-Joo Lee
- Department of Neurology, Korea University Guro Hospital, Seoul, Republic of Korea
| | - Kaido Lepik
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- University Center for Primary Care and Public Health, Lausanne, Switzerland
| | - Jiang Li
- Department of Molecular and Functional Genomics, Weis Center for Research, Geisinger Health System, Danville, VA, USA
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing, China
| | - Ani Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Hugh S Markus
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Nicholas A Marston
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Thomas Meitinger
- Institute of Human Genetics, Technical University of Munich, Munich, Germany
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Braxton D Mitchell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, MD, USA
| | - Felipe A Montellano
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Department of Neurology, University Hospital Würzburg, Würzburg, Germany
| | - Takayuki Morisaki
- Division of Molecular Pathology, Institute of Medical Sciences, The University of Tokyo, Tokyo, Japan
| | - Thomas H Mosley
- The MIND Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Mike A Nalls
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
| | - Børge G Nordestgaard
- Department of Clinical Biochemistry, Copenhagen University Hospital-Herlev and Gentofte, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Martin J O'Donnell
- College of Medicine Nursing and Health Science, NUI Galway, Galway, Ireland
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Center for Infectious Disease Education and Research (CiDER), Osaka University, Suita, Japan
| | - N Charlotte Onland-Moret
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Bruce Ovbiagele
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München,, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Ludwig Maximilian University Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Munich, Munich, Germany
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Jonathan Rosand
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
| | - Marc S Sabatine
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ralph L Sacco
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Gainesville, FL, USA
| | - Danish Saleheen
- Division of Cardiology, Department of Medicine, Columbia University, New York, NY, USA
| | - Else Charlotte Sandset
- Stroke Unit, Department of Neurology, Oslo University Hospital, Oslo, Norway
- Research and Development, The Norwegian Air Ambulance Foundation, Oslo, Norway
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Makoto Sasaki
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Carsten O Schmidt
- University Medicine Greifswald, Institute for Community Medicine, SHIP/KEF, Greifswald, Germany
| | - Atsushi Shimizu
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
- Department of Veterans Affairs Office of Research and Development, Seattle Epidemiologic Research and Information Center, Seattle, WA, USA
| | - Kelly L Sloane
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
| | - Yoichi Sutoh
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Yan V Sun
- Atlanta VA Health Care System, Decatur, GA, USA
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Kozo Tanno
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan
| | - Steffen Tiedt
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Turgut Tatlisumak
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Unviersity Hospital, Gothenburg, Sweden
| | - Nuria P Torres-Aguila
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
| | - Hemant K Tiwari
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - David-Alexandre Trégouët
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France
| | - Stella Trompet
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Anil Man Tuladhar
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Anne Tybjærg-Hansen
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Marion van Vugt
- Division Heart & Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Riina Vibo
- Department of Neurology and Neurosurgery, University of Tartu, Tartu, Estonia
| | - Shefali S Verma
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kerri L Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Patrik Wennberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Daniel Woo
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Peter W F Wilson
- Atlanta VA Health Care System, Decatur, GA, USA
- Department of Medicine, Division of Cardiovascular Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Huichun Xu
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Qiong Yang
- Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kyungheon Yoon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju, Republic of Korea
| | - Iona Y Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Christian Gieger
- Research Unit Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Toshiharu Ninomiya
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), site Rostock/Greifswald, Rostock, Germany
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
- Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, The Netherlands
| | - Ina L Rissanen
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Daniel Strbian
- Department of Neurology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Young Jin Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju, Republic of Korea
| | - Pei-Hsin Chen
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
| | - Ernst Mayerhofer
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Joanna M M Howson
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Genetics, Novo Nordisk Research Centre Oxford, Oxford, UK
| | - Marguerite R Irvin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Hieab Adams
- Department of Clinical Genetics, Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
- Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile
| | - Sylvia Wassertheil-Smoller
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, New York, NY, USA
| | - Kaare Christensen
- The Danish Twin Registry, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark
| | - Mohammad A Ikram
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Tatjana Rundek
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
- Evelyn F. McKnight Brain Institute, Gainesville, FL, USA
| | - Bradford B Worrall
- Department of Neurology, University of Virginia, Charlottesville, VA, USA
- Department of Public Health Science, University of Virginia, Charlottesville, VA, USA
| | | | - Moeen Riaz
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Eleanor M Simonsick
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, Baltimore, MD, USA
| | - Janika Kõrv
- Department of Neurology and Neurosurgery, University of Tartu, Tartu, Estonia
| | - Paulo H C França
- Post-Graduation Program on Health and Environment, Department of Medicine and Joinville Stroke Biobank, University of the Region of Joinville, Santa Catarina, Brazil
| | - Ramin Zand
- Geisinger Neuroscience Institute, Geisinger Health System, Danville, PA, USA
- Department of Neurology, College of Medicine, The Pennsylvania State University, State College, PA, USA
| | | | - Ruth Frikke-Schmidt
- Department of Clinical Biochemistry, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Frank-Erik de Leeuw
- Department of Neurology, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Thomas Liman
- Center for Stroke Research Berlin, Berlin, Germany
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Klinik für Neurologie, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
| | | | - Ynte M Ruigrok
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands
| | - Peter Ulrich Heuschmann
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Comprehensive Heart Failure Center, University Hospital Würzburg, Würzburg, Germany
- Clinical Trial Center, University Hospital Würzburg, Würzburg, Germany
| | - W T Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
| | - Keum Ji Jung
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Institute for Health Promotion, Graduate School of Public Health, Yonsei University, Seoul, Republic of Korea
| | - Lisa Bastarache
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Guillaume Paré
- Thrombosis and Atherosclerosis Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, David Braley Cardiac, Vascular and Stroke Research Institute, Hamilton, Ontario, Canada
| | - Scott M Damrauer
- Department of Surgery and Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA
- Corporal Michael Crescenz VA Medical Center, Philadelphia, PA, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Christopher D Anderson
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, MA, USA
- McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - John-Anker Zwart
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Teemu J Niiranen
- Department of Internal Medicine, University of Turku, Turku, Finland
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Turku, Finland
- Division of Medicine, Turku University Hospital, Turku, Finland
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Yung-Po Liaw
- Department of Public Health and Institute of Public Health, Chung Shan Medical University, Taichung, Taiwan
- Department of Medical Imaging, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Israel Fernández-Cadenas
- Stroke Pharmacogenomics and Genetics Laboratory, Biomedical Research Institute Sant Pau (IIB Sant Pau), Barcelona, Spain
| | - Robin G Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Christian T Ruff
- TIMI Study Group, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Mayowa O Owolabi
- Center for Genomic and Precision Medicine, College of Medicine, University of Ibadan, Ibadan, Nigeria
- Department of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Jennifer E Huffman
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Yoichiro Kamatani
- Laboratory of Complex Trait Genomics, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany.
- Munich Cluster for Systems Neurology, Munich, Germany.
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany.
| | - Stephanie Debette
- Bordeaux Population Health Research Center, University of Bordeaux, Inserm, UMR 1219, Bordeaux, France.
- Department of Neurology, Institute for Neurodegenerative Diseases, CHU de Bordeaux, Bordeaux, France.
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