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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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Gudmundsdottir V, Frick E, Emilsson V, Jonmundsson T, Steindorsdottir A, Johnson ECB, Puerta R, Dammer E, Shantaraman A, Cano A, Boada M, Valero S, Garcia-Gonzalez P, Gudmundsson E, Gudjonsson A, Pitts R, Qiu X, Finkel N, Loureiro J, Orth A, Seyfried N, Levey A, Ruiz A, Aspelund T, Jennings L, Launer L, Gudnason V. Serum proteomics reveals APOE dependent and independent protein signatures in Alzheimer's disease. Res Sq 2024:rs.3.rs-3706206. [PMID: 38260284 PMCID: PMC10802738 DOI: 10.21203/rs.3.rs-3706206/v1] [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
The current demand for early intervention, prevention, and treatment of late onset Alzheimer's disease (LOAD) warrants deeper understanding of the underlying molecular processes which could contribute to biomarker and drug target discovery. Utilizing high-throughput proteomic measurements in serum from a prospective population-based cohort of older adults (n = 5,294), we identified 303 unique proteins associated with incident LOAD (median follow-up 12.8 years). Over 40% of these proteins were associated with LOAD independently of APOE-ε4 carrier status. These proteins were implicated in neuronal processes and overlapped with protein signatures of LOAD in brain and cerebrospinal fluid. We found 17 proteins which LOAD-association was strongly dependent on APOE-ε4 carrier status. Most of them showed consistent associations with LOAD in cerebrospinal fluid and a third had brain-specific gene expression. Remarkably, four proteins in this group (TBCA, ARL2, S100A13 and IRF6) were downregulated by APOE-ε4 yet upregulated as a consequence of LOAD as determined in a bi-directional Mendelian randomization analysis, reflecting a potential response to the disease onset. Accordingly, the direct association of these proteins to LOAD was reversed upon APOE-ε4 genotype adjustment, a finding which we replicate in an external cohort (n = 719). Our findings provide an insight into the dysregulated pathways that may lead to the development and early detection of LOAD, including those both independent and dependent on APOE-ε4. Importantly, many of the LOAD-associated proteins we find in the circulation have been found to be expressed - and have a direct link with AD - in brain tissue. Thus, the proteins identified here, and their upstream modulating pathways, provide a new source of circulating biomarker and therapeutic target candidates for LOAD.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Merce Boada
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-UIC, Barcelona
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Lenore Launer
- National Institute on Aging, National Institutes of Health
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3
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Jonmundsson T, Steindorsdottir AE, Austin TR, Frick EA, Axelsson GT, Launer L, Psaty BM, Loureiro J, Orth AP, Aspelund T, Emilsson V, Floyd JS, Jennings L, Gudnason V, Gudmundsdottir V. A proteomic analysis of atrial fibrillation in a prospective longitudinal cohort (AGES-Reykjavik study). Europace 2023; 25:euad320. [PMID: 37967346 PMCID: PMC10685397 DOI: 10.1093/europace/euad320] [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: 08/09/2023] [Revised: 09/01/2023] [Accepted: 10/06/2023] [Indexed: 11/17/2023] Open
Abstract
AIMS Atrial fibrillation (AF) is associated with high risk of comorbidities and mortality. Our aim was to examine causal and predictive relationships between 4137 serum proteins and incident AF in the prospective population-based Age, Gene/Environment Susceptibility-Reykjavik (AGES-Reykjavik) study. METHODS AND RESULTS The study included 4765 participants, of whom 1172 developed AF. Cox proportional hazards regression models were fitted for 4137 baseline protein measurements adjusting for known risk factors. Protein associations were tested for replication in the Cardiovascular Health Study (CHS). Causal relationships were examined in a bidirectional, two-sample Mendelian randomization analysis. The time-dependent area under the receiver operating characteristic curve (AUC)-statistic was examined as protein levels and an AF-polygenic risk score (PRS) were added to clinical risk models. The proteomic signature of incident AF consisted of 76 proteins, of which 63 (83%) were novel and 29 (38%) were replicated in CHS. The signature included both N-terminal prohormone of brain natriuretic peptide (NT-proBNP)-dependent (e.g. CHST15, ATP1B1, and SVEP1) and independent components (e.g. ASPN, AKR1B, and LAMA1/LAMB1/LAMC1). Nine causal candidates were identified (TAGLN, WARS, CHST15, CHMP3, COL15A1, DUSP13, MANBA, QSOX2, and SRL). The reverse causal analysis suggested that most AF-associated proteins were affected by the genetic liability to AF. N-terminal prohormone of brain natriuretic peptide improved the prediction of incident AF events close to baseline with further improvements gained by the AF-PRS at all time points. CONCLUSION The AF proteomic signature includes biologically relevant proteins, some of which may be causal. It mainly reflects an NT-proBNP-dependent consequence of the genetic liability to AF. N-terminal prohormone of brain natriuretic peptide is a promising marker for incident AF in the short term, but risk assessment incorporating a PRS may improve long-term risk assessment.
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Affiliation(s)
- Thorarinn Jonmundsson
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | | | - Thomas R Austin
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Elisabet A Frick
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Gisli T Axelsson
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD, USA
| | - 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
| | | | | | - Thor Aspelund
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Valur Emilsson
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - James S Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | | | - Vilmundur Gudnason
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Valborg Gudmundsdottir
- Icelandic Heart Association, Holtasmari 1, Kopavogur 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
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Skuladottir SS, Hjaltadottir I, Launer L, Cotch MF, Siggeirsdottir K, Gudnason V, Sigurdsson G, Steingrimsdottir L, Halldorsson T, Ramel A. Milk intake and hip fracture incidence in community-dwelling old Icelandic adults. Osteoporos Int 2023; 34:1951-1959. [PMID: 37558894 DOI: 10.1007/s00198-023-06883-8] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 08/02/2023] [Indexed: 08/11/2023]
Abstract
Milk and milk products have been known as important for bone health. Can ingestion of milk and milk products lower hip fracture risk for older adults? In this study, older Icelandic adults who were ingesting higher milk had a lower risk of hip fractures. INTRODUCTION This study describes associations between milk intake and hip fracture risk in older Icelanders. The data indicate that no/low milk consumption is related to greater hip fracture risk. Hip fracture can have a severe effect on the life of older adults. Health authorities recommend milk intake for better bone health. However, previous studies addressing this association have been divergent. METHODS This prospective study included 4614 subjects (mean age 76 years) recruited between 2002 and 2006 into the Age, Gene/Environment Susceptibility-Reykjavik (AGES-Reykjavik) study. Information on hip fractures occurring between recruitment and end of follow-up in 2012 was extracted from hospital records. RESULTS A total of 14% of participants reported milk intake < 0.5 times/day (the lowest category) and 22% of the participants consumed at least milk two times/day (highest category). Milk consumption was positively related to the volumetric bone mineral density at baseline with a sex- and age-adjusted difference of 8.95 ± 2.5 mg/cm3 between the highest compared to lowest milk intake categories (P < 0.001). During the follow-up, 7.4% of participants had a hip fracture, and we observed a decreased risk of incident hip fractures in the highest compared to the lowest milk intake category with a hazard ratio of 0.69 (95% CI: 0.47-0.99) in adjusted model. Further analysis indicated a linear relationship between milk intake and fracture risk (P-value for linear trend < 0.001). CONCLUSION Milk intake is associated with a lower risk of incident hip fracture in a linear way in Icelandic community-dwelling older adults.
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Affiliation(s)
- Sigrun S Skuladottir
- The Icelandic Gerontological Research Institute, Reykjavik, Iceland.
- Faculty of Food Science and Nutrition, University of Iceland, Reykjavik, Iceland.
- Faculty of Nursing, University of Iceland, Eiríksgata, 101, Reykjavik, Iceland.
| | | | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute On Aging, Baltimore, MD, USA
| | - Mary-Frances Cotch
- Division of Epidemiology and Clinical Applications, National Eye Institute, National Institutes of Health, Bethesda, MD, USA
| | | | | | | | | | | | - Alfons Ramel
- Faculty of Food Science and Nutrition, University of Iceland, Reykjavik, Iceland
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van de Vegte YJ, Eppinga RN, van der Ende MY, Hagemeijer YP, Mahendran Y, Salfati E, Smith AV, Tan VY, Arking DE, Ntalla I, Appel EV, Schurmann C, Brody JA, Rueedi R, Polasek O, Sveinbjornsson G, Lecoeur C, Ladenvall C, Zhao JH, Isaacs A, Wang L, Luan J, Hwang SJ, Mononen N, Auro K, Jackson AU, Bielak LF, Zeng L, Shah N, Nethander M, Campbell A, Rankinen T, Pechlivanis S, Qi L, Zhao W, Rizzi F, Tanaka T, Robino A, Cocca M, Lange L, Müller-Nurasyid M, Roselli C, Zhang W, Kleber ME, Guo X, Lin HJ, Pavani F, Galesloot TE, Noordam R, Milaneschi Y, Schraut KE, den Hoed M, Degenhardt F, Trompet S, van den Berg ME, Pistis G, Tham YC, Weiss S, Sim XS, Li HL, van der Most PJ, Nolte IM, Lyytikäinen LP, Said MA, Witte DR, Iribarren C, Launer L, Ring SM, de Vries PS, Sever P, Linneberg A, Bottinger EP, Padmanabhan S, Psaty BM, Sotoodehnia N, Kolcic I, Arnar DO, Gudbjartsson DF, Holm H, Balkau B, Silva CT, Newton-Cheh CH, Nikus K, Salo P, Mohlke KL, Peyser PA, Schunkert H, Lorentzon M, Lahti J, Rao DC, Cornelis MC, Faul JD, Smith JA, Stolarz-Skrzypek K, Bandinelli S, Concas MP, Sinagra G, Meitinger T, Waldenberger M, Sinner MF, Strauch K, Delgado GE, Taylor KD, Yao J, Foco L, Melander O, de Graaf J, de Mutsert R, de Geus EJC, Johansson Å, Joshi PK, Lind L, Franke A, Macfarlane PW, Tarasov KV, Tan N, Felix SB, Tai ES, Quek DQ, Snieder H, Ormel J, Ingelsson M, Lindgren C, Morris AP, Raitakari OT, Hansen T, Assimes T, Gudnason V, Timpson NJ, Morrison AC, Munroe PB, Strachan DP, Grarup N, Loos RJF, Heckbert SR, Vollenweider P, Hayward C, Stefansson K, Froguel P, Groop L, Wareham NJ, van Duijn CM, Feitosa MF, O'Donnell CJ, Kähönen M, Perola M, Boehnke M, Kardia SLR, Erdmann J, Palmer CNA, Ohlsson C, Porteous DJ, Eriksson JG, Bouchard C, Moebus S, Kraft P, Weir DR, Cusi D, Ferrucci L, Ulivi S, Girotto G, Correa A, Kääb S, Peters A, Chambers JC, Kooner JS, März W, Rotter JI, Hicks AA, Smith JG, Kiemeney LALM, Mook-Kanamori DO, Penninx BWJH, Gyllensten U, Wilson JF, Burgess S, Sundström J, Lieb W, Jukema JW, Eijgelsheim M, Lakatta ELM, Cheng CY, Dörr M, Wong TY, Sabanayagam C, Oldehinkel AJ, Riese H, Lehtimäki T, Verweij N, van der Harst P. Genetic insights into resting heart rate and its role in cardiovascular disease. Nat Commun 2023; 14:4646. [PMID: 37532724 PMCID: PMC10397318 DOI: 10.1038/s41467-023-39521-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Accepted: 06/16/2023] [Indexed: 08/04/2023] Open
Abstract
Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its clinical consequences. A genome-wide meta-analysis of 100 studies in up to 835,465 individuals reveals 493 independent genetic variants in 352 loci, including 68 genetic variants outside previously identified resting heart rate associated loci. We prioritize 670 genes and in silico annotations point to their enrichment in cardiomyocytes and provide insights in their ECG signature. Two-sample Mendelian randomization analyses indicate that higher genetically predicted resting heart rate increases risk of dilated cardiomyopathy, but decreases risk of developing atrial fibrillation, ischemic stroke, and cardio-embolic stroke. We do not find evidence for a linear or non-linear genetic association between resting heart rate and all-cause mortality in contrast to our previous Mendelian randomization study. Systematic alteration of key differences between the current and previous Mendelian randomization study indicates that the most likely cause of the discrepancy between these studies arises from false positive findings in previous one-sample MR analyses caused by weak-instrument bias at lower P-value thresholds. The results extend our understanding of resting heart rate biology and give additional insights in its role in cardiovascular disease development.
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Affiliation(s)
- Yordi J van de Vegte
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands
| | - Ruben N Eppinga
- Department of Cardiology, Isala Zwolle ziekenhuis, Zwolle, 8025 AB, the Netherlands
| | - M Yldau van der Ende
- Department of Cardiology, University medical Center Utrecht, Utrecht, 3584 Cx, the Netherlands
| | - Yanick P Hagemeijer
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands
- Analytical Biochemistry, University of Groningen, Groningen, 9713 AV, the Netherlands
| | - Yuvaraj Mahendran
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine Science, University of Copenhagen, Copenhagen Ø, 2100, Denmark
| | - Elias Salfati
- Department of Medicine, Stanford University School of Medicine, Stanford, 94305, USA
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Albert V Smith
- Department of Biostatistics, University of Michigan, Ann Arbor, MI48109, USA
| | - Vanessa Y Tan
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, BS82BN, UK
- MRC Integrative Epidemiology, University of Bristol, Bristol, BS82BN, UK
| | - Dan E Arking
- McKusick-Nathans Institute, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, 21215, USA
| | - Ioanna Ntalla
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Emil V Appel
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine Science, University of Copenhagen, Copenhagen Ø, 2100, Denmark
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, 10029, USA
| | | | - Rico Rueedi
- Department of Computational Biology, University of Lausanne, Lausanne, 1015, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | - Ozren Polasek
- Department of Public Health, University of Split School of Medicine, Split, 21000, Croatia
- Algebra LAB, Algebra University College, Zagreb, 10000, Croatia
| | | | - Cecile Lecoeur
- UMR 8199, University of Lille Nord de France, Lille, 59000, France
| | - Claes Ladenvall
- Clinial Genomics Uppsala, Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, Uppsala, 75185, Sweden
- Lund University Diabetes Center, Department of Clinical Sciences, Lund University, Malmö, 20502, Sweden
| | - Jing Hua Zhao
- BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, Victor Phillip Dahdaleh Heart & Lung Research Institute, University of Cambridge, Cambridge, CB2 0BB, UK
| | - Aaron Isaacs
- CARIM School for Cardiovascular Diseases, Maastricht Centre for Systems Biology (MaCSBio), Department of Physiology, Maastricht University, Maastricht, 6229ER, Netherlands
| | - Lihua Wang
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO, 63108-2212, Campus Box 8506, USA
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Shih-Jen Hwang
- Division of Intramural Research, National Heart Lung and Blood Institute, NIH, USA, Framingham, 1702, USA
| | - Nina Mononen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, FI-33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, FI-33014, Finland
| | - Kirsi Auro
- Department of Health, unit of genetics and biomarkers, , National Institute for Health and Welfare, Finland, Helsinki, FI-00290, Finland
- Department of molecular medicine, University of Helsinki, Helsinki, FI-00290, Finland
| | - Anne U Jackson
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Lawrence F Bielak
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Linyao Zeng
- Department of Cardiology, Deutsches Herzzentrum München, Technische Universität München, Munich, 80636, Germany
| | - Nabi Shah
- Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD1 9SY, UK
- Pharmacogenetics Research Lab, Department of Pharmacy, COMSATS University Islamabad, Abbottabad, 22060, Pakistan
| | - Maria Nethander
- Sahlgrenska Osteoporosis Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, 41345, Sweden
- Bioinformatics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, 40530, Sweden
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics & Cancer, University of Edinburgh, Edinburgh, EH4 2XU, UK
- Usher Institute for Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, EH16 4UX, UK
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, LA, 70808, USA
| | - Sonali Pechlivanis
- Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, 45122, Germany
| | - Lu Qi
- Department of Epidemiology, Tulane University, New Orleans, LA, 70112, USA
| | - Wei Zhao
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, 48109, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Federica Rizzi
- Unit of Biomedicine, Bio4Dreams-Business Nursery for Life Sciences, Milano, 20121, Italy
| | - Toshiko Tanaka
- Longitudinal Study Section, National Institute on Aging, Baltimore, 21224, USA
| | - Antonietta Robino
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", Trieste, 34137, Italy
| | - Massimiliano Cocca
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", Trieste, 34137, Italy
| | - Leslie Lange
- Medicine, University of Colorado Anschutz Medical Campus, Aurora, 80045, USA
| | - Martina Müller-Nurasyid
- IBE, Ludwig-Maximilians-University Munich, LMU Munich, Munich, 81377, Germany
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center, Johannes Gutenberg University, Mainz, 55101, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
| | - Carolina Roselli
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, 02142, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, London North West University Healthcare NHS Trust, Middlesex, UB1 3HW, UK
| | - Marcus E Kleber
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, 68167, Germany
- SYNLAB MVZ Humangenetik Mannheim, Mannheim, 68163, Germany
| | - Xiuqing Guo
- Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Henry J Lin
- Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Francesca Pavani
- Institute for Biomedicine, Eurac Research, Bolzano, 39100, Italy
| | | | - Raymond Noordam
- Department of Internal Medicine, section Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Public Health, Amsterdam UMC, Amsterdam UMC, Vrije Universiteit, Amsterdam, Amsterdam, 1081 HL, the Netherlands
| | - Katharina E Schraut
- Centre for Cardiovascular Science, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, EH16 4TJ, Scotland, UK
| | - Marcel den Hoed
- The Beijer laboratory and Department of Immunology, Genetics and Pathology, Uppsala University and Science for Life Laboratory, Uppsala, 75237, Sweden
| | - Frauke Degenhardt
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, 24105, Germany
| | - Stella Trompet
- Department of Internal Medicine, section Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, ZA, 2333, the Netherlands
| | - Marten E van den Berg
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015GD, the Netherlands
| | - Giorgio Pistis
- Institute of Genetics and Biomedic Research (IRGB), Italian National Research Council (CNR), Monserrato, (CA), 9042, Italy
- Center for Statistical Genetics, University of Michigan, Ann Arbor, 48109, USA
| | - Yih-Chung Tham
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
| | - Stefan Weiss
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
- DZHK (German Center for Cardiovascular Research), Partner Site Greifswald, Greifswald, 17475, Germany
| | - Xueling S Sim
- Saw Swee Hock School of Public Health, National University Health System and National University of Singapore, Singapore, 117549, Singapore
| | - Hengtong L Li
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, FI-33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, FI-33014, Finland
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB2 0SL, UK
| | - M Abdullah Said
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands
| | - Daniel R Witte
- Department of Public Health, Aarhus University, Aarhus C, 8000, Denmark
| | - Carlos Iribarren
- Division of Research, Kaiser Permenente of Northern California, Oakland, 94612, USA
- The Scripps Research Institute, La Jolla, 10550, USA
| | | | - Susan M Ring
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, BS82BN, UK
- MRC Integrative Epidemiology, University of Bristol, Bristol, BS82BN, UK
| | - Paul S de Vries
- Department of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, School of Public Health, Houston, 77030, USA
| | - Peter Sever
- National Heart and Lung Institute, Imperial College London, London, W12 0NN, UK
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Copenhagen, 2400, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, 10029, USA
- Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, 10029, USA
| | - Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA, UK
| | - Bruce M Psaty
- Departments of Medicine, Epidemiology and Health Systems and Population Health, University of Washington, Seattle, 98195, USA
| | - Nona Sotoodehnia
- Medicine and Epidemiology, University of Washington, Seattle, 98195, USA
| | - Ivana Kolcic
- Department of Public Health, University of Split School of Medicine, Split, 21000, Croatia
- Algebra LAB, Algebra University College, Zagreb, 10000, Croatia
| | - David O Arnar
- deCODE genetics / Amgen Inc., Reykjavik, 102, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
- Department of Medicine, Landspitali-The National University Hospital of Iceland, Reykjavik, 101, Iceland
| | - Daniel F Gudbjartsson
- deCODE genetics / Amgen Inc., Reykjavik, 102, Iceland
- School of Engineering and Natural Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Hilma Holm
- deCODE genetics / Amgen Inc., Reykjavik, 102, Iceland
| | - Beverley Balkau
- Centre for Research in Epidemiology and Population Health, Institut national de la santé et de la recherche médicale, Villejuif, 94800, France
- UMRS 1018, University Versailles Saint-Quentin-en-Yvelines, Versailles, 78035, France
- UMRS 1018, University Paris Sud, Villejuif, 94807, France
| | - Claudia T Silva
- Genetic Epidemiology Unit, Dept. of Epidemiology, Erasmus University Medical Center, Rotterdam, 3000CA, Netherlands
| | | | - Kjell Nikus
- Department of Cardiology, Heart Center, Tampere University Hospital, Tampere, FI-33521, Finland
- Department of Cardiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, FI-33014, Finland
| | - Perttu Salo
- Department of Health, unit of genetics and biomarkers, , National Institute for Health and Welfare, Finland, Helsinki, FI-00290, Finland
- Department of molecular medicine, University of Helsinki, Helsinki, FI-00290, Finland
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Patricia A Peyser
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Heribert Schunkert
- Department of Cardiology, Deutsches Herzzentrum München, Technische Universität München, Munich, 80636, Germany
- Deutsches Zentrum für Herz- und Kreislauferkrankungen (DZHK), Partner Site Munich Heart Alliance, Munich, 80636, Germany
| | - Mattias Lorentzon
- Sahlgrenska Osteoporosis Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, 41345, Sweden
- Region Västra Götaland, Geriatric Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Mölndal, 43180, Sweden
- Mary McKillop Institute for Health Research, Australian Catholic University, Melbourne, 3000, Australia
| | - Jari Lahti
- Department of Psychology and Logopedics, University of Helsinki, Helsinki, 00014, Finland
| | - Dabeeru C Rao
- Division of Biostatistics, Washington University, St. Louis, MO, 63110, USA
| | | | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Jennifer A Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, 48109, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Katarzyna Stolarz-Skrzypek
- Department of Cardiology, Interventional Electrocardiology and Hypertension, Jagiellonian University Medical College, Kraków, 31-008, Poland
| | - Stefania Bandinelli
- Geriatric Unit, Unità sanitaria locale Toscana Centro, Florence, 50142, Italy
| | - Maria Pina Concas
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", Trieste, 34137, Italy
| | - Gianfranco Sinagra
- Cardiovascular Department, "Ospedali Riuniti and University of Trieste", Trieste, 34149, Italy
| | - Thomas Meitinger
- Institute of Human Genetics, Klinikum rechts der Isar, Technische Universität München, München, 81675, Germany
- Institute of Human Genetics, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
| | - Melanie Waldenberger
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, 80802, Germany
| | - Moritz F Sinner
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, 80802, Germany
- Department of Cardiology, University Hospital, LMU Munich, Munich, 81377, Germany
| | - Konstantin Strauch
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center, Johannes Gutenberg University, Mainz, 55101, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- Chair of Genetic Epidemiology, IBE, Faculty of Medicine, LMU Munich, Munich, 81377, Germany
| | - Graciela E Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, 68167, Germany
| | - Kent D Taylor
- Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Jie Yao
- Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Luisa Foco
- Institute for Biomedicine, Eurac Research, Bolzano, 39100, Italy
| | - Olle Melander
- Department of Internal Medicine, Clinical Sciences, Lund University and Skåne University Hospital, Malmo, 221 85, Sweden
- Lund University Diabetes Center, Lund University, Malmö, 221 85, Sweden
| | | | - Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
| | - Eco J C de Geus
- Biological Psychology, EMGO+ Institute for Health and Care Research and Neuroscience Campus Amsterdam, VU University, Amsterdam, 1081 BT, the Netherlands
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, 75108, Sweden
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland, UK
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University Hospital, Uppsala, 75237, Sweden
| | - Andre Franke
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, 24105, Germany
| | - Peter W Macfarlane
- Institute of Health and Wellbeing, Faculty of Medicine, University of Glasgow, Glasgow, G12 0XH, UK
| | - Kirill V Tarasov
- Laboratory of Cardiovascular Sciences, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, MD, 21224, USA
| | - Nicholas Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
| | - Stephan B Felix
- DZHK (German Center for Cardiovascular Research), Partner Site Greifswald, Greifswald, 17475, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, 17475, Germany
| | - E-Shyong Tai
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119228, Singapore
| | - Debra Q Quek
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Johan Ormel
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences, Molecular Geriatrics, Uppsala University, Uppsala, 75237, Sweden
| | - Cecilia Lindgren
- Genetic and Genomic Epidemiology Unit, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Andrew P Morris
- Genetic and Genomic Epidemiology Unit, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Olli T Raitakari
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, FI-20521, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, FI-20521, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, FI-20521, Finland
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine Science, University of Copenhagen, Copenhagen Ø, 2100, Denmark
| | - Themistocles Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, 94305, USA
| | - Vilmundur Gudnason
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
- Icelandic Heart Association, Kopavogur, 201, Iceland
| | - Nicholas J Timpson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Population Health Sciences, Bristol Medical School,, University of Bristol, Bristol, BS8 2BN, UK
| | - Alanna C Morrison
- Department of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, School of Public Health, Houston, 77030, USA
| | - Patricia B Munroe
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Biomedical Research Centre, Barts and The London Faculty of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - David P Strachan
- Population Health Research Institute, St George's, University of London, London, SW17 0RE, UK
| | - Niels Grarup
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine Science, University of Copenhagen, Copenhagen Ø, 2100, Denmark
| | - Ruth J F Loos
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medicine Science, University of Copenhagen, Copenhagen Ø, 2100, Denmark
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, 10029, USA
- The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York, 10029, USA
| | - Susan R Heckbert
- Department of Epidemiology, University of Washington, Seattle, 98195, USA
| | - Peter Vollenweider
- Department of Medicine, Internal Medicine, Lausanne University hospital, Lausanne, 1015, Switzerland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU, Scotland, UK
| | - Kari Stefansson
- deCODE genetics / Amgen Inc., Reykjavik, 102, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Philippe Froguel
- Department of Metabolism, Imperial College London, London, W12 0HS, UK
- Inserm/CNRS UMR 1283/8199, Pasteur Institute of Lille, Lille University Hospital, EGID, Lille, 59000, France
- University of Lille, Lille, 59000, France
| | - Leif Groop
- Lund University Diabetes Center, Department of Clinical Sciences, Lund University, Malmö, 20502, Sweden
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, 00290, Finland
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Dept. of Epidemiology, Erasmus University Medical Center, Rotterdam, 3000CA, Netherlands
| | - Mary F Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO, 63108-2212, Campus Box 8506, USA
| | - Christopher J O'Donnell
- Cardiology Section, VA Boston Healthcare System, Harvard Medical School, Boston, MA, 02132, USA
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, FI-33521, Finland
- Department of Clinical Physiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, FI-33521, Finland
| | - Markus Perola
- Department of Health, unit of genetics and biomarkers, , National Institute for Health and Welfare, Finland, Helsinki, FI-00290, Finland
- Department of molecular medicine, University of Helsinki, Helsinki, FI-00290, Finland
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Sharon L R Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jeanette Erdmann
- Institute for Cardiogenetics, University of Lübeck, Lübeck, 23562, Germany
| | - Colin N A Palmer
- Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD1 9SY, UK
| | - Claes Ohlsson
- Sahlgrenska Osteoporosis Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, 41345, Sweden
- Department of Drug Treatment, Sahlgrenska University Hospital, Gothenburg, 41345, Sweden
| | - David J Porteous
- Centre for Genomic and Experimental Medicine, Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Johan G Eriksson
- Department of General practice and primary care, University of Helsinki, Helsinki, 00014, Finland
- Department of Obstetrics and Gynecology, National University of Singapore, Singapore, 119228, Singapore
- Public health Research Program, Folkhalsan Research Center, Helsinki, 000250, Finland
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, LA, 70808, USA
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, 45122, Germany
- Centre for Urban Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, 45122, Germany
| | - Peter Kraft
- Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02112, USA
| | - David R Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Daniele Cusi
- Unit of Biomedicine, Bio4Dreams-Business Nursery for Life Sciences, Milano, 20121, Italy
- Institute of Biomedical Technologies, National Research Council of Italy, Segrate, (MI), 20090, Italy
| | - Luigi Ferrucci
- Longitudinal Study Section, National Institute on Aging, Baltimore, 21224, USA
| | - Sheila Ulivi
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", Trieste, 34137, Italy
| | - Giorgia Girotto
- Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", Trieste, 34137, Italy
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, 34149, Italy
| | - Adolfo Correa
- Jackson Heart Study, University of Mississippi Medical Center, Jackson, 39216, USA
| | - Stefan Kääb
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, 80802, Germany
- Department of Cardiology, University Hospital, LMU Munich, Munich, 81377, Germany
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, 80802, Germany
- Chair of Epidemiology, Institute for Medical Information Processing, Biometry and Epidemiology, Ludwig-Maximilians-Universität München, Munich, 81377, Germany
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, London North West University Healthcare NHS Trust, Middlesex, UB1 3HW, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, London North West University Healthcare NHS Trust, Middlesex, UB1 3HW, UK
- National Heart and Lung Institute, Imperial College London, London, W12 0NN, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, W12 0HS, UK
| | - Winfried März
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, 68167, Germany
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, 68161, Germany
| | - Jerome I Rotter
- Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA, Torrance, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90502, USA
| | - Andrew A Hicks
- Institute for Biomedicine, Eurac Research, Bolzano, 39100, Italy
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, 221 85, Sweden
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, 221 84, Sweden
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, 413 45, Sweden
| | | | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam Public Health, Amsterdam UMC, Amsterdam UMC, Vrije Universiteit, Amsterdam, Amsterdam, 1081 HL, the Netherlands
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, 75108, Sweden
| | - James F Wilson
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU, Scotland, UK
| | - Stephen Burgess
- MRC Biostatistics Unit, University of Cambridge, Cambridge, CB2 0SR, UK
| | - Johan Sundström
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University Hospital, Uppsala, 75237, Sweden
| | - Wolfgang Lieb
- Institute of Epidemiology and Biobank PopGen, Kiel University, Kiel, 24105, Germany
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, ZA, 2333, the Netherlands
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, ZA, 2333, the Netherlands
- Netherlands Heart Institute, Utrecht, 3511 EP, the Netherlands
| | - Mark Eijgelsheim
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015GD, the Netherlands
- Department of Nephrology, University Medical Center Groningen, Groningen, 9700RB, the Netherlands
| | - Edward L M Lakatta
- Laboratory of Cardiovascular Sciences, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, MD, 21224, USA
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, 169857, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119228, Singapore
| | - Marcus Dörr
- DZHK (German Center for Cardiovascular Research), Partner Site Greifswald, Greifswald, 17475, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Tien-Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, 169857, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, 100084, China
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, 169857, Singapore
| | - Albertine J Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Harriette Riese
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, FI-33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, FI-33014, Finland
| | - Niek Verweij
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands.
- Department of Cardiology, University medical Center Utrecht, Utrecht, 3584 Cx, the Netherlands.
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, the Netherlands.
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6
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Rashid T, Liu H, Ware JB, Li K, Romero JR, Fadaee E, Nasrallah IM, Hilal S, Bryan RN, Hughes TM, Davatzikos C, Launer L, Seshadri S, Heckbert SR, Habes M. Deep Learning Based Detection of Enlarged Perivascular Spaces on Brain MRI. Neuroimage Rep 2023; 3:100162. [PMID: 37035520 PMCID: PMC10078801 DOI: 10.1016/j.ynirp.2023.100162] [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: 03/09/2023]
Abstract
Deep learning has been demonstrated effective in many neuroimaging applications. However, in many scenarios, the number of imaging sequences capturing information related to small vessel disease lesions is insufficient to support data-driven techniques. Additionally, cohort-based studies may not always have the optimal or essential imaging sequences for accurate lesion detection. Therefore, it is necessary to determine which imaging sequences are crucial for precise detection. This study introduces a deep learning framework to detect enlarged perivascular spaces (ePVS) and aims to find the optimal combination of MRI sequences for deep learning-based quantification. We implemented an effective lightweight U-Net adapted for ePVS detection and comprehensively investigated different combinations of information from SWI, FLAIR, T1-weighted (T1w), and T2-weighted (T2w) MRI sequences. The experimental results showed that T2w MRI is the most important for accurate ePVS detection, and the incorporation of SWI, FLAIR and T1w MRI in the deep neural network had minor improvements in accuracy and resulted in the highest sensitivity and precision (sensitivity =0.82, precision =0.83). The proposed method achieved comparable accuracy at a minimal time cost compared to manual reading. The proposed automated pipeline enables robust and time-efficient readings of ePVS from MR scans and demonstrates the importance of T2w MRI for ePVS detection and the potential benefits of using multimodal images. Furthermore, the model provides whole-brain maps of ePVS, enabling a better understanding of their clinical correlates compared to the clinical rating methods within only a couple of brain regions.
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Affiliation(s)
- Tanweer Rashid
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Hangfan Liu
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
| | - Jeffrey B. Ware
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA, USA
| | - Karl Li
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Jose Rafael Romero
- Department of Neurology, School of Medicine, Boston University, Boston, MA, USA
| | - Elyas Fadaee
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Ilya M. Nasrallah
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
| | - R. Nick Bryan
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA, USA
- Department of Diagnostic Medicine, Dell Medical School, University of Texas at Austin, Austin, TX, USA
| | - Timothy M. Hughes
- Department of Internal Medicine and Department of Epidemiology and Prevention, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Christos Davatzikos
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA, USA
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Sudha Seshadri
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Susan R. Heckbert
- Department of Epidemiology and Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Mohamad Habes
- Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, PA, USA
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7
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Meyer KA, Lulla A, Wu M, Demmer R, Yaffe K, YAFFE KRISTINE, Yaffe K, Meirelles O, Launer L. Abstract P505: Midlife Cognitive Function is Associated With Gut Microbial Species and Metabolic Pathways: Coronary Artery Risk Development in Young Adults (CARDIA) Study. Circulation 2023. [DOI: 10.1161/circ.147.suppl_1.p505] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/15/2023]
Abstract
Background:
The gut microbiota may play a role in cognitive function and decline. Animal models support mechanisms involving short-chain fatty acid production, amino acid metabolism, and purine metabolism. There is need to replicate these findings in population-based human studies.
Methods:
Data were from 570 participants who attended the Yr. 30 follow-up exam (2015-16, ages 48-60 y, 45%:55% Black:White race, 45%:55% M:F sex), provided a fecal sample, and completed a cognitive battery of 6 assessments: Montreal Cognitive Assessment (MoCA), Digit Symbol Substitution Test (DSST), Rey-Auditory Verbal Learning Test (RAVLT), Stroop, and Letter and Category Fluency. A global cognition score was derived from the 6 assessments using principal components analysis. Species and metabolic pathways were assigned to whole-metagenomics sequence data using standard reference databases. Multivariable-adjusted linear regression was used to test associations between distinct microbial features and measures of cognition, controlling for false discovery rate (FDR).
Results:
Sequence data mapped to 106 species and 312 metabolic pathways. In multivariable-adjusted regression analysis, adjusted for socio-demographics, health behaviors, and BMI, 5 species and 5 metabolic pathways were significantly associated with measures of cognitive function, FDR < 0.20
(Figure)
. These species/pathways are involved in purine and pyrimidine metabolism and short-chain fatty acid production.
Conclusion:
Identified pathways play a role in neurodevelopment and in the gut-brain axis of physiologic communications. Our findings suggest long-term relationships between gut microbiota composition and cognitive function.
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Affiliation(s)
| | | | - Michael Wu
- Fred Hutchinson Cancer Rsch Cntr, Seattle, WA
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8
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Meirelles O, Arnette A, Gudnason V, Launer L. The rocky road of 55 years of change in the relationship of cardiovascular risk factors to cognition. Res Sq 2023:rs.3.rs-2557208. [PMID: 36824902 PMCID: PMC9949226 DOI: 10.21203/rs.3.rs-2557208/v1] [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] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
The mixed evidence that high levels of cardiovascular risk factors (CVRF) are associated with lower cognitive test scores of may be due to confounding of age across studies. We pooled and harmonized individual-level data (30,967 persons, age range 42-96y) from five prospective cohorts to examine the trajectories of betas estimating 1-year-age associations of a cognitive outcome (Digit Symbol Substitution Test; DSST) to five CVRF: systolic and e blood pressure, total cholesterol, fasting glucose and body mass index. Linear and quadratic piecewise regression models were fit to the trajectory patterns of these betas. The trajectories showed with each 1-year age increment, higher CVRF were associated with lower DSST, but associations attenuated toward zero as age increased. In addition, the pattern across age of each CVRF-DSST trajectory ranged from linear to non-liner. Without accounting for participant age in cohort comparisons, conclusions about the potential benefit on cognitive function of modifiable CVRF control will continue to be mixed and lead to delays in developing prevention programs.
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Affiliation(s)
| | | | | | - L Launer
- National Institute on Aging Intramural Research Program
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9
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Toledo JB, Rashid T, Liu H, Launer L, Shaw LM, Heckbert SR, Weiner M, Seshadri S, Habes M. SPARE-Tau: A flortaucipir machine-learning derived early predictor of cognitive decline. PLoS One 2022; 17:e0276392. [PMID: 36327215 PMCID: PMC9632811 DOI: 10.1371/journal.pone.0276392] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 10/05/2022] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Recently, tau PET tracers have shown strong associations with clinical outcomes in individuals with cognitive impairment and cognitively unremarkable elderly individuals. flortaucipir PET scans to measure tau deposition in multiple brain areas as the disease progresses. This information needs to be summarized to evaluate disease severity and predict disease progression. We, therefore, sought to develop a machine learning-derived index, SPARE-Tau, which successfully detects pathology in the earliest disease stages and accurately predicts progression compared to a priori-based region of interest approaches (ROI). METHODS 587 participants of the Alzheimer's Disease Neuroimaging Initiative (ADNI) cohort had flortaucipir scans, structural MRI scans, and an Aβ biomarker test (CSF or florbetapir PET) performed on the same visit. We derived the SPARE-Tau index in a subset of 367 participants. We evaluated associations with clinical measures for CSF p-tau, SPARE-MRI, and flortaucipir PET indices (SPARE-Tau, meta-temporal, and average Braak ROIs). Bootstrapped multivariate adaptive regression splines linear regression analyzed the association between the biomarkers and baseline ADAS-Cog13 scores. Bootstrapped multivariate linear regression models evaluated associations with clinical diagnosis. Cox-hazards and mixed-effects models investigated clinical progression and longitudinal ADAS-Cog13 changes. The Aβ positive cognitively unremarkable participants, not included in the SPARE-Tau training, served as an independent validation group. RESULTS Compared to CSF p-tau, meta-temporal, and averaged Braak tau PET ROIs, SPARE-Tau showed the strongest association with baseline ADAS-cog13 scores and diagnosis. SPARE-Tau also presented the strongest association with clinical progression in cognitively unremarkable participants and longitudinal ADAS-Cog13 changes. Results were confirmed in the Aβ+ cognitively unremarkable hold-out sample participants. CSF p-tau showed the weakest cross-sectional associations and longitudinal prediction. DISCUSSION Flortaucipir indices showed the strongest clinical association among the studied biomarkers (flortaucipir, florbetapir, structural MRI, and CSF p-tau) and were predictive in the preclinical disease stages. Among the flortaucipir indices, the machine-learning derived SPARE-Tau index was the most sensitive clinical progression biomarker. The combination of different biomarker modalities better predicted cognitive performance.
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Affiliation(s)
- Jon B. Toledo
- Department of Neurology, University of Florida College of Medicine, Gainesville, Florida, United States of America
- Department of Neurology Houston Methodist Hospital, Houston, Texas, United States of America
| | - Tanweer Rashid
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio (UTHSCSA), San Antonio, Texas, United States of America
| | - Hangfan Liu
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio (UTHSCSA), San Antonio, Texas, United States of America
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, Maryland, United States of America
| | - Leslie M. Shaw
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Susan R. Heckbert
- Department of Epidemiology and Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
| | - Michael Weiner
- Department of Veterans Affairs Medical Center, Center for Imaging of Neurodegenerative Diseases, San Francisco, California, United States of America
- Department of Radiology, University of California, San Francisco, California, United States of America
- Department of Medicine, University of California, San Francisco, California, United States of America
- Department of Psychiatry, University of California, San Francisco, California, United States of America
- Department of Neurology, University of California, San Francisco, California, United States of America
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, Texas, United States of America
| | - Mohamad Habes
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer’s & Neurodegenerative Diseases, University of Texas Health Science Center San Antonio (UTHSCSA), San Antonio, Texas, United States of America
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, Texas, United States of America
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10
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Markus HS, van Der Flier WM, Smith EE, Bath P, Biessels GJ, Briceno E, Brodtman A, Chabriat H, Chen C, de Leeuw FE, Egle M, Ganesh A, Georgakis MK, Gottesman RF, Kwon S, Launer L, Mok V, O'Brien J, Ottenhoff L, Pendlebury S, Richard E, Sachdev P, Schmidt R, Springer M, Tiedt S, Wardlaw JM, Verdelho A, Webb A, Werring D, Duering M, Levine D, Dichgans M. Framework for Clinical Trials in Cerebral Small Vessel Disease (FINESSE): A Review. JAMA Neurol 2022; 79:1187-1198. [PMID: 35969390 PMCID: PMC11036410 DOI: 10.1001/jamaneurol.2022.2262] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [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] [Indexed: 11/14/2022]
Abstract
Importance Cerebral small vessel disease (SVD) causes a quarter of strokes and is the most common pathology underlying vascular cognitive impairment and dementia. An important step to developing new treatments is better trial methodology. Disease mechanisms in SVD differ from other stroke etiologies; therefore, treatments need to be evaluated in cohorts in which SVD has been well characterized. Furthermore, SVD itself can be caused by a number of different pathologies, the most common of which are arteriosclerosis and cerebral amyloid angiopathy. To date, there have been few sufficiently powered high-quality randomized clinical trials in SVD, and inconsistent trial methodology has made interpretation of some findings difficult. Observations To address these issues and develop guidelines for optimizing design of clinical trials in SVD, the Framework for Clinical Trials in Cerebral Small Vessel Disease (FINESSE) was created under the auspices of the International Society of Vascular Behavioral and Cognitive Disorders. Experts in relevant aspects of SVD trial methodology were convened, and a structured Delphi consensus process was used to develop recommendations. Areas in which recommendations were developed included optimal choice of study populations, choice of clinical end points, use of brain imaging as a surrogate outcome measure, use of circulating biomarkers for participant selection and as surrogate markers, novel trial designs, and prioritization of therapeutic agents using genetic data via Mendelian randomization. Conclusions and Relevance The FINESSE provides recommendations for trial design in SVD for which there are currently few effective treatments. However, new insights into understanding disease pathogenesis, particularly from recent genetic studies, provide novel pathways that could be therapeutically targeted. In addition, whether other currently available cardiovascular interventions are specifically effective in SVD, as opposed to other subtypes of stroke, remains uncertain. FINESSE provides a framework for design of trials examining such therapeutic approaches.
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Affiliation(s)
- Hugh S Markus
- Alzheimer Center Amsterdam, Department of Neurology, Epidemiology and Data Science, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Wiesje M van Der Flier
- Alzheimer Center Amsterdam, Department of Neurology, Epidemiology and Data Science, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Eric E Smith
- Department of Clinical Neurosciences and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Philip Bath
- Stroke Trials Unit, Mental Health & Clinical Neuroscience, University of Nottingham, Nottingham, United Kingdom
| | - Geert Jan Biessels
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Emily Briceno
- Department of Physical Medicine & Rehabilitation, University of Michigan Medical School, Ann Arbor
| | - Amy Brodtman
- Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia
- University of Melbourne, Melbourne, Victoria, Australia
- Monash University, Melbourne, Victoria, Australia
| | - Hugues Chabriat
- Department of Neurology, FHU NeuroVasc, APHP, University of Paris, Paris, France
| | - Christopher Chen
- Memory Aging and Cognition Centre, Departments of Pharmacology and Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Frank-Erik de Leeuw
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijimegen, the Netherlands
| | - Marco Egle
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Aravind Ganesh
- Department of Clinical Neurosciences and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Marios K Georgakis
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, Munich, Germany
- Center for Genomic Medicine, Massachusetts General Hospital, Harvard Medical School, Boston
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Rebecca F Gottesman
- Now with National Institute of Neurological Disorders and Stroke Intramural Research Program, Bethesda, Maryland
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Sun Kwon
- University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea
| | - Lenore Launer
- Intramural Research Program, National Institute on Aging, Baltimore, Maryland
| | - Vincent Mok
- Gerald Choa Neuroscience Centre, Lui Che Woo Institute of Innovative Medicine, Margaret K.L. Cheung Research Centre for Management of Parkinsonism, Division of Neurology, Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - John O'Brien
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
| | - Lois Ottenhoff
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam and the Netherlands and Brain Research Center Amsterdam, the Netherlands
| | - Sarah Pendlebury
- Wolfson Centre for Prevention of Stroke and Dementia, Nuffield Department of Clinical Neurosciences, University of Oxford, NIHR Oxford Biomedical Research Centre, Departments of General (internal) Medicine and Geratology, Oxford University Hospitals NHS Foundation Trust, Oxford, United Kingdom
| | - Edo Richard
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijimegen, the Netherlands
| | - Perminder Sachdev
- Centre for Healthy Brain Ageing (CHeBA), University of New South Wales, Sydney, New South Wales, Australia
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
| | | | - Stefan Tiedt
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh, United Kingdom
| | - Ana Verdelho
- Faculdade de Medicina, Department of Neurosciences and Mental Health, CHULN-Hospital de Santa Maria Instituto de Medicina Molecular (IMM) e Instituto de Saúde Ambiental (ISAMB), University of Lisbon, Lisbon, Portugal
| | - Alastair Webb
- Wolfson Centre for Prevention of Stroke and Dementia, Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - David Werring
- Stroke Research Centre, Department of Brain Repair and Rehabilitation, UCL Queen Square Institute of Neurology and the National Hospital for Neurology and Neurosurgery, London, United Kingdom
| | - Marco Duering
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- Medical Image Analysis Center (MIAC AG) and Quantitative Biomedical Imaging Group, Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Deborah Levine
- Departments of Internal Medicine and Neurology, University of Michigan, Ann Arbor
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
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11
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Eymundsdottir H, Sigurdardottir S, Ramel A, Jonsson PV, Gudnason V, Launer L, Chang M. Social network and the risk for developing mild cognitive impairment and dementia among older adults. Aging Clin Exp Res 2022; 34:2155-2163. [PMID: 35687312 DOI: 10.1007/s40520-022-02150-8] [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: 01/13/2022] [Accepted: 05/02/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND This study aimed to investigate the longitudinal associations between social network (SN) and the risk of lower cognitive function, mild cognitive impairment (MCI), and dementia among cognitively normal individuals 65 years and older. METHODS Data from the Age, Gene/Environment Susceptibility (AGES) Reykjavik Study on 2816 participants (aged 65 to 96 years) were used to examine the associations using multiple logistic and linear regression models. SN included questions on frequency of contact with family and friends as well as information on marital status, resulting in a score ranging from 0 (poor social network) to 3 (good social network). Cognitive function outcomes included the speed of processing (SP), executive function (EF) and memory function (MF). MCI and dementia were diagnosed using a detailed assessment according to international guidelines. RESULTS At baseline 0.5, 7.0, 41.7 and 50.8% reported a score of 0, 1, 2 and 3, respectively. During a mean follow-up time of 5.2 years, 7.1% (n = 188) of cognitively intact participants developed MCI and 3.0% (n = 79) developed dementia. Longitudinal analyses demonstrated that participants who had low SN were significantly more likely to have declines in MF (β = - 0.533, P = 0.014) compared to high SN. Social networks were not independently associated with the decline of SP and EF during follow-up. According to fully adjusted models using logistic regression, SN was significantly associated with incidence risk of MCI (OR = 2.030, P = 0.014 and OR = 1.847 P = 0.001). These associations were largely independent of other lifestyle factors, depression and genetic disposition. CONCLUSIONS Community-dwelling older adults who have poor social networks have a higher risk of declining memory function as well as a higher risk of mild cognitive impairment than older adults who have a higher social network. This study included numbers of relevant covariates in the study analysis, thereby significantly contributing to the literature on cognitive aging.
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Affiliation(s)
- Hrafnhildur Eymundsdottir
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavik, Iceland. .,Faculty of Social Science, University of Iceland, Reykjavik, Iceland.
| | | | - Alfons Ramel
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavik, Iceland.,Faculty of Food Science and Nutrition, University of Iceland, Reykjavik, Iceland
| | - Pálmi V Jonsson
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.,Department of Geriatrics, The National University Hospital of Iceland, Reykjavik, Iceland
| | - Vilmundur Gudnason
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.,Icelandic Heart Association, Kopavogur, Iceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Milan Chang
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavik, Iceland
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12
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Sliz E, Shin J, Ahmad S, Williams DM, Frenzel S, Gauß F, Harris SE, Henning AK, Hernandez MV, Hu YH, Jiménez B, Sargurupremraj M, Sudre C, Wang R, Wittfeld K, Yang Q, Wardlaw JM, Völzke H, Vernooij MW, Schott JM, Richards M, Proitsi P, Nauck M, Lewis MR, Launer L, Hosten N, Grabe HJ, Ghanbari M, Deary IJ, Cox SR, Chaturvedi N, Barnes J, Rotter JI, Debette S, Ikram MA, Fornage M, Paus T, Seshadri S, Pausova Z. Circulating Metabolome and White Matter Hyperintensities in Women and Men. Circulation 2022; 145:1040-1052. [PMID: 35050683 PMCID: PMC9645366 DOI: 10.1161/circulationaha.121.056892] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [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: 08/06/2021] [Accepted: 12/02/2021] [Indexed: 11/16/2022]
Abstract
BACKGROUND White matter hyperintensities (WMH), identified on T2-weighted magnetic resonance images of the human brain as areas of enhanced brightness, are a major risk factor of stroke, dementia, and death. There are no large-scale studies testing associations between WMH and circulating metabolites. METHODS We studied up to 9290 individuals (50.7% female, average age 61 years) from 15 populations of 8 community-based cohorts. WMH volume was quantified from T2-weighted or fluid-attenuated inversion recovery images or as hypointensities on T1-weighted images. Circulating metabolomic measures were assessed with mass spectrometry and nuclear magnetic resonance spectroscopy. Associations between WMH and metabolomic measures were tested by fitting linear regression models in the pooled sample and in sex-stratified and statin treatment-stratified subsamples. Our basic models were adjusted for age, sex, age×sex, and technical covariates, and our fully adjusted models were also adjusted for statin treatment, hypertension, type 2 diabetes, smoking, body mass index, and estimated glomerular filtration rate. Population-specific results were meta-analyzed using the fixed-effect inverse variance-weighted method. Associations with false discovery rate (FDR)-adjusted P values (PFDR)<0.05 were considered significant. RESULTS In the meta-analysis of results from the basic models, we identified 30 metabolomic measures associated with WMH (PFDR<0.05), 7 of which remained significant in the fully adjusted models. The most significant association was with higher level of hydroxyphenylpyruvate in men (PFDR.full.adj=1.40×10-7) and in both the pooled sample (PFDR.full.adj=1.66×10-4) and statin-untreated (PFDR.full.adj=1.65×10-6) subsample. In men, hydroxyphenylpyruvate explained 3% to 14% of variance in WMH. In men and the pooled sample, WMH were also associated with lower levels of lysophosphatidylcholines and hydroxysphingomyelins and a larger diameter of low-density lipoprotein particles, likely arising from higher triglyceride to total lipids and lower cholesteryl ester to total lipids ratios within these particles. In women, the only significant association was with higher level of glucuronate (PFDR=0.047). CONCLUSIONS Circulating metabolomic measures, including multiple lipid measures (eg, lysophosphatidylcholines, hydroxysphingomyelins, low-density lipoprotein size and composition) and nonlipid metabolites (eg, hydroxyphenylpyruvate, glucuronate), associate with WMH in a general population of middle-aged and older adults. Some metabolomic measures show marked sex specificities and explain a sizable proportion of WMH variance.
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Affiliation(s)
- Eeva Sliz
- The Hospital for Sick Children, and Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, Canada
| | - Jean Shin
- The Hospital for Sick Children, and Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, Canada
| | - Shahzad Ahmad
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
- Division of Systems Biomedicine and Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
| | - Dylan M. Williams
- MRC Unit for Lifelong Health and Ageing at UCL, University College London, London, UK
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Stefan Frenzel
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Friederike Gauß
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Sarah E. Harris
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Ann-Kristin Henning
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Maria Valdes Hernandez
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Edinburgh, UK
| | - Yi-Han Hu
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Baltimore, MD, USA
| | - Beatriz Jiménez
- National Phenome Centre, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Muralidharan Sargurupremraj
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, 33000 Bordeaux, France
| | - Carole Sudre
- MRC Unit for Lifelong Health and Ageing at UCL, University College London, London, UK
- Centre for Medical Image Computing, Department of Computer Science, University College London
- School of Biomedical Engineering & Imaging Sciences, King’s College London
| | - Ruiqi Wang
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- Germany Center for Neurodegenerative Diseases (DZNE), partner site Rostock/Greifswald, Greifswald, Germany
| | - Qiong Yang
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Joanna M. Wardlaw
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Edinburgh, UK
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Meike W. Vernooij
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, and Department of Neurology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Jonathan M Schott
- Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Marcus Richards
- MRC Unit for Lifelong Health and Ageing at UCL, University College London, London, UK
| | - Petroula Proitsi
- King’s College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Matthew R. Lewis
- National Phenome Centre, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Baltimore, MD, USA
| | - Norbert Hosten
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Hans J. Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- Germany Center for Neurodegenerative Diseases (DZNE), partner site Rostock/Greifswald, Greifswald, Germany
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Ian J. Deary
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Simon R. Cox
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Nishi Chaturvedi
- MRC Unit for Lifelong Health and Ageing at UCL, University College London, London, UK
| | - Josephine Barnes
- Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - 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
| | - Stephanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, 33000 Bordeaux, France
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Myriam Fornage
- University of Texas Health Science Center at Houston McGovern Medical School, Houston, TX, USA
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, Canada
- ECOGENE-21, Chicoutimi, QC, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Sudha Seshadri
- The Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Zdenka Pausova
- The Hospital for Sick Children, and Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, Canada
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13
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Bellenguez C, Küçükali F, Jansen IE, Kleineidam L, Moreno-Grau S, Amin N, Naj AC, Campos-Martin R, Grenier-Boley B, Andrade V, Holmans PA, Boland A, Damotte V, van der Lee SJ, Costa MR, Kuulasmaa T, Yang Q, de Rojas I, Bis JC, Yaqub A, Prokic I, Chapuis J, Ahmad S, Giedraitis V, Aarsland D, Garcia-Gonzalez P, Abdelnour C, Alarcón-Martín E, Alcolea D, Alegret M, Alvarez I, Álvarez V, Armstrong NJ, Tsolaki A, Antúnez C, Appollonio I, Arcaro M, Archetti S, Pastor AA, Arosio B, Athanasiu L, Bailly H, Banaj N, Baquero M, Barral S, Beiser A, Pastor AB, Below JE, Benchek P, Benussi L, Berr C, Besse C, Bessi V, Binetti G, Bizarro A, Blesa R, Boada M, Boerwinkle E, Borroni B, Boschi S, Bossù P, Bråthen G, Bressler J, Bresner C, Brodaty H, Brookes KJ, Brusco LI, Buiza-Rueda D, Bûrger K, Burholt V, Bush WS, Calero M, Cantwell LB, Chene G, Chung J, Cuccaro ML, Carracedo Á, Cecchetti R, Cervera-Carles L, Charbonnier C, Chen HH, Chillotti C, Ciccone S, Claassen JAHR, Clark C, Conti E, Corma-Gómez A, Costantini E, Custodero C, Daian D, Dalmasso MC, Daniele A, Dardiotis E, Dartigues JF, de Deyn PP, de Paiva Lopes K, de Witte LD, Debette S, Deckert J, Del Ser T, Denning N, DeStefano A, Dichgans M, Diehl-Schmid J, Diez-Fairen M, Rossi PD, Djurovic S, Duron E, Düzel E, Dufouil C, Eiriksdottir G, Engelborghs S, Escott-Price V, Espinosa A, Ewers M, Faber KM, Fabrizio T, Nielsen SF, Fardo DW, Farotti L, Fenoglio C, Fernández-Fuertes M, Ferrari R, Ferreira CB, Ferri E, Fin B, Fischer P, Fladby T, Fließbach K, Fongang B, Fornage M, Fortea J, Foroud TM, Fostinelli S, Fox NC, Franco-Macías E, Bullido MJ, Frank-García A, Froelich L, Fulton-Howard B, Galimberti D, García-Alberca JM, García-González P, Garcia-Madrona S, Garcia-Ribas G, Ghidoni R, Giegling I, Giorgio G, Goate AM, Goldhardt O, Gomez-Fonseca D, González-Pérez A, Graff C, Grande G, Green E, Grimmer T, Grünblatt E, Grunin M, Gudnason V, Guetta-Baranes T, Haapasalo A, Hadjigeorgiou G, Haines JL, Hamilton-Nelson KL, Hampel H, Hanon O, Hardy J, Hartmann AM, Hausner L, Harwood J, Heilmann-Heimbach S, Helisalmi S, Heneka MT, Hernández I, Herrmann MJ, Hoffmann P, Holmes C, Holstege H, Vilas RH, Hulsman M, Humphrey J, Biessels GJ, Jian X, Johansson C, Jun GR, Kastumata Y, Kauwe J, Kehoe PG, Kilander L, Ståhlbom AK, Kivipelto M, Koivisto A, Kornhuber J, Kosmidis MH, Kukull WA, Kuksa PP, Kunkle BW, Kuzma AB, Lage C, Laukka EJ, Launer L, Lauria A, Lee CY, Lehtisalo J, Lerch O, Lleó A, Longstreth W, Lopez O, de Munain AL, Love S, Löwemark M, Luckcuck L, Lunetta KL, Ma Y, Macías J, MacLeod CA, Maier W, Mangialasche F, Spallazzi M, Marquié M, Marshall R, Martin ER, Montes AM, Rodríguez CM, Masullo C, Mayeux R, Mead S, Mecocci P, Medina M, Meggy A, Mehrabian S, Mendoza S, Menéndez-González M, Mir P, Moebus S, Mol M, Molina-Porcel L, Montrreal L, Morelli L, Moreno F, Morgan K, Mosley T, Nöthen MM, Muchnik C, Mukherjee S, Nacmias B, Ngandu T, Nicolas G, Nordestgaard BG, Olaso R, Orellana A, Orsini M, Ortega G, Padovani A, Paolo C, Papenberg G, Parnetti L, Pasquier F, Pastor P, Peloso G, Pérez-Cordón A, Pérez-Tur J, Pericard P, Peters O, Pijnenburg YAL, Pineda JA, Piñol-Ripoll G, Pisanu C, Polak T, Popp J, Posthuma D, Priller J, Puerta R, Quenez O, Quintela I, Thomassen JQ, Rábano A, Rainero I, Rajabli F, Ramakers I, Real LM, Reinders MJT, Reitz C, Reyes-Dumeyer D, Ridge P, Riedel-Heller S, Riederer P, Roberto N, Rodriguez-Rodriguez E, Rongve A, Allende IR, Rosende-Roca M, Royo JL, Rubino E, Rujescu D, Sáez ME, Sakka P, Saltvedt I, Sanabria Á, Sánchez-Arjona MB, Sanchez-Garcia F, Juan PS, Sánchez-Valle R, Sando SB, Sarnowski C, Satizabal CL, Scamosci M, Scarmeas N, Scarpini E, Scheltens P, Scherbaum N, Scherer M, Schmid M, Schneider A, Schott JM, Selbæk G, Seripa D, Serrano M, Sha J, Shadrin AA, Skrobot O, Slifer S, Snijders GJL, Soininen H, Solfrizzi V, Solomon A, Song Y, Sorbi S, Sotolongo-Grau O, Spalletta G, Spottke A, Squassina A, Stordal E, Tartan JP, Tárraga L, Tesí N, Thalamuthu A, Thomas T, Tosto G, Traykov L, Tremolizzo L, Tybjærg-Hansen A, Uitterlinden A, Ullgren A, Ulstein I, Valero S, Valladares O, Broeckhoven CV, Vance J, Vardarajan BN, van der Lugt A, Dongen JV, van Rooij J, van Swieten J, Vandenberghe R, Verhey F, Vidal JS, Vogelgsang J, Vyhnalek M, Wagner M, Wallon D, Wang LS, Wang R, Weinhold L, Wiltfang J, Windle G, Woods B, Yannakoulia M, Zare H, Zhao Y, Zhang X, Zhu C, Zulaica M, Farrer LA, Psaty BM, Ghanbari M, Raj T, Sachdev P, Mather K, Jessen F, Ikram MA, de Mendonça A, Hort J, Tsolaki M, Pericak-Vance MA, Amouyel P, Williams J, Frikke-Schmidt R, Clarimon J, Deleuze JF, Rossi G, Seshadri S, Andreassen OA, Ingelsson M, Hiltunen M, Sleegers K, Schellenberg GD, van Duijn CM, Sims R, van der Flier WM, Ruiz A, Ramirez A, Lambert JC. New insights into the genetic etiology of Alzheimer's disease and related dementias. Nat Genet 2022; 54:412-436. [PMID: 35379992 PMCID: PMC9005347 DOI: 10.1038/s41588-022-01024-z] [Citation(s) in RCA: 617] [Impact Index Per Article: 308.5] [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: 06/16/2021] [Accepted: 01/27/2022] [Indexed: 02/08/2023]
Abstract
Characterization of the genetic landscape of Alzheimer's disease (AD) and related dementias (ADD) provides a unique opportunity for a better understanding of the associated pathophysiological processes. We performed a two-stage genome-wide association study totaling 111,326 clinically diagnosed/'proxy' AD cases and 677,663 controls. We found 75 risk loci, of which 42 were new at the time of analysis. Pathway enrichment analyses confirmed the involvement of amyloid/tau pathways and highlighted microglia implication. Gene prioritization in the new loci identified 31 genes that were suggestive of new genetically associated processes, including the tumor necrosis factor alpha pathway through the linear ubiquitin chain assembly complex. We also built a new genetic risk score associated with the risk of future AD/dementia or progression from mild cognitive impairment to AD/dementia. The improvement in prediction led to a 1.6- to 1.9-fold increase in AD risk from the lowest to the highest decile, in addition to effects of age and the APOE ε4 allele.
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Affiliation(s)
- Céline Bellenguez
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France.
| | - Fahri Küçükali
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born - Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - 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, Vrije University, Amsterdam, the Netherlands
| | - Luca Kleineidam
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - 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
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Nuffield Department of Population Health, Oxford University, Oxford, UK
| | - Adam C Naj
- Department of Biostatistics, Epidemiology, and Informatics, Penn Neurodegeneration Genomics Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Rafael Campos-Martin
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
| | - Benjamin Grenier-Boley
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France
| | - Victor Andrade
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
| | - Peter A Holmans
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Anne Boland
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - Vincent Damotte
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, 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 Human Genetics Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Marcos R Costa
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France
- Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Teemu Kuulasmaa
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - 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
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Amber Yaqub
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Ivana Prokic
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Julien Chapuis
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France
| | - Shahzad Ahmad
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- LACDR, Leiden, the Netherlands
| | - Vilmantas Giedraitis
- Department of Public Health and Carins Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Dag Aarsland
- Centre of Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
- Institute of Psychiatry, Psychology & Neuroscience, London, UK
| | - Pablo Garcia-Gonzalez
- 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
| | - 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
| | - Emilio Alarcón-Martín
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- Department of Surgery, Biochemistry and Molecular Biology, School of Medicine, University of Málaga, Málaga, Spain
| | - 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
| | - 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
| | - Ignacio Alvarez
- Fundació Docència i Recerca MútuaTerrassa and Movement Disorders Unit, Department of Neurology, University Hospital MútuaTerrassa, Terrassa, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Spain
| | - Victoria Álvarez
- Laboratorio de Genética, Hospital Universitario Central de Asturias, Oviedo, Spain
- Servicio de Neurología, Hospital Universitario Central de Asturias- Oviedo and Instituto de Investigación Biosanitaria del Principado de Asturias, Oviedo, Spain
| | - Nicola J Armstrong
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Anthoula Tsolaki
- First Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Alzheimer Hellas, Thessaloniki, Greece
| | - Carmen Antúnez
- Unidad de Demencias, Hospital Clínico Universitario Virgen de la Arrixaca, Murcia, Spain
| | - Ildebrando Appollonio
- School of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy
- Neurology Unit, San Gerardo Hospital, Monza, Italy
| | - Marina Arcaro
- Fondazione IRCCS Ca'Granda, Ospedale Policlinico, Milan, Italy
| | - Silvana Archetti
- Department of Laboratory Diagnostics, III Laboratory of Analysis, Brescia Hospital, Brescia, Italy
| | - Alfonso Arias Pastor
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - 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
| | | | - Henri Bailly
- EA 4468, Université de Paris, APHP, Hôpital Broca, Paris, France
| | - Nerisa Banaj
- Laboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Miquel Baquero
- Servei de Neurologia, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | - Sandra Barral
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Unit of Neurology, University of Parma and AOU, Parma, Italy
- Clinic of Neurology, UH 'Alexandrovska', Medical University - Sofia, Sofia, Bulgaria
| | - Alexa Beiser
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA, USA
| | - Ana Belén Pastor
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Jennifer E Below
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, USA
| | - Penelope Benchek
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Luisa Benussi
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Claudine Berr
- Neuropsychiatry: Epidemiological and Clinical Research, PSNREC, Université de Montpellier, INSERM U1061, Montpellier, France
| | - Céline Besse
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - Valentina Bessi
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
- Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
| | - Giuliano Binetti
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
- MAC - Memory Clinic, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | | | - 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
| | - 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
| | - 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
| | - Barbara Borroni
- Centre for Neurodegenerative Disorders, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Silvia Boschi
- Department of Neuroscience "Rita Levi Montalcini", University of Torino, Torino, Italy
| | - Paola Bossù
- Experimental Neuro-psychobiology Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Geir Bråthen
- Department of Neurology and Clinical Neurophysiology, University Hospital of Trondheim, Trondheim, Norway
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Catherine Bresner
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Dementia Centre for Research Collaboration, School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Keeley J Brookes
- Biosciences, School of Science and Technology, Nottingham Trent University, Nottingham, UK
| | - Luis Ignacio Brusco
- Centro de Neuropsiquiatría y Neurología de la Conducta (CENECON), Facultad de Medicina, Universidad de Buenos Aires (UBA), C.A.B.A., Buenos Aires, Argentina
- Departamento Ciencias Fisiológicas UAII, Facultad de Medicina, UBA, C.A.B.A., Buenos Aires, Argentina
- Hospital Interzonal General de Agudos Eva Perón, San Martín, Buenos Aires, Argentina
| | - Dolores Buiza-Rueda
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Department of Neurology, Erasmus MC, Rotterdam, the Netherlands
| | - Katharina Bûrger
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig Maximilians Universität (LMU), Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE, Munich), Munich, Germany
| | - Vanessa Burholt
- Faculty of Medical & Health Sciences, University of Auckland, Auckland, New Zealand
- Wales Centre for Ageing & Dementia Research, Swansea University, Wales, New Zealand
| | - William S Bush
- Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Miguel Calero
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
- UFIEC, Instituto de Salud Carlos III, Madrid, Spain
| | - Laura B Cantwell
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Geneviève Chene
- INSERM, Bordeaux Population Health Research Center, UMR 1219, ISPED, CIC 1401-EC, Université de Bordeaux, Bordeaux, France
- Pole Santé Publique, CHU de Bordeaux, Bordeaux, France
| | - Jaeyoon Chung
- Medicine Biomedical Genetics Boston University School of Medicine, Boston, MA, USA
| | - Michael L Cuccaro
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miami, FL, USA
| | - 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, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - Roberta Cecchetti
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy
| | - 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
| | - Camille Charbonnier
- Department of Genetics and CNR-MAJ, Normandie University, UNIROUEN, INSERM U1245, CHU Rouen, Rouen, France
| | - Hung-Hsin Chen
- Division of Genetic Medicine, Vanderbilt University, Nashville, TN, USA
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, University Hospital of Cagliari, Cagliari, Italy
| | - Simona Ciccone
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | - Jurgen A H R Claassen
- Radboudumc Alzheimer Center, Department of Geriatrics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Christopher Clark
- Institute for Regenerative Medicine, University of Zürich, Schlieren, Switzerland
| | - Elisa Conti
- School of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy
| | - Anaïs Corma-Gómez
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Emanuele Costantini
- Department of Neuroscience, Catholic University of Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | | | - Delphine Daian
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - Maria Carolina Dalmasso
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
| | - Antonio Daniele
- Department of Neuroscience, Catholic University of Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | | | | | - Peter Paul de Deyn
- Department of Neurology, University Medical Center Groningen, Groningen, the Netherlands
| | - Katia de Paiva Lopes
- Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences & Icahn Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lot D de Witte
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stéphanie Debette
- Bordeaux Population Health Research Center, University Bordeaux, INSERM, Bordeaux, France
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Teodoro Del Ser
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Nicola Denning
- UKDRI@ Cardiff, School of Medicine, Cardiff University, Cardiff, UK
| | - Anita DeStefano
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig Maximilians Universität (LMU), Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Janine Diehl-Schmid
- Klinikum rechts der Isar, Department of Psychiatry and Psychotherapy, Technical University of Munich, School of Medicine, Munich, Germany
| | - Mónica Diez-Fairen
- Fundació Docència i Recerca MútuaTerrassa and Movement Disorders Unit, Department of Neurology, University Hospital MútuaTerrassa, Terrassa, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Spain
| | - Paolo Dionigi Rossi
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | | | - Emmanuelle Duron
- EA 4468, Université de Paris, APHP, Hôpital Broca, Paris, France
| | - Emrah Düzel
- Institute of Cognitive Neurology and Dementia Research (IKND), Otto-Von-Guericke University, Magdeburg, Germany
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Carole Dufouil
- INSERM, Bordeaux Population Health Research Center, UMR 1219, ISPED, CIC 1401-EC, Université de Bordeaux, Bordeaux, France
- Pole Santé Publique, CHU de Bordeaux, Bordeaux, France
| | | | - Sebastiaan Engelborghs
- Center for Neurosciences, Vrije Universiteit Brussel (VUB), Brussels, Belgium
- Reference Center for Biological Markers of Dementia (BIODEM), Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology, UZ Brussel, Brussels, Belgium
| | - Valentina Escott-Price
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- UKDRI@ Cardiff, School of Medicine, Cardiff University, Cardiff, UK
| | - 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
| | - 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), Munich, Germany
| | - Kelley M Faber
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, IN, USA
| | | | | | - David W Fardo
- Sanders-Brown Center on Aging, Department of Biostatistics, University of Kentucky, Lexington, KY, USA
| | - Lucia Farotti
- Centre for Memory Disturbances, Lab of Clinical Neurochemistry, Section of Neurology, University of Perugia, Perugia, Italy
| | | | - Marta Fernández-Fuertes
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Raffaele Ferrari
- Laboratory of Neurogenetics, Department of Internal Medicine, Texas Tech University Health Science Center, Lubbock, TX, USA
- Reta Lila Weston Research Laboratories, Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | | | - Evelyn Ferri
- Geriatic Unit, Fondazione Cà Granda, IRCCS Ospedale Maggiore Policlinico, Milan, Italy
| | - Bertrand Fin
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - Peter Fischer
- Department of Psychiatry, Social Medicine Center East- Donauspital, Vienna, Austria
| | - Tormod Fladby
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Klaus Fließbach
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - Bernard Fongang
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Myriam Fornage
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - 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
| | - Tatiana M Foroud
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, IN, USA
| | - Silvia Fostinelli
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Nick C Fox
- Dementia Research Centre, UCL Queen Square Institute of Neurology, London, UK
| | - Emlio 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, Seville, Spain
| | - María J Bullido
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Instituto de Investigacion Sanitaria 'Hospital la Paz' (IdIPaz), Madrid, Spain
- Centro de Biología Molecular Severo Ochoa (UAM-CSIC), Madrid, Spain
| | - Ana Frank-García
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Instituto de Investigacion Sanitaria 'Hospital la Paz' (IdIPaz), Madrid, Spain
- Hospital Universitario la Paz, Madrid, Spain
| | - Lutz Froelich
- Department of Geriatric Psychiatry, Central Institute for Mental Health, Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Brian Fulton-Howard
- Department of Genetics and Genomic Sciences, Ronald M. Loeb Center for Alzheimer's Disease Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniela Galimberti
- Fondazione IRCCS Ca'Granda, Ospedale Policlinico, Milan, Italy
- University of Milan, Milan, Italy
| | - Jose Maria 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
| | - Pablo García-González
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | | | | | - Roberta Ghidoni
- Molecular Markers Laboratory, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Ina Giegling
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Giaccone Giorgio
- Fondazione IRCCS, Istituto Neurologico Carlo Besta, Milan, Italy
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Ronald M. Loeb Center for Alzheimer's Disease Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Oliver Goldhardt
- Klinikum rechts der Isar, Department of Psychiatry and Psychotherapy, Technical University of Munich, School of Medicine, Munich, Germany
| | - Duber Gomez-Fonseca
- Department of Biostatistics, Epidemiology, and Informatics Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Caroline Graff
- Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Karolinska Institutet, Stockholm, Sweden
- Unit for Hereditary Dementias, Karolinska University Hospital-Solna, Stockholm, Sweden
| | - Giulia Grande
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Emma Green
- Institute of Public Health, University of Cambridge, Cambridge, UK
| | - Timo Grimmer
- Klinikum rechts der Isar, Department of Psychiatry and Psychotherapy, Technical University of Munich, School of Medicine, Munich, Germany
| | - Edna Grünblatt
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, 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
| | - Michelle Grunin
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Tamar Guetta-Baranes
- Human Genetics, School of Life Sciences, Life Sciences Building, University Park, University of Nottingham, Nottingham, UK
| | - Annakaisa Haapasalo
- AI Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | | | - Jonathan L Haines
- Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | | | - Harald Hampel
- GRC 21, Alzheimer Precision Medicine Initiative (APMI), Sorbonne University, AP-HP, Pitié-Salpêtrière Hospital, Paris, France
| | - Olivier Hanon
- EA 4468, Université de Paris, APHP, Hôpital Broca, Paris, France
| | - John Hardy
- Reta Lila Weston Research Laboratories, Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Annette M Hartmann
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Lucrezia Hausner
- Department of Geriatric Psychiatry, Central Institute for Mental Health, Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Janet Harwood
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Seppo Helisalmi
- Institute of Clinical Medicine, Neurology, University of Eastern, Kuopio, Finland
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
| | - Michael T Heneka
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - 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
| | - Martin J Herrmann
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Clive Holmes
- Clinical and Experimental Science, Faculty of Medicine, University of Southampton, Southampton, UK
| | - 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 Human Genetics Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Raquel Huerto Vilas
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - 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 Human Genetics Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Jack Humphrey
- Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences & Icahn Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience & Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Geert Jan Biessels
- Department of Neurology, UMC Utrecht Brain Center, Utrecht, the Netherlands
| | - Xueqiu Jian
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Charlotte Johansson
- Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Karolinska Institutet, Stockholm, Sweden
| | - Gyungah R Jun
- Medicine Biomedical Genetics Boston University School of Medicine, Boston, MA, USA
| | - Yuriko Kastumata
- Biostatistics, University of Kentucky College of Public Health, Lexington, KY, USA
| | - John Kauwe
- Department of Biology, Brigham Young University, Provo, UT, USA
| | - Patrick G Kehoe
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Lena Kilander
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Anne Kinhult Ståhlbom
- Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Karolinska Institutet, Stockholm, Sweden
| | - Miia Kivipelto
- Division of Clinical Geriatrics, Center for Alzheimer Research, 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
- Research & Development, UnitStockholms Sjukhem, Stockholm, Sweden
| | - Anne Koivisto
- Institute of Clinical Medicine, Neurology, University of Eastern, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
- Department of Neurosciences, University of Helsinki and Department of Geriatrics, Helsinki University Hospital, Helsinki, Finland
| | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, Universitätsklinikum Erlangen, and Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Mary H Kosmidis
- Laboratory of Cognitive Neuroscience, School of Psychology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Walter A Kukull
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Pavel P Kuksa
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Brian W Kunkle
- Department of Neurology, Medical School, University of Cyprus, Nicosia, Cyprus
| | - Amanda B Kuzma
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - 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
| | - Erika J Laukka
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
- Stockholm Gerontology Research Center, Stockholm, Sweden
| | - Lenore Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute of Aging, The National Institutes of Health, Bethesda, MD, USA
- Intramural Research Program/National Institute on Aging/National Institutes of Health, Bethesda, MD, USA
| | - Alessandra Lauria
- Geriatrics Unit, Fondazione Policlinico A. Gemelli IRCCS, Rome, Italy
| | - Chien-Yueh Lee
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jenni Lehtisalo
- Institute of Clinical Medicine, Neurology, University of Eastern, Kuopio, Finland
- Public Health Promotion Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Ondrej Lerch
- Memory Clinic, Department of Neurology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, Praha, Czechia
- International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czechia
| | - 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
| | - William Longstreth
- Departments of Neurology and Epidemiology, University of Washington, Seattle, WA, USA
| | | | - 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, OSAKIDETZA-Servicio Vasco de Salud, San Sebastian, Spain
| | - Seth Love
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Malin Löwemark
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Lauren Luckcuck
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Kathryn L Lunetta
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Yiyi Ma
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Human Genetics Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- Department of Neurology, Columbia University, New York, NY, USA
| | - Juan Macías
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | | | - Wolfgang Maier
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - Francesca Mangialasche
- Division of Clinical Geriatrics, Center for Alzheimer Research, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
| | - Marco Spallazzi
- Unit of Neurology, University of Parma and AOU, Parma, Italy
| | - 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
| | - Rachel Marshall
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Eden R Martin
- The John P. Hussman Institute for Human Genomics, University of Miami, Miami, FL, USA
| | - Angel Martín Montes
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Instituto de Investigacion Sanitaria 'Hospital la Paz' (IdIPaz), Madrid, Spain
- Hospital Universitario la Paz, Madrid, Spain
| | - Carmen Martínez Rodríguez
- Servicio de Neurología, Hospital Universitario Central de Asturias- Oviedo and Instituto de Investigación Biosanitaria del Principado de Asturias, Oviedo, Spain
| | - Carlo Masullo
- Institute of Neurology, Catholic University of the Sacred Heart, Rome, Italy
| | - 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
| | - Simon Mead
- MRC Prion Unit at UCL, UCL Institute of Prion Diseases, London, UK
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy
| | - 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
| | - Alun Meggy
- UKDRI@ Cardiff, School of Medicine, Cardiff University, Cardiff, UK
| | - Shima Mehrabian
- Clinic of Neurology, UH 'Alexandrovska', Medical University - Sofia, Sofia, Bulgaria
| | - Silvia Mendoza
- Alzheimer Research Center & Memory Clinic, Andalusian Institute for Neuroscience, Málaga, Spain
| | - Manuel Menéndez-González
- Servicio de Neurología, Hospital Universitario Central de Asturias- Oviedo and Instituto de Investigación Biosanitaria del Principado de Asturias, Oviedo, 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, Seville, Spain
| | - Susanne Moebus
- Institute for Urban Public Health, University Hospital of University Duisburg-Essen, Essen, Germany
| | - Merel Mol
- Department of Neurology, Erasmus MC, Rotterdam, the Netherlands
| | - Laura Molina-Porcel
- Neurological Tissue Bank of the Biobanc-Hospital Clinic-IDIBAPS, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Alzheimer's Disease and Other Cognitive Disorders Unit, Neurology Department, Hospital Clinic, Barcelona, Spain
| | - Laura Montrreal
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Laura Morelli
- Laboratory of Brain Aging and Neurodegeneration, FIL-CONICET, Buenos Aires, Argentina
| | - 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, OSAKIDETZA-Servicio Vasco de Salud, San Sebastian, Spain
| | - Kevin Morgan
- Human Genetics, School of Life Sciences, University of Nottingham, Nottingham, UK
| | - Thomas Mosley
- Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Carolina Muchnik
- Centro de Neuropsiquiatría y Neurología de la Conducta (CENECON), Facultad de Medicina, Universidad de Buenos Aires (UBA), C.A.B.A., Buenos Aires, Argentina
- Laboratorio de Bioquímica Molecular, Facultad de Medicina, Instituto de Investigaciones Médicas A. Lanari, UBA, C.A.B.A, Buenos Aires, Argentina
| | | | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Tiia Ngandu
- Public Health Promotion Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Gael Nicolas
- Department of Genetics and CNR-MAJ, Normandie University, UNIROUEN, INSERM U1245, CHU Rouen, Rouen, France
| | - Børge G Nordestgaard
- Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Herlev, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Robert Olaso
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - 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
| | - Michela Orsini
- Department of Neuroscience, Catholic University of Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - 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
| | - Alessandro Padovani
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | | | - Goran Papenberg
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Lucilla Parnetti
- Centre for Memory Disturbances, Lab of Clinical Neurochemistry, Section of Neurology, University of Perugia, Perugia, Italy
| | - Florence Pasquier
- Resources and Research Memory Center (MRRC) of Distalz, LicendUniversity of Lille, INSERM, CHU Lille, UMR1172, Lille, France
| | - Pau Pastor
- Fundació Docència i Recerca MútuaTerrassa and Movement Disorders Unit, Department of Neurology, University Hospital MútuaTerrassa, Terrassa, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Spain
| | - Gina Peloso
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Boston University and the NHLBI's Framingham Heart Study, Boston, MA, USA
| | - Alba Pérez-Cordón
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Jordi Pérez-Tur
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Institut de Biomedicina de València-CSIC CIBERNED, València, Spain
- Unitat Mixta de de Neurología y Genética, Institut d'Investigació Sanitària La Fe, València, Spain
| | - Pierre Pericard
- US 41-UMS 2014-PLBS, bilille, Université de Lille, CNRS, INSERM, CHU Lille, Institut Pasteur de Lille, Lille, France
| | - Oliver Peters
- Institute of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität Zu Berlin, and Berlin Institute of Health, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
| | - Yolande A L Pijnenburg
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Juan A Pineda
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Gerard Piñol-Ripoll
- Unitat Trastorns Cognitius, Hospital Universitari Santa Maria de Lleida, Lleida, Spain
- Institut de Recerca Biomedica de Lleida (IRBLLeida), Lleida, Spain
| | - Claudia Pisanu
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Thomas Polak
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital, Wuerzburg, Germany
| | - Julius Popp
- CHUV, Old Age Psychiatry, Department of Psychiatry, Lausanne, Switzerland
- Old Age Psychiatry, Department of Psychiatry, Lausanne University Hospital, Lausanne, Switzerland
- Department of Geriatric Psychiatry, University Hospital of Psychiatry Zürich, Zürich, Switzerland
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije University, Amsterdam, the Netherlands
| | - Josef Priller
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
- Department of Neuropsychiatry and Laboratory of Molecular Psychiatry, Charité, Charitéplatz 1, Berlin, Germany
| | - Raquel Puerta
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Olivier Quenez
- Department of Genetics and CNR-MAJ, Normandie University, UNIROUEN, INSERM U1245, CHU Rouen, Rouen, France
| | - Inés Quintela
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3-ISCIII), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | | | - 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
| | - Innocenzo Rainero
- Centre for Neurodegenerative Disorders, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Farid Rajabli
- The John P. Hussman Institute for Human Genomics, University of Miami, Miami, FL, USA
| | - Inez Ramakers
- Department of Psychiatry & Neuropsychologie, Maastricht University, Alzheimer Center Limburg, Maastricht, the Netherlands
| | - Luis M Real
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
- Depatamento de Especialidades Quirúrgicas Bioquímica e Inmunología, Facultad de Medicina, Universidad de Málaga, Málaga, Spain
| | - Marcel J T Reinders
- Delft Bioinformatics Lab, Delft University of Technology, Delft, the Netherlands
| | - Christiane Reitz
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Delft Bioinformatics Lab, Delft University of Technology, Delft, the Netherlands
- Taub Institute, Columbia University, New York, NY, USA
| | - Dolly Reyes-Dumeyer
- Department of Neurology, Columbia University, New York, NY, USA
- Taub Institute, Columbia University, New York, NY, USA
| | - Perry Ridge
- Bioinformatics, College of Life Sciences, Brigham Young University, Provo, UT, USA
| | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig, Leipzig, Germany
| | - Peter Riederer
- Center of Mental Health, Clinic and Policlinic of Psychiatry, Psychosomatics and Psychotherapy, University Hospital of Würzburg, Wuerzburg, Germany
| | - Natalia Roberto
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - 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
| | - Arvid Rongve
- Department of Research and Innovation, Helse Fonna, Haugesund Hospital, Haugesund, Norway
- Institute of Clinical Medicine (K1), The University of Bergen, Bergen, Norway
| | - Irene Rosas Allende
- Laboratorio de Genética, Hospital Universitario Central de Asturias, Oviedo, Spain
- Servicio de Neurología, Hospital Universitario Central de Asturias- Oviedo and Instituto de Investigación Biosanitaria del Principado de Asturias, Oviedo, Spain
| | - 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
| | - Jose Luis Royo
- Departamento de Especialidades Quirúrgicas, Bioquímicas e Inmunología, School of Medicine, University of Málaga, Málaga, Spain
| | - Elisa Rubino
- Department of Neuroscience and Mental Health, AOU Città della Salute e della Scienza di Torino, Torino, Italy
| | - Dan Rujescu
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | | | - Paraskevi Sakka
- Athens Association of Alzheimer's Disease and Related Disorders, Athens, Greece
| | - Ingvild Saltvedt
- Department of Neurology and Clinical Neurophysiology, University Hospital of Trondheim, Trondheim, Norway
- Department of Geriatrics, St. Olav's Hospital, Trondheim University Hospital, Trondheim, Norway
| | - 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
| | - 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, Seville, Spain
| | - Florentino Sanchez-Garcia
- Department of Immunology, Hospital Universitario Doctor Negrín, Las Palmas de Gran Canaria, Las Palmas, Spain
| | - 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
| | - Raquel Sánchez-Valle
- Neurology Department-Hospital Clínic, IDIBAPS, Universitat de Barcelona, Barcelona, Spain
| | - Sigrid B Sando
- Experimental Neuro-psychobiology Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
- Department of Neurology and Clinical Neurophysiology, University Hospital of Trondheim, Trondheim, Norway
| | - Chloé Sarnowski
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Claudia L Satizabal
- Department of Biostatistics, Boston University School of Public Health, Boston, 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 Sciences Center, San Antonio, TX, USA
| | - Michela Scamosci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy
| | - Nikolaos Scarmeas
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- First Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Elio Scarpini
- Fondazione IRCCS Ca'Granda, Ospedale Policlinico, Milan, Italy
- University of Milan, Milan, Italy
| | - Philip Scheltens
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Norbert Scherbaum
- LVR-Hospital Essen, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Duisburg-Essen, Essen, Germany
| | - Martin Scherer
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Matthias Schmid
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
- Institute of Medical Biometry, Informatics and Epidemiology, University Hospital of Bonn, Bonn, Germany
| | - Anja Schneider
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - Jonathan M Schott
- Dementia Research Centre, UCL Queen Square Institute of Neurology, London, UK
| | - Geir Selbæk
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
| | - Davide Seripa
- Laboratory for Advanced Hematological Diagnostics, Department of Hematology and Stem Cell Transplant, Vito Fazzi Hospital, Lecce, Italy
| | - Manuel Serrano
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas, CIBERDEM, Hospital Clínico San Carlos, Madrid, Spain
| | - Jin Sha
- Department of Biostatistics, Epidemiology, and Informatics, Penn Neurodegeneration Genomics Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Olivia Skrobot
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Susan Slifer
- The John P. Hussman Institute for Human Genomics, University of Miami, Miami, FL, USA
| | - Gijsje J L Snijders
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Hilkka Soininen
- Institute of Clinical Medicine, Neurology, University of Eastern, Kuopio, Finland
| | | | - Alina Solomon
- Institute of Clinical Medicine, Neurology, University of Eastern, Kuopio, Finland
- Division of Clinical Geriatrics, Center for Alzheimer Research, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
| | - Yeunjoo Song
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Sandro Sorbi
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Oscar Sotolongo-Grau
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Annika Spottke
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
- Department of Neurology, University of Bonn, Bonn, Germany
| | - Alessio Squassina
- Department of Biomedical Sciences, Section of Neuroscience and Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | | | - Juan Pablo Tartan
- Research Center and Memory Clinic Fundació ACE, Institut Català de Neurociències Aplicades, Universitat Internacional de Catalunya, Barcelona, 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
| | - Niccolo Tesí
- 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 Human Genetics Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Tegos Thomas
- First Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Alzheimer Hellas, Thessaloniki, Greece
| | - Giuseppe Tosto
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Department of Neurology, Columbia University, New York, NY, USA
| | - Latchezar Traykov
- Clinic of Neurology, UH 'Alexandrovska', Medical University - Sofia, Sofia, Bulgaria
| | - Lucio Tremolizzo
- School of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy
- Neurology Unit, San Gerardo Hospital, Monza, Italy
| | - Anne Tybjærg-Hansen
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen, Denmark
| | - Andre Uitterlinden
- Department of Internal Medicine and Biostatistics, Erasmus MC, Rotterdam, the Netherlands
| | - Abbe Ullgren
- Center for Alzheimer Research, Department NVS, Division of Neurogeriatrics, Karolinska Institutet, Stockholm, Sweden
| | - Ingun Ulstein
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
| | - 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
| | - Otto Valladares
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Christine Van Broeckhoven
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born - Bunge, Antwerp, Belgium
- Neurodegenerative Brain Diseases Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
| | - Jeffery Vance
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miami, FL, USA
| | - Badri N Vardarajan
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
| | | | - Jasper Van Dongen
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born - Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Jeroen van Rooij
- Department of Neurology, Erasmus MC, Rotterdam, the Netherlands
- Department of Neurology, ErasmusMC, Rotterdam, the Netherlands
| | | | - Rik Vandenberghe
- Laboratory for Cognitive Neurology, Department of Neurosciences, University of Leuven, Leuven, Belgium
- Neurology Department, University Hospitals Leuven, Leuven, Belgium
| | - Frans Verhey
- Department of Psychiatry & Neuropsychologie, Maastricht University, Alzheimer Center Limburg, Maastricht, the Netherlands
| | | | - Jonathan Vogelgsang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen, Germany
- Department of Psychiatry, Harvard Medical School, McLean Hospital, Belmont, MA, USA
| | - Martin Vyhnalek
- Memory Clinic, Department of Neurology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, Praha, Czechia
- International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czechia
| | - Michael Wagner
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - David Wallon
- Department of Neurology and CNR-MAJ, F 76000, Normandy Center for Genomic and Personalized Medicine, Normandie University, UNIROUEN, INSERM U1245, CHU Rouen, Rouen, France
| | - Li-San Wang
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ruiqi Wang
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Leonie Weinhold
- Institute of Medical Biometry, Informatics and Epidemiology, University Hospital of Bonn, Bonn, Germany
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Goettingen, Germany
- Medical Science Department, iBiMED, Aveiro, Portugal
| | - Gill Windle
- School of Health Sciences, Bangor University, Bangor, UK
| | - Bob Woods
- School of Health Sciences, Bangor University, Bangor, UK
| | - Mary Yannakoulia
- Department of Nutrition and Diatetics, Harokopio University, Athens, Greece
| | - Habil Zare
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Yi Zhao
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Xiaoling Zhang
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Congcong Zhu
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - 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
| | - Lindsay A Farrer
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Medicine Biomedical Genetics Boston University School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Bruce M Psaty
- Framingham Heart Study, Framingham, MA, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Health Service, University of Washington, Seattle, WA, USA
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Towfique Raj
- Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences & Icahn Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience & Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Perminder Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Karen Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Frank Jessen
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | | | - Jakub Hort
- Intramural Research Program/National Institute on Aging/National Institutes of Health, Bethesda, MD, USA
- Memory Clinic, Department of Neurology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, Praha, Czechia
| | - Magda Tsolaki
- First Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Alzheimer Hellas, Thessaloniki, Greece
| | | | - Philippe Amouyel
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France
| | - Julie Williams
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
- UKDRI@ Cardiff, School of Medicine, Cardiff University, Cardiff, UK
| | - Ruth Frikke-Schmidt
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen, Denmark
| | - Jordi Clarimon
- 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
| | - Jean-François Deleuze
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
| | - Giacomina Rossi
- Fondazione IRCCS, Istituto Neurologico Carlo Besta, Milan, Italy
| | - Sudha Seshadri
- Department of Biostatistics, Boston University School of Public Health, Boston, 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 Sciences Center, San Antonio, TX, USA
| | | | - Martin Ingelsson
- Department of Public Health and Carins Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Mikko Hiltunen
- Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Kristel Sleegers
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory of Neurogenetics, Institute Born - Bunge, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Gerard D Schellenberg
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Nuffield Department of Population Health, Oxford University, Oxford, UK
| | - Rebecca Sims
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Wiesje M van der Flier
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, 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
| | - Alfredo Ramirez
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, University of Cologne, Medical Faculty, Cologne, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Jean-Charles Lambert
- Université de Lille, INSERM, CHU Lille, Institut Pasteur Lille, U1167-RID-AGE, Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, Lille, France.
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14
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Zeki Al Hazzouri A, Jawadekar N, Kezios K, Caunca MR, Elfassy T, Calonico S, Kershaw KN, Yaffe K, Launer L, Elbejjani M, Grasset L, Manly J, Odden MC, Glymour MM. Racial Residential Segregation in Young Adulthood and Brain Integrity in Middle Age: Can We Learn From Small Samples? Am J Epidemiol 2022; 191:591-598. [PMID: 35020781 DOI: 10.1093/aje/kwab297] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 12/15/2021] [Accepted: 12/28/2021] [Indexed: 12/15/2022] Open
Abstract
Racial residential segregation is associated with multiple adverse health outcomes in Black individuals. Yet, the influence of structural racism and racial residential segregation on brain aging is less understood. In this study, we investigated the association between cumulative exposure to racial residential segregation over 25 years (1985-2010) in young adulthood, as measured by the Getis-Ord Gi* statistic, and year 25 measures of brain volume (cerebral, gray matter, white matter, and hippocampal volumes) in midlife. We studied 290 Black participants with available brain imaging data who were enrolled in the Coronary Artery Risk Development in Young Adults (CARDIA) Study, a prospective cohort study. CARDIA investigators originally recruited 2,637 Black participants aged 18-30 years from 4 field centers across the United States. We conducted analyses using marginal structural models, incorporating inverse probability of treatment weighting and inverse probability of censoring weighting. We found that compared with low/medium segregation, greater cumulative exposure to a high level of racial residential segregation throughout young adulthood was associated with smaller brain volumes in general (e.g., for cerebral volume, β = -0.08, 95% confidence interval: -0.15, -0.02) and with a more pronounced reduction in hippocampal volume, though results were not statistically significant. Our findings suggest that exposure to segregated neighborhoods may be associated with worse brain aging.
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15
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Chosy EJ, Edland S, Launer L, White LR. Midlife alcohol consumption and later life cognitive impairment: Light drinking is not protective and APOE genotype does not change this relationship. PLoS One 2022; 17:e0264575. [PMID: 35275952 PMCID: PMC8916616 DOI: 10.1371/journal.pone.0264575] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 02/12/2022] [Indexed: 11/30/2022] Open
Abstract
Introduction Much debate exists about the role of light to moderate alcohol intake and subsequent cognitive function. The apolipoprotein E genotype may modify the relationship. Methods Using data from the Honolulu-Asia Aging Study, a longitudinal population-based cohort (n = 2,416), Cox proportional hazards regression analyses were performed to measure midlife alcohol intake (average age = 52 years) and later life cognitive function (average age = 87 years) and to explore the role of apolipoprotein E genotype. Results No protective effect of light drinking (>1 drink/month– 1 drink/day) or moderate drinking (>1–2 drinks/day) was observed in the cohort in adjusted models (HR = 1.013, CI:0.88–1.16; HR = 1.104, CI:0.91–1.34, respectively). Heavy drinking (>2–4 drinks/day) and very heavy drinking (>4 drinks/day) increased the risk for incident moderate cognitive impairment (HR = 1.355, CI:1.09–1.68; HR = 1.462, CI:1.04–2.05, respectively). When examining the relationship by apolipoprotein E ε4 carrier status, a similar dose-response pattern was observed in both groups with higher hazard ratios for those carrying at least one copy of the apolipoprotein E ℇ4 allele. As alcohol level increased, the age at incident moderate cognitive impairment decreased, especially among those with at least one apolipoprotein E ℇ4 allele. Discussion We did not observe a significant protective effect for light to moderate drinking in midlife and subsequent cognitive impairment in this cohort. Heavy drinking increased the risk for moderate cognitive impairment and decreased the age at incidence, as did carrying at least one allele of the apolipoprotein E ℇ4 gene.
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Affiliation(s)
- E. Julia Chosy
- Pacific Health Research and Education Institute, Honolulu, Hawaii, United States of America
- * E-mail:
| | - Steven Edland
- University of California at San Diego, La Jolla, California, United States of America
| | - Lenore Launer
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Lon R. White
- Pacific Health Research and Education Institute, Honolulu, Hawaii, United States of America
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16
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Zheng Y, Habes M, Gonzales M, Pomponio R, Nasrallah I, Khan S, Vaughan DE, Davatzikos C, Seshadri S, Launer L, Sorond F, Sedaghat S, Wainwright D, Baccarelli A, Sidney S, Bryan N, Greenland P, Lloyd-Jones D, Yaffe K, Hou L. Mid-life epigenetic age, neuroimaging brain age, and cognitive function: coronary artery risk development in young adults (CARDIA) study. Aging (Albany NY) 2022; 14:1691-1712. [PMID: 35220276 PMCID: PMC8908939 DOI: 10.18632/aging.203918] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [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: 07/07/2021] [Accepted: 02/08/2022] [Indexed: 11/25/2022]
Abstract
The proportion of aging populations affected by dementia is increasing. There is an urgent need to identify biological aging markers in mid-life before symptoms of age-related dementia present for early intervention to delay the cognitive decline and the onset of dementia. In this cohort study involving 1,676 healthy participants (mean age 40) with up to 15 years of follow up, we evaluated the associations between cognitive function and two classes of novel biological aging markers: blood-based epigenetic aging and neuroimaging-based brain aging. Both accelerated epigenetic aging and brain aging were prospectively associated with worse cognitive outcomes. Specifically, every year faster epigenetic or brain aging was on average associated with 0.19-0.28 higher (worse) Stroop score, 0.04-0.05 lower (worse) RAVLT score, and 0.23-0.45 lower (worse) DSST (all false-discovery-rate-adjusted p <0.05). While epigenetic aging is a more stable biomarker with strong long-term predictive performance for cognitive function, brain aging biomarker may change more dynamically in temporal association with cognitive decline. The combined model using epigenetic and brain aging markers achieved the highest accuracy (AUC: 0.68, p<0.001) in predicting global cognitive function status. Accelerated epigenetic age and brain age at midlife may aid timely identification of individuals at risk for accelerated cognitive decline and promote the development of interventions to preserve optimal functioning across the lifespan.
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Affiliation(s)
- Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Mohamad Habes
- Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX 78229, USA
- Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Mitzi Gonzales
- Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX 78229, USA
| | - Raymond Pomponio
- Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ilya Nasrallah
- Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sadiya Khan
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
- Division of Cardiology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Douglas E. Vaughan
- Feinberg Cardiovascular Research Institute, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Christos Davatzikos
- Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sudha Seshadri
- Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX 78229, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Farzaneh Sorond
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Sanaz Sedaghat
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA
| | - Derek Wainwright
- Departments of Neurological Surgery, Medicine-Hematology and Oncology, Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Andrea Baccarelli
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY 10032, USA
| | - Stephen Sidney
- Kaiser Permanente Division of Research, Oakland, CA 94612, USA
| | - Nick Bryan
- Department of Diagnostic Medicine, Dell Medical School, University of Texas at Austin, Austin, TX 78712, USA
| | - Philip Greenland
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Donald Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Kristine Yaffe
- Departments of Psychiatry and Behavioral Sciences, University of California, San Francisco, CA 94143, USA
- Department of Neurology University of California, San Francisco, CA 94143, USA
- Department of Epidemiology and Biostatistics, University of California San Francisco, CA 94143, USA
- San Francisco VA Medical Center, San Francisco, CA 94143, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
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17
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Taub MA, Conomos MP, Keener R, Iyer KR, Weinstock JS, Yanek LR, Lane J, Miller-Fleming TW, Brody JA, Raffield LM, McHugh CP, Jain D, Gogarten SM, Laurie CA, Keramati A, Arvanitis M, Smith AV, Heavner B, Barwick L, Becker LC, Bis JC, Blangero J, Bleecker ER, Burchard EG, Celedón JC, Chang YPC, Custer B, Darbar D, de las Fuentes L, DeMeo DL, Freedman BI, Garrett ME, Gladwin MT, Heckbert SR, Hidalgo BA, Irvin MR, Islam T, Johnson WC, Kaab S, Launer L, Lee J, Liu S, Moscati A, North KE, Peyser PA, Rafaels N, Seidman C, Weeks DE, Wen F, Wheeler MM, Williams LK, Yang IV, Zhao W, Aslibekyan S, Auer PL, Bowden DW, Cade BE, Chen Z, Cho MH, Cupples LA, Curran JE, Daya M, Deka R, Eng C, Fingerlin TE, Guo X, Hou L, Hwang SJ, Johnsen JM, Kenny EE, Levin AM, Liu C, Minster RL, Naseri T, Nouraie M, Reupena MS, Sabino EC, Smith JA, Smith NL, Lasky-Su J, Taylor JG, Telen MJ, Tiwari HK, Tracy RP, White MJ, Zhang Y, Wiggins KL, Weiss ST, Vasan RS, Taylor KD, Sinner MF, Silverman EK, Shoemaker MB, Sheu WHH, Sciurba F, Schwartz DA, Rotter JI, Roden D, Redline S, Raby BA, Psaty BM, Peralta JM, Palmer ND, Nekhai S, Montgomery CG, Mitchell BD, Meyers DA, McGarvey ST, Mak AC, Loos RJ, Kumar R, Kooperberg C, Konkle BA, Kelly S, Kardia SL, Kaplan R, He J, Gui H, Gilliland FD, Gelb BD, Fornage M, Ellinor PT, de Andrade M, Correa A, Chen YDI, Boerwinkle E, Barnes KC, Ashley-Koch AE, Arnett DK, Albert C, Laurie CC, Abecasis G, Nickerson DA, Wilson JG, Rich SS, Levy D, Ruczinski I, Aviv A, Blackwell TW, Thornton T, O’Connell J, Cox NJ, Perry JA, Armanios M, Battle A, Pankratz N, Reiner AP, Mathias RA. Genetic determinants of telomere length from 109,122 ancestrally diverse whole-genome sequences in TOPMed. Cell Genom 2022; 2:S2666-979X(21)00105-1. [PMID: 35530816 PMCID: PMC9075703 DOI: 10.1016/j.xgen.2021.100084] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 09/03/2021] [Accepted: 12/10/2021] [Indexed: 01/16/2023]
Abstract
Genetic studies on telomere length are important for understanding age-related diseases. Prior GWAS for leukocyte TL have been limited to European and Asian populations. Here, we report the first sequencing-based association study for TL across ancestrally-diverse individuals (European, African, Asian and Hispanic/Latino) from the NHLBI Trans-Omics for Precision Medicine (TOPMed) program. We used whole genome sequencing (WGS) of whole blood for variant genotype calling and the bioinformatic estimation of telomere length in n=109,122 individuals. We identified 59 sentinel variants (p-value <5×10-9) in 36 loci associated with telomere length, including 20 newly associated loci (13 were replicated in external datasets). There was little evidence of effect size heterogeneity across populations. Fine-mapping at OBFC1 indicated the independent signals colocalized with cell-type specific eQTLs for OBFC1 (STN1). Using a multi-variant gene-based approach, we identified two genes newly implicated in telomere length, DCLRE1B (SNM1B) and PARN. In PheWAS, we demonstrated our TL polygenic trait scores (PTS) were associated with increased risk of cancer-related phenotypes.
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Affiliation(s)
- Margaret A. Taub
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Matthew P. Conomos
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Rebecca Keener
- Department of Biomedical Engineering, Johns Hopkins Whiting School of Engineering, Baltimore, MD, USA
| | - Kruthika R. Iyer
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Joshua S. Weinstock
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Lisa R. Yanek
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - John Lane
- Department of Laboratory Medicine & Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Tyne W. Miller-Fleming
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina, Chapel Hill, Chapel Hill, NC, USA
| | - Caitlin P. McHugh
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Deepti Jain
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Stephanie M. Gogarten
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Cecelia A. Laurie
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Ali Keramati
- Department of Cardiology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Marios Arvanitis
- Department of Medicine, Division of Cardiology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Albert V. Smith
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Benjamin Heavner
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Lucas Barwick
- LTRC Data Coordinating Center, The Emmes Company, LLC, Rockville, MD, USA
| | - Lewis C. Becker
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - John Blangero
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Eugene R. Bleecker
- Department of Medicine, Division of Genetics, Genomics, and Precision Medicine, University of Arizona, Tucson, AZ, USA
- Division of Pharmacogenomics, University of Arizona, Tucson, AZ, USA
| | - Esteban G. Burchard
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Juan C. Celedón
- Division of Pediatric Pulmonary Medicine, UPMC Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Yen Pei C. Chang
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Brian Custer
- Vitalant Research Institute, San Francisco, CA, USA
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Dawood Darbar
- Division of Cardiology, University of Illinois at Chicago, Chicago, IL, USA
| | - Lisa de las Fuentes
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine in St. Louis, St. Louis, MO, USA
| | - Dawn L. DeMeo
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Barry I. Freedman
- Department of Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Melanie E. Garrett
- Department of Medicine and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, NC, USA
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Mark T. Gladwin
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit and Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Bertha A. Hidalgo
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Marguerite R. Irvin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Talat Islam
- Division of Environmental Health, Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - W. Craig Johnson
- Department of Biostatistics, Collaborative Health Studies Coordinating Center, University of Washington, Seattle, WA, USA
| | - Stefan Kaab
- Department of Medicine I, University Hospital Munich, Ludwig-Maximilian’s University, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Jiwon Lee
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
| | - Simin Liu
- Department of Epidemiology and Brown Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
| | - Arden Moscati
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kari E. North
- Department of Epidemiology, University of North Carolina, Chapel Hill, Chapel Hill, NC, USA
| | - Patricia A. Peyser
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Nicholas Rafaels
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | | | - Daniel E. Weeks
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Fayun Wen
- Center for Sickle Cell Disease and Department of Medicine, College of Medicine, Howard University, Washington, DC 20059, USA
| | - Marsha M. Wheeler
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - L. Keoki Williams
- Center for Individualized and Genomic Medicine Research (CIGMA), Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
| | - Ivana V. Yang
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Wei Zhao
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Stella Aslibekyan
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Paul L. Auer
- Zilber School of Public Health, University of Wisconsin, Milwaukee, Milwaukee, WI, USA
| | - Donald W. Bowden
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Brian E. Cade
- Harvard Medical School, Boston, MA, USA
- Division of Sleep Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - Zhanghua Chen
- Division of Environmental Health, Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Michael H. Cho
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- The National Heart, Lung, and Blood Institute, Boston University’s Framingham Heart Study, Framingham, MA, USA
| | - Joanne E. Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Michelle Daya
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Ranjan Deka
- Department of Environmental and Public Health Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Celeste Eng
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Tasha E. Fingerlin
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA
- Department of Biostatistics and Informatics, University of Colorado, Denver, Aurora, CO, 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
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Shih-Jen Hwang
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jill M. Johnsen
- Bloodworks Northwest Research Institute, Seattle, WA, USA
- University of Washington, Department of Medicine, Seattle, WA, USA
| | - Eimear E. Kenny
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Center for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Albert M. Levin
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA
| | - Chunyu Liu
- The National Heart, Lung, and Blood Institute, Boston University’s Framingham Heart Study, Framingham, MA, USA
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | - Ryan L. Minster
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Take Naseri
- Ministry of Health, Government of Samoa, Apia, Samoa
- Department of Epidemiology & International Health Institute, School of Public Health, Brown University, Providence, RI, USA
| | - Mehdi Nouraie
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | | | - Ester C. Sabino
- Instituto de Medicina Tropical da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Jennifer A. Smith
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Nicholas L. Smith
- Cardiovascular Health Research Unit and Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Jessica Lasky-Su
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - James G. Taylor
- Center for Sickle Cell Disease and Department of Medicine, College of Medicine, Howard University, Washington, DC 20059, USA
| | - Marilyn J. Telen
- Department of Medicine and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, NC, USA
- Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, NC, USA
| | - Hemant K. Tiwari
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Russell P. Tracy
- Departments of Pathology & Laboratory Medicine and Biochemistry, Larrner College of Medicine, University of Vermont, Colchester, VT, USA
| | - Marquitta J. White
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Yingze Zhang
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Kerri L. Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Scott T. Weiss
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Ramachandran S. Vasan
- The National Heart, Lung, and Blood Institute, Boston University’s Framingham Heart Study, Framingham, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Kent D. Taylor
- 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
| | - Moritz F. Sinner
- Department of Medicine I, University Hospital Munich, Ludwig-Maximilian’s University, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Edwin K. Silverman
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - M. Benjamin Shoemaker
- Departments of Medicine, Pharmacology, and Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Wayne H.-H. Sheu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Frank Sciurba
- Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - David A. Schwartz
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Daniel Roden
- Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Susan Redline
- Division of Sleep Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Benjamin A. Raby
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Pulmonary Medicine, Boston Children’s Hospital, Boston, MA, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA, USA
| | - Juan M. Peralta
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Nicholette D. Palmer
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Sergei Nekhai
- Center for Sickle Cell Disease and Department of Medicine, College of Medicine, Howard University, Washington, DC 20059, USA
| | - Courtney G. Montgomery
- Genes and Human Disease Research Program, Oklahoma Medical Research Foundation, Oklahoma City, OK, USA
| | - 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
| | - Deborah A. Meyers
- Department of Medicine, Division of Genetics, Genomics, and Precision Medicine, University of Arizona, Tucson, AZ, USA
- Division of Pharmacogenomics, University of Arizona, Tucson, AZ, USA
| | - Stephen T. McGarvey
- Department of Epidemiology & International Health Institute, School of Public Health, Brown University, Providence, RI, USA
| | | | - Angel C.Y. Mak
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Ruth J.F. Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Rajesh Kumar
- Division of Allergy and Clinical Immunology, The Ann and Robert H. Lurie Children’s Hospital of Chicago, and Department of Pediatrics, Northwestern University, Chicago, IL, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Barbara A. Konkle
- Bloodworks Northwest Research Institute, Seattle, WA, USA
- University of Washington, Department of Medicine, Seattle, WA, USA
| | - Shannon Kelly
- Vitalant Research Institute, San Francisco, CA, USA
- UCSF Benioff Children’s Hospital, Oakland, CA, USA
| | - Sharon L.R. Kardia
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Robert Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Jiang He
- Department of Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Hongsheng Gui
- Center for Individualized and Genomic Medicine Research (CIGMA), Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
| | - Frank D. Gilliland
- Division of Environmental Health, Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Bruce D. Gelb
- Mindich Child Health and Development Institute, Departments of Pediatrics and Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - 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
| | - Patrick T. Ellinor
- Cardiology Division, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Mariza de Andrade
- Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN, USA
| | - Adolfo Correa
- Jackson Heart Study and Departments of Medicine and Population Health Science, Jackson, MS, USA
| | - Yii-Der Ida Chen
- 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
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Kathleen C. Barnes
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Allison E. Ashley-Koch
- Department of Medicine and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, NC, USA
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Donna K. Arnett
- College of Public Health, University of Kentucky, Lexington, KY, USA
| | - Christine Albert
- Harvard Medical School, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | | | | | | | - Cathy C. Laurie
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Goncalo Abecasis
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | | | - James G. Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MI, USA
| | - Stephen S. Rich
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Daniel Levy
- The National Heart, Lung, and Blood Institute, Boston University’s Framingham Heart Study, Framingham, MA, USA
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | - Ingo Ruczinski
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Abraham Aviv
- Center of Human Development and Aging, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Thomas W. Blackwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Timothy Thornton
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jeff O’Connell
- Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Nancy J. Cox
- Vanderbilt Genetics Institute and Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James A. Perry
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Mary Armanios
- Department of Oncology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Alexis Battle
- Department of Biomedical Engineering, Johns Hopkins Whiting School of Engineering, Baltimore, MD, USA
- Departments of Computer Science and Genetic Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Nathan Pankratz
- Department of Laboratory Medicine & Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Alexander P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Rasika A. Mathias
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
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18
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Toledo JB, Liu H, Grothe MJ, Rashid T, Launer L, Shaw LM, Snoussi H, Heckbert S, Weiner M, Trojanwoski JQ, Seshadri S, Habes M. Disentangling tau and brain atrophy cluster heterogeneity across the Alzheimer's disease continuum. A&D Transl Res & Clin Interv 2022; 8:e12305. [PMID: 35619830 PMCID: PMC9127251 DOI: 10.1002/trc2.12305] [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] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 04/18/2022] [Accepted: 04/20/2022] [Indexed: 12/01/2022]
Abstract
Introduction Neuroimaging heterogeneity in dementia has been examined using single modalities. We evaluated the associations of magnetic resonance imaging (MRI) atrophy and flortaucipir positron emission tomography (PET) clusters across the Alzheimer's disease (AD) spectrum. Methods We included 496 Alzheimer's Disease Neuroimaging Initiative participants with brain MRI, flortaucipir PET scan, and amyloid beta biomarker measures obtained. We applied a novel robust collaborative clustering (RCC) approach on the MRI and flortaucipir PET scans. We derived indices for AD‐like (SPARE‐AD index) and brain age (SPARE‐BA) atrophy. Results We identified four tau (I–IV) and three atrophy clusters. Tau clusters were associated with the apolipoprotein E genotype. Atrophy clusters were associated with white matter hyperintensity volumes. Only the hippocampal sparing atrophy cluster showed a specific association with brain aging imaging index. Tau clusters presented stronger clinical associations than atrophy clusters. Tau and atrophy clusters were partially associated. Conclusions Each neuroimaging modality captured different aspects of brain aging, genetics, vascular changes, and neurodegeneration leading to individual multimodal phenotyping.
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Affiliation(s)
- Jon B. Toledo
- Department of Neurology University of Florida College of Medicine Gainesville Florida USA
| | - Hangfan Liu
- Center for Biomedical Image Computing and Analytics (CBICA) University of Pennsylvania Philadelphia Pennsylvania USA
| | - Michel J. Grothe
- Unidad de Trastornos del Movimiento, Instituto de Bioedicina de Sevilla (IBiS) Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla Seville Spain
| | - Tanweer Rashid
- Center for Biomedical Image Computing and Analytics (CBICA) University of Pennsylvania Philadelphia Pennsylvania USA
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases University of Texas Health Science Center San Antonio (UTHSCSA) San Antonio Texas USA
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program National Institute on Aging Bethesda Maryland USA
| | - Leslie M. Shaw
- Department of Pathology and Laboratory Medicine Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
| | - Haykel Snoussi
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases University of Texas Health Science Center San Antonio (UTHSCSA) San Antonio Texas USA
| | - Susan Heckbert
- Department of Epidemiology and Cardiovascular Health Research Unit University of Washington Seattle Washington USA
- Department of Radiology University of California San Francisco California USA
- Department of Medicine University of California San Francisco California USA
- Department of Psychiatry University of California San Francisco California USA
| | - Michael Weiner
- Department of Veterans Affairs Medical Center Center for Imaging of Neurodegenerative Diseases San Francisco California USA
- Department of Neurology University of California San Francisco California USA
- Alzheimer's Disease Core Center, Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
| | - John Q. Trojanwoski
- Department of Pathology and Laboratory Medicine Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
- Institute on Aging Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
| | - Sudha Seshadri
- Udall Parkinson's Research Center Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases University of Texas Health Sciences Center San Antonio Texas USA
| | - Mohamad Habes
- Center for Biomedical Image Computing and Analytics (CBICA) University of Pennsylvania Philadelphia Pennsylvania USA
- Neuroimage Analytics Laboratory (NAL) and the Biggs Institute Neuroimaging Core (BINC), Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases University of Texas Health Science Center San Antonio (UTHSCSA) San Antonio Texas USA
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19
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Pajewski N, Elahi F, Ix J, Nasrallah I, Hinman J, Launer L, Williamson J, Wilcock D. Plasma Biomarkers of Angiogenesis Related to Small Vessel Brain Disease in SPRINT. Innov Aging 2021. [PMCID: PMC8680928 DOI: 10.1093/geroni/igab046.2517] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Meta-analyses incorporating the Systolic Blood Pressure Intervention Trial (SPRINT) have shown a reduced incidence of dementia with blood pressure lowering. However, mechanistic explanations for this effect are lacking, apart from slowed progression of cerebral white matter lesions (WML). Here we examine possible biomarkers of angiogenesis related to small vessel brain disease including bFGF, FLT1, PLGF, TIE-2, VEGF, VEGF-C, and VEGF-D. The biomarkers were assayed in plasma at baseline and during follow-up (median follow-up = 3.8 years) in a subgroup of participants 60 to 89 years old from SPRINT (N=517). We modeled changes in each biomarker using robust linear mixed models accounting for treatment group, time since randomization, and kidney function. Participants were 69.8 ± 7.1 (standard deviation) years of age, 42.1% female, with a mean systolic blood pressure (SBP) of 138.2 ± 17.0 mm Hg. At baseline, none of the biomarkers were associated with WML lesion volume or total brain volumes adjusting for age (all p>0.05), while FLT1, PLGF, and TIE-2 were negatively associated with frontal gray matter cerebral blood flow (partial correlations of -0.11, -0.10, and -0.12 respectively, all p<0.05). For both intensive (target SBP<120 mm Hg) and standard (target SBP<140 m Hg) blood pressure control, mean levels for the majority of biomarkers increased during follow-up, with the exceptions of TIE-2 (decreased over follow-up) and VEGF-D (no change). We did not observe significant between-group differences for the change in these plasma biomarkers of angiogenesis comparing intensive to standard blood pressure treatment.
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Affiliation(s)
- Nicholas Pajewski
- Wake Forest School of Medicine, Winston-Salem, North Carolina, United States
| | - Fanny Elahi
- University of California San Francisco, San Francisco, California, United States
| | - Joachim Ix
- University of California San Diego, La Jolla, California, United States
| | - Ilya Nasrallah
- University of Pennslyvania, Philadelphia, Pennsylvania, United States
| | - Jason Hinman
- David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States
| | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States
| | - Jeff Williamson
- Wake Forest School of Medicine, Winston-Salem, North Carolina, United States
| | - Donna Wilcock
- University of Kentucky, Lexington, Kentucky, United States
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20
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Eymundsdottir H, Sigurdardottir S, Ramel A, Jonsson P, Gudnason V, Launer L, Chang M. Social Participation and the Risk for Developing Mild Cognitive Impairment and Dementia Among Older Adults. Innov Aging 2021. [PMCID: PMC8679295 DOI: 10.1093/geroni/igab046.049] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Introduction: We aim to investigate the longitudinal associations between social participation and the risk of developing mild cognitive impairment (MCI|) and dementia over 5 years of follow-up among cognitively normal older adults. Methods: A total of 2802 participants had complete follow-up data from Age-Gene/Environment-Susceptibility-Reykjavik-Study. Social participation was assessed by a questionnaire asking the frequency of contact with children, relatives, friends and neighbors. MCI and dementia were diagnosed according to international guidelines and by a team composed of a geriatrician, neurologist, neuropsychologist, and neuroradiologist. Logistic regression analysis was used to assess the associations. Results: At baseline 8% (n=225) reported no social participation. Among cognitively normal participants at baseline, 5.6% (n=243) developed mild cognitive impairment and 2.4% (n= 103) developed dementia during a mean follow-up time of 5.2 years. After full adjustment with covariates including age, gender, education, marital status, vitamin D levels, depression and APOE ε4, those with no social participation at baseline were significantly more likely to develop MCI at follow-up (OR=1.953, P=0.001). However, social participation at baseline was not associated with higher dementia diagnosis at follow-up (OR= 1.490, P=0.194). Conclusions: Community-dwelling old adults who are socially inactive are more likely to develop MCI than those who are socially active. Social participation might independently indicate impending changes in cognitive function among older adults.
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Affiliation(s)
| | | | - Alfons Ramel
- University of Iceland, Reykjavik, Hofuoborgarsvaoio, Iceland
| | - Palmi Jonsson
- University hospital Landspitali, Reykjavik, Hofuoborgarsvaoio, Iceland
| | | | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States
| | - Milan Chang
- The Icelandic Gerontological Research Institute, Reykjavik, Hofuoborgarsvaoio, Iceland
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21
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Chang M, Eymundsdottir H, Ramel A, Sigurdardottir S, Gudnasson V, Launer L, Jonsson P. The Association between Leisure and Physical Activity Level with Depressive Symptoms after 5-years of follow-up. Innov Aging 2021. [PMCID: PMC8681206 DOI: 10.1093/geroni/igab046.2891] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND: Depressive symptoms in older adults are associated with socioeconomic status (SES), medical care, and physical activity. However, there is little evidence on the longitudinal association between level of leisure activity (LA) and physical activity (PA) with depressive symptoms among community-dwelling older adults in Iceland. The study examined an association of LA and PA at baseline with high depressive symptoms (HGDS) assessed after 5 years of follow-up among community-dwelling older adults. METHODS: A large community-based population residing in Reykjavik, Iceland participated in a longitudinal study with 5 years of follow-up (n=2957, 58% women, 74.9±4.8 yrs). Those with HGDS or dementia at baseline were excluded from the analysis. The reported activity was categorized into 2 groups as no-activity versus any-activity. Depressive symptoms were assessed by the 15-item Geriatric Depression Scale (GDS) on average 5 years later. RESULTS: After adjusting for demographic and health-related risk factors, those who reported having any LA had significantly fewer HGDS after the follow-up of 5 years (6 or higher GDS scores, Odds Ratio (OR) = 0.46, 95% Confidence Interval (CI): 0.27 ~ 0.76, P = 0.003). However, reporting any PA at baseline was not significantly associated with HGDS (OR = 0.71, 95% CI: 0.51 ~ 1.00, P = 0.053). CONCLUSION: Our study shows that any LA among older adults is associated with having less depressive symptoms 5 years later among community-dwelling older adults while having any PA was not associated with depressive symptoms after 5 years of follow-up.
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Affiliation(s)
- Milan Chang
- The Icelandic Gerontological Research Institute, Reykjavik, Hofuoborgarsvaoio, Iceland
| | | | - Alfons Ramel
- University of Iceland, Reykjavik, Hofuoborgarsvaoio, Iceland
| | | | | | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States
| | - Palmi Jonsson
- University hospital Landspitali, Reykjavik, Hofuoborgarsvaoio, Iceland
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22
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Bazzi LA, Sigurdardottir LG, Sigurdsson S, Valdimarsdottir U, Torfadottir J, Aspelund T, Czeisler CA, Lockley SW, Jonsson E, Launer L, Harris T, Gudnason V, Mucci LA, Markt SC. Exploratory assessment of pineal gland volume, composition, and urinary 6-sulfatoxymelatonin levels on prostate cancer risk. Prostate 2021; 81:487-496. [PMID: 33860950 PMCID: PMC8194005 DOI: 10.1002/pros.24130] [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: 01/19/2021] [Revised: 03/15/2021] [Accepted: 03/31/2021] [Indexed: 11/07/2022]
Abstract
INTRODUCTION Melatonin levels are partially driven by the parenchyma volume of the pineal gland. Low urinary levels of 6-sulfatoxymelatonin have been associated with increased risk of advanced prostate cancer, but the relationship between pineal gland volume and composition and prostate cancer risk has not been examined. MATERIALS AND METHODS We utilized data from 864 men from the AGES-Reykjavik Study with complete pineal gland volumes and urinary 6-sulfatoxymelatonin measurements. Pineal parenchyma, calcification, and cyst volumes were calculated from brain magnetic resonance imaging. Levels of 6-sulfatoxymelatonin were assayed from prediagnostic urine samples. We calculated Pearson correlation coefficients between parenchyma volume and urinary 6-sulfatoxymelatonin levels. We used Cox proportional hazards regression to calculate multivariable hazard ratios (HRs) and 95% confidence intervals (95% CIs) comparing prostate cancer risk across parenchyma volume tertiles and across categories factoring in parenchyma volume, gland composition, and urinary 6-sulfatoxymelatonin level. RESULTS Parenchyma volume was moderately correlated with urinary 6-sulfatoxymelatonin level (r = .24; p < .01). There was no statistically significant association between parenchyma volume tertile and prostate cancer risk. Men with high parenchyma volume, pineal cysts and calcifications, and low urinary 6-sulfatoxymelatonin levels had almost twice the risk of total prostate cancer as men with low parenchyma volume, no pineal calcifications or cysts, and low urinary 6-sulfatoxymelatonin levels (HR: 1.98; 95% CI: 1.02, 3.84; p: .04). CONCLUSIONS Although parenchyma volume is not associated with prostate cancer risk, pineal gland composition and other circadian dynamics may influence risk for prostate cancer. Additional studies are needed to examine the interplay of pineal gland volume, composition, and melatonin levels on prostate cancer risk.
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Affiliation(s)
- Latifa A Bazzi
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Lara G Sigurdardottir
- Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Unnur Valdimarsdottir
- Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | | | - Thor Aspelund
- Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Charles A Czeisler
- Division Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Division of Sleep Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Steven W Lockley
- Division Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Division of Sleep Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Eirikur Jonsson
- Department of Urology, Landspitali University Hospital, Reykjavik, Iceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, National Institute on Aging, Bethesda, Maryland, USA
| | - Tamara Harris
- Laboratory of Epidemiology and Population Science, National Institute on Aging, Bethesda, Maryland, USA
| | - Vilmundur Gudnason
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Lorelei A Mucci
- Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Sarah C Markt
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
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23
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Zeki Al Hazzouri A, Caunca MR, Jawadekar N, Grasset L, Elfassy T, Odden MC, Wu C, Elbejjani M, Launer L, Yaffe K. Associations between 20-year lipid variability throughout young adulthood and midlife cognitive function and brain integrity. J Gerontol A Biol Sci Med Sci 2021; 77:114-121. [PMID: 33839774 DOI: 10.1093/gerona/glab108] [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: 04/13/2020] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Little is known about long-term lipid variability in young adulthood in relation to cognitive function and brain integrity in midlife. METHODS We studied 3,328 adults from the Coronary Artery Risk Development in Young Adults. We defined low- and high- density lipoprotein (LDL, HDL) variability as the intra-individual standard deviation of lipid measurements over 20 years of young adulthood (1985-2005). Cognitive tests were administered in 2010. Brain scans were performed in 2010 on 714 participants. To facilitate comparison, cognitive tests and brain metrics were z-scored. RESULTS Mean age at baseline was 25.4 years. Higher 20-year LDL variability was associated with worse verbal memory in midlife (β=-0.25, 95% CI [-0.42, -0.08]), adjusted for important covariates. Higher 20-year HDL variability was associated with worse processing speed in midlife (β=-0.80, 95% CI [-1.18, -0.41]) and brain integrity, e.g. smaller total brain volume (β=-0.58, 95% CI [-0.82, -0.34]) and worse total brain fractional anisotropy (β=-1.13, 95% CI [-1.87, -0.39]). CONCLUSIONS Higher long-term lipid variability in adulthood was associated with worse cognition and brain integrity in midlife, in a relatively young cohort.
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Affiliation(s)
| | - Michelle R Caunca
- Departments of Neurology and Public Health Sciences, Miller School of Medicine, University of Miami, FL.,Evelyn F. McKnight Brain Institute, Miller School of Medicine, University of Miami, FL
| | - Neal Jawadekar
- Department of Epidemiology, Mailman School of Public Health, Columbia University, NY
| | - Leslie Grasset
- Université de Bordeaux, INSERM, Bordeaux Population Health Research Center, Team VINTAGE UMR1219, Bordeaux, France
| | - Tali Elfassy
- Division of Epidemiology, Department of Public Health Sciences, University of Miami
| | - Michelle C Odden
- Department of Health Research and Policy, Stanford University, Palo Alto, CA
| | - Chenkai Wu
- Department of Global Health, Duke Kunshan University, Suzhou, China
| | - Martine Elbejjani
- Clinical Research Institute, Department of Internal Medicine, American University of Beirut, Lebanon
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, Bethesda, MD
| | - Kristine Yaffe
- Departments of Psychiatry, Neurology, and Epidemiology and Biostatistics, University of California San Francisco, CA
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24
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Caunca MR, Odden MC, Glymour MM, Elfassy T, Kershaw KN, Sidney S, Yaffe K, Launer L, Zeki Al Hazzouri A. Association of Racial Residential Segregation Throughout Young Adulthood and Cognitive Performance in Middle-aged Participants in the CARDIA Study. JAMA Neurol 2021; 77:1000-1007. [PMID: 32364578 DOI: 10.1001/jamaneurol.2020.0860] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Importance Neighborhood-level residential segregation is implicated as a determinant for poor health outcomes in black individuals, but it is unclear whether this association extends to cognitive aging, especially in midlife. Objective To examine the association between cumulative exposure to residential segregation during 25 years of young adulthood among black individuals and cognitive performance in midlife. Design, Setting, and Participants The ongoing prospective cohort Coronary Artery Risk Development in Young Adults (CARDIA) Study recruited 5115 black and white participants aged 18 to 30 years from 4 field centers at the University of Alabama, Birmingham; University of Minnesota, Minneapolis; Northwestern University, Chicago, Illinois; and Kaiser Permanente, Oakland, California. Data were acquired from February 1985 to May 2011. Among the surviving CARDIA cohort, 3671 (71.8%) attended examination year 25 of the study in 2010, when cognition was measured, and 3008 (81.9%) of those completed the cognitive assessments. To account for time-varying confounding and differential censoring, marginal structural models using inverse probability weighting were applied. Data were analyzed from April 16 to July 20, 2019. Main Outcomes and Measures Racial residential segregation was measured using the Getis-Ord Gi* statistic, and the mean cumulative exposure to segregation was calculated across 6 follow-up visits from baseline to year 25 of the study, then categorized into high, medium, and low segregation. Cognitive function was measured at year 25 of the study, using the Digit Symbol Substitution Test (DSST), Stroop color test (reverse coded), and Rey Auditory Verbal Learning Test. To facilitate comparison of estimates, z scores were calculated for all cognitive tests. Results A total of 1568 black participants with available cognition data were included in the analysis. At baseline, participants had a mean (SD) age of 25 (4) years and consisted of 936 women (59.7%). Greater cumulative exposure to segregated neighborhoods was associated with a worse DSST z score (for high segregation, β = -0.37 [95% CI, -0.61 to -0.13]; for medium segregation, β = -0.25 [95% CI, -0.51 to 0.0002]) relative to exposure to low segregation. Conclusions and Relevance In this cohort study, exposure to residential segregation throughout young adulthood was associated with worse processing speed among black participants as early as in midlife. This association may potentially explain black-white disparities in dementia risk at older age.
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Affiliation(s)
- Michelle R Caunca
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, Florida.,Department of Neurology, Miller School of Medicine, University of Miami, Miami, Florida.,Evelyn F. McKnight Brain Institute, Miller School of Medicine, University of Miami, Miami, Florida.,Medical Scientist Training Program, Miller School of Medicine, University of Miami, Miami, Florida
| | - Michelle C Odden
- Department of Health Research and Policy, Stanford University, Palo Alto, California
| | - M Maria Glymour
- Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - Tali Elfassy
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, Florida.,Department of Neurology, Miller School of Medicine, University of Miami, Miami, Florida
| | - Kiarri N Kershaw
- Division of Epidemiology, Department of Preventative Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Stephen Sidney
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Kristine Yaffe
- Department of Epidemiology and Biostatistics, University of California, San Francisco.,Department of Psychiatry, University of California, San Francisco.,Department of Neurology, University of California, San Francisco
| | - Lenore Launer
- Neuroepidemiology Section, Intramural Research Program, National Institute on Aging, Bethesda, Maryland
| | - Adina Zeki Al Hazzouri
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, New York
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25
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Figueiredo P, Marques EA, Gudnason V, Lang T, Sigurdsson S, Jonsson PV, Aspelund T, Siggeirsdottir K, Launer L, Eiriksdottir G, Harris TB. Computed tomography-based skeletal muscle and adipose tissue attenuation: Variations by age, sex, and muscle. Exp Gerontol 2021; 149:111306. [PMID: 33713735 DOI: 10.1016/j.exger.2021.111306] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [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: 12/20/2020] [Revised: 02/17/2021] [Accepted: 03/06/2021] [Indexed: 01/04/2023]
Abstract
OBJECTIVE This study aimed to investigate how skeletal muscle attenuation and adipose tissue (AT) attenuation of the quadriceps, hamstrings, paraspinal muscle groups and the psoas muscle vary according to the targeted muscles, sex, and age. DESIGN Population-based cross-sectional study. SETTING Community-dwelling old population in Reykjavik, Iceland. SUBJECTS A total of 5331 older adults (42.8% women), aged 66-96 years from the Age, Gene/Environment Susceptibility (AGES)- Reykjavik Study, who participated in the baseline visit (between 2002 and 2006) and had valid thigh and abdominal computed tomography (CT) scans were studied. METHODS Muscle attenuation and AT attenuation of the quadriceps, hamstrings, paraspinal muscle groups and the psoas muscle were determined using CT. Linear mixed model analysis of variance was performed for each sex, with skeletal muscle or AT attenuation as the dependent variable. RESULTS Muscle attenuation decreased, and AT attenuation increased with age in both sexes, and these differences were specific for each muscle, although not in all age groups. Age-related differences in muscle and AT attenuation varied with specific muscle. In general, for both sexes, skeletal muscle attenuation of the hamstrings declined more than average with age. Men and women displayed a different pattern in the age differences in AT attenuation for each muscle. CONCLUSIONS Our data support the hypotheses that skeletal muscle attenuation decreases, and AT attenuation increases with aging. In addition, our data add new evidence, supporting that age-related differences in skeletal muscle and AT attenuation vary between muscles.
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Affiliation(s)
- Pedro Figueiredo
- Laboratory of Epidemiology and Population Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA; Research Center in Sports Sciences, Health Sciences and Human Development - CIDESD, University Institute of Maia - ISMAI, Maia, Portugal; Portugal Football School, Portuguese Football Federation, Oeiras, Portugal.
| | - Elisa A Marques
- Laboratory of Epidemiology and Population Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA; Research Center in Sports Sciences, Health Sciences and Human Development - CIDESD, University Institute of Maia - ISMAI, Maia, Portugal
| | - Vilmundur Gudnason
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; University of Iceland, Reykjavik, Iceland
| | - Thomas Lang
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA
| | | | | | - Thor Aspelund
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Kristin Siggeirsdottir
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; Janus Rehabilitation, Reykjavik, Iceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | | | - Tamara B Harris
- Laboratory of Epidemiology and Population Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
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26
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Auðunsson AB, Elíasson GJ, Steingrímsson E, Aspelund T, Sigurdsson S, Launer L, Gudnason V, Jonsson H. Diffuse idiopathic skeletal hyperostosis in elderly Icelanders and its association with the metabolic syndrome: the AGES-Reykjavik Study. Scand J Rheumatol 2021; 50:314-318. [PMID: 33682605 DOI: 10.1080/03009742.2020.1846779] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objective: To describe the prevalence of diffuse idiopathic skeletal hyperostosis (DISH) in a large population-based study of elderly Icelanders, with particular reference to weight-related factors and the metabolic syndrome.Method: The study population comprised 5321 participants aged 68-96 years (2276 males, mean ± sd age 76 ± 5 , and 3045 females, age 77 ± 6) from the AGES-Reykjavik Study. DISH diagnosis was based on computed tomography (CT) scans, and interpreted strictly by the Resnick criteria and additional suggestions for CT interpretation by Oudkerk et al. Radiology readings were taken by a radiology resident and sample readings by two experienced radiologists.Results: A diagnosis of DISH was made in 13.7% of males and 2.8% of females. There was no association with age, but a strong association was seen with the metabolic syndrome [odds ratio (OR) 2.12, 95% confidence interval (CI) 1.69-2.64, p = 3.9 × 10-11]. Among the components of the metabolic syndrome, the association with DISH was significant for the insulin resistance criterion (OR 1.66, 95% CI 1.32-2.01, p < 0.001) and the body mass index (BMI) criterion (OR 2.16, 95% CI 1.70-2.74, p < 0.001). Other weight-related variables (midlife BMI, weight, and abdominal circumference) showed similar associations.Conclusions: This study, which to our knowledge is the largest published study on the prevalence of DISH, shows an association with the metabolic syndrome, particularly with the insulin resistance and BMI criteria. This is analogous with previous reports linking DISH with metabolic causes. In this age category, we did not observe any increase in prevalence with age.
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Affiliation(s)
- A B Auðunsson
- Department of Radiology, Landspitali University Hospital, Reykjavík, Iceland
| | - G J Elíasson
- Department of Radiology, Domus Medica, Reykjavík, Iceland
| | | | - T Aspelund
- Icelandic Heart Association, Kopavogur, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | | | - L Launer
- National Institute on Aging (NIA), National Institutes of Health (NIH), Bethesda, MD, USA
| | - V Gudnason
- Icelandic Heart Association, Kopavogur, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - H Jonsson
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland.,Department of Rheumatology, Landspitali University Hospital, Reykjavík, Iceland
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27
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Eymundsdottir H, Ramel A, Geirsdottir OG, Skuladottir SS, Gudmundsson LS, Jonsson PV, Gudnason V, Launer L, Jonsdottir MK, Chang M. Body weight changes and longitudinal associations with cognitive decline among community-dwelling older adults. Alzheimers Dement (Amst) 2021; 13:e12163. [PMID: 33665348 PMCID: PMC7896555 DOI: 10.1002/dad2.12163] [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] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Revised: 01/21/2021] [Accepted: 01/26/2021] [Indexed: 11/10/2022]
Abstract
INTRODUCTION We aim to investigate the longitudinal associations between changes in body weight (BW) and declines in cognitive function and risk of mild cognitive impairment (MCI)/dementia among cognitively normal individuals 65 years or older. METHODS Data from the Age Gene/Environment Susceptibility-Reykjavik Study (AGES-Reykjavik Study) including 2620 participants, were examined using multiple logistic regression models. Cognitive function included speed of processing (SP), executive function (EF), and memory function (MF). Changes in BW were classified as; weight loss (WL), weight gain (WG), and stable weight (SW). RESULTS Mean follow-up time was 5.2 years and 61.3% were stable weight. Participants who experienced WL (13.4%) were significantly more likely to have declines in MF and SP compared to the SW group. Weight changes were not associated with EF. WL was associated with a higher risk of MCI, while WG (25.3%) was associated with a higher dementia risk, when compared to SW. DISCUSSION Significant BW changes in older adulthood may indicate impending changes in cognitive function.
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Affiliation(s)
- Hrafnhildur Eymundsdottir
- Food Science and NutritionUniversity of IcelandReykjavikIceland
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
| | - Alfons Ramel
- Food Science and NutritionUniversity of IcelandReykjavikIceland
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
| | - Olof G. Geirsdottir
- Food Science and NutritionUniversity of IcelandReykjavikIceland
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
| | - Sigrun S. Skuladottir
- Food Science and NutritionUniversity of IcelandReykjavikIceland
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
| | | | - Palmi V. Jonsson
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
- MedicineUniversity of IcelandReykjavikIceland
- Department of Geriatricsthe National University Hospital of IcelandReykjavikIceland
| | - Vilmundur Gudnason
- MedicineUniversity of IcelandReykjavikIceland
- Icelandic Heart AssociationKopavogurIceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population SciencesNational Institute on AgingNational Institutes of HealthBethesdaMarylandUSA
| | - Maria K. Jonsdottir
- Department of PsychologyReykjavik UniversityReykjavikIceland
- Mental Health ServicesLandspitali–The National University Hospital of IcelandIceland
| | - Milan Chang
- The Icelandic Gerontological Research Centerthe National University Hospital of IcelandReykjavikIceland
- Health PromotionSport, and Leisure StudiesSchool of EducationUniversity of IcelandReykjavikIceland
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28
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Zhang X, Gaughan D, Qiu C, Meirelles O, Launer L. Sedentary Behavior, Brain-Derived Neurotrophic Factor (BDNF), and Brain Structure in Midlife: A Brain MRI Study. Innov Aging 2020. [PMCID: PMC7741630 DOI: 10.1093/geroni/igaa057.3264] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Long sedentary time (ST) is associated with poor brain health but the underlying mechanisms are unclear. Studies suggest exercise increases BDNF levels, and that low BDNF levels are associated with cognitive impairment. Limited population-based studies have examined associations among sedentary behavior (SB), BDNF, and brain structures. Here we explore the mediation and interaction effect of BDNF in the association of SB to brain measures. We included 612 participants from the MRI sub-study of the Coronary Artery Risk Development in Young Adults who had plasma BDNF and SB data at the Year 25 examination. SB was estimated by self-reported average ST hours/day spent sitting while watching television, using computers, and riding transportation. Outcome measures were total and selected brain volumes in cubic centimeters (cc). ST was categorized into quartiles. We used general linear regression to examine the following associations, adjusting for age, sex, race, and intracranial volume: Interactions between BDNF and ST on MRI; ST and MRI; ST and BDNF; BDNF and MRI; and ST, BDNF, and MRI. People in the upper 25%ile ST (>8.4 hours/day) had a decreased TB volume of 12.2 cc (p=0.01) compared to the lower 25%ile (<4.3 hours/day). Neither ST nor brain measures were associated with BDNF (p>0.05). Instead, BDNF interacted with ST for TB and WM (p < 0.03): The difference of brain volumes between the upper and lower 25%ile decreased with increasing BDNF levels. Accordingly, higher BDNF levels may protect brain function in the middle-aged and potentially older populations with a sedentary lifestyle.
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Affiliation(s)
- Xuan Zhang
- National Institute on Aging, Bethesda, Maryland, United States
| | - Denise Gaughan
- National Institute on Aging, Bethesda, Maryland, United States
| | | | | | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States
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29
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Chang M, Geirsdottir O, Launer L, Gudnasson V, Jonsson P, Ramel A, Gudjonsson MC. Longitudinal Association Between Education and Disability in Older Adults Living in Iceland. Innov Aging 2020. [PMCID: PMC7743154 DOI: 10.1093/geroni/igaa057.1274] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND: Disabilities among older adults are associated with cumulative adversities such as low socioeconomic status (SES), poor nutrition, and lack of access to medical care and education. However, there is little evidence on the long-term association between education and disability status among older adults in Iceland. The aim of the study was to examine the association between mid-life education and prevalence of disability in activities of daily living (ADL) and mobility disability in late-life using 25 years of longitudinal data. METHODS: A large community-based population residing in Reykjavik, Iceland participated in a longitudinal study with an average of 25 years of follow-up (N=5764, mean age 77±6 yrs, 57.7% of women) Mid-life education was categorized into 2 groups (primary and secondary versus college and university). Disability status in late life was defined with ADL and mobility disability with a binary outcome (no difficulty versus any difficulty). Logistic regression analysis was used to examine the association. RESULTS: After controlling for age and gender, and midlife health risk factors, those who had high education at mid-life were less likely to have ADL disability (Odds Ratio (OR) = 0.75, 95% Confidence Interval (CI): 0.64 ~ 0.88, P ≤ 0.001) and mobility disability (OR = 0.72, 95% CI: 0.61 ~ 0.86, P < 0.001) compared with those who had low education in mid-life. CONCLUSION: People with high mid-life education were less likely to have ADL and mobility disability after 25 years later.
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Affiliation(s)
| | | | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States
| | | | | | - Alfons Ramel
- University of Iceland, Reykjavik, Capital area, Iceland
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30
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Eymundsdottir H, Chang M, Geirsdottir OG, Gudmundsson LS, Jonsson PV, Gudnason V, Launer L, Jonsdottir MK, Ramel A. Lifestyle and 25-hydroxy-vitamin D among community-dwelling old adults with dementia, mild cognitive impairment, or normal cognitive function. Aging Clin Exp Res 2020; 32:2649-2656. [PMID: 32248358 DOI: 10.1007/s40520-020-01531-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [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: 06/01/2019] [Accepted: 01/22/2020] [Indexed: 01/30/2023]
Abstract
BACKGROUND Several studies have indicated that older adults with cognitive impairment have a poorer lifestyle than their healthy peers including lower 25-hydroxy-vitamin D levels (25OHD). AIM To investigate the associations between lifestyle and 25OHD depending on cognitive status among old adults. METHODS Community-dwelling old adults (65-96 years) participated in this cross-sectional study based on the Age-Gene/Environment-Susceptibility-Reykjavik-Study. The analytical sample included 5162 subjects who were stratified by cognitive status, i.e., dementia (n = 307), mild cognitive impairment (MCI, n = 492), and normal cognitive status (NCS, n = 4363). Lifestyle variables were assessed and 25OHD was measured. The associations between lifestyle and 25OHD were calculated using linear models correcting for potential confounders. RESULTS According to linear regression models, 25OHD was significantly lower in older people with dementia (53.8 ± 19.6 nmol/L) than in NCS participants (57.6 ± 17.7 nmol/L). Cod liver oil (7.1-9.2 nmol/L, P < 0.001) and dietary supplements (4.4-11.5 nmol/L, P < 0.001) were associated with higher 25OHD in all three groups. However, physical activity ≥ 3 h/week (2.82 nmol/L, P < 0.001), BMI < 30 kg/m2 (5.2 nmol/L, P < 0.001), non-smoking (4.8 nmol/L, P < 0.001), alcohol consumption (2.7 nmol/L, P < 0.001), and fatty fish consumption ≥ 3x/week (2.6 nmol/L, P < 0.001) were related to higher 25OHD in NCS only, but not in participants with dementia or MCI. DISCUSSION Older people living in Iceland with dementia are at higher risk for 25OHD deficiency when compared to healthy individuals. Physical activity reported among participants with dementia, and MCI is low and is not significantly associated with 25OHD. CONCLUSIONS Lifestyle factors among NCS participants are associated with 25OHD levels. Importantly, healthy lifestyle should be promoted among individuals with MCI and dementia.
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Affiliation(s)
- Hrafnhildur Eymundsdottir
- Faculty of Food Science and Nutrition, University of Iceland, Reykjavík, Iceland.
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavík, Iceland.
| | - M Chang
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavík, Iceland
- Faculty of Health Promotion, Sport and Leisure Studies, School of Education, University of Iceland, Reykjavík, Iceland
| | - O G Geirsdottir
- Faculty of Food Science and Nutrition, University of Iceland, Reykjavík, Iceland
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavík, Iceland
| | - L S Gudmundsson
- Faculty of Pharmaceutical Sciences, School of Health Sciences, University of Iceland, Reykjavík, Iceland
| | - P V Jonsson
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
- Department of Geriatrics, The National University Hospital of Iceland, Reykjavík, Iceland
| | - V Gudnason
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
- Icelandic Heart Association, Kópavogur, Iceland
| | - L Launer
- Laboratory of Epidemiology and Population Sciences, National Institute On Aging, National Institutes of Health (NIH), Bethesda, MD, USA
| | - M K Jonsdottir
- Department of Psychology, Reykjavik University, Reykjavík, Iceland
- Mental Health Services (Memory Clinic) Landspitali-The National University Hospital of Iceland, Reykjavík, Iceland
| | - A Ramel
- Faculty of Food Science and Nutrition, University of Iceland, Reykjavík, Iceland
- The Icelandic Gerontological Research Center, The National University Hospital of Iceland, Tungata 26, 101, Reykjavík, Iceland
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31
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Marques EA, Elbejjani M, Frank-Wilson AW, Gudnason V, Sigurdsson G, Lang TF, Jonsson PV, Sigurdsson S, Aspelund T, Siggeirsdottir K, Launer L, Eiriksdottir G, Harris TB. Cigarette Smoking Is Associated With Lower Quadriceps Cross-sectional Area and Attenuation in Older Adults. Nicotine Tob Res 2020; 22:935-941. [PMID: 31091312 DOI: 10.1093/ntr/ntz081] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 05/13/2019] [Indexed: 11/12/2022]
Abstract
INTRODUCTION In addition to well-established links with cardiovascular and respiratory diseases, cigarette smoking may affect skeletal muscle; however, associations with quadriceps atrophy, density, and function are unknown. This study explored the associations of current and former smoking with quadriceps muscle area and attenuation as well as muscle force (assessed as knee extension peak torque) and rate of torque development-a measure of muscle power in older adults. METHODS Data from 4469 older adults, aged 66-95 years at baseline in the Age, Gene/Environment Susceptibility-Reykjavik Study with measurements of thigh computed tomography, isometric knee extension testing, self-reported smoking history, and potential covariates were analyzed. RESULTS Sex differences were observed in these data; therefore, our final analyses are stratified by sex. In men, both former smokers and current smokers had lower muscle area (with β= -0.10, 95% confidence interval [CI] = -0.17 to -0.03 and β = -0.19, 95% CI = -0.33 to -0.05, respectively) and lower muscle attenuation (ie, higher fat infiltration, β = -0.08, 95% CI = -0.16 to -0.01 and β = -0.17, 95% CI = -0.34 to -0.01, respectively) when compared with never smokers. Smoking status was not associated with male peak torque or rate of torque development. In women, current smoking was associated with lower muscle attenuation (β = -0.24, 95% CI = -0.34 to -0.13) compared to never smoking. Among female smokers (current and former), muscle attenuation and peak torque were lower with increasing pack-years. CONCLUSIONS Results suggest that cigarette smoking is related to multiple muscle properties at older age and that these relationships may be different among men and women. IMPLICATIONS This article presents novel data, as it examined for the first time the relationship between smoking and computed tomography-derived quadriceps muscle size (cross-sectional area) and attenuation. This study suggests that current cigarette smoking is related to higher muscle fat infiltration, which may have significant health implications for the older population, because of its known association with poor physical function, falls, and hip fractures.
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Affiliation(s)
- Elisa A Marques
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD.,Research Center in Sports Sciences, Health Sciences and Human Development, CIDESD, University Institute of Maia, ISMAI, Portugal
| | - Martine Elbejjani
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD.,Clinical Research Institute, Department of Internal Medicine, American University of Beirut, Beirut, Lebanon
| | - Andrew W Frank-Wilson
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD.,College of Kinesiology, University of Saskatchewan, Saskatoon, Canada
| | - Vilmundur Gudnason
- Icelandic Heart Association Research Institute, Kópavogur, Iceland.,University of Iceland, Reykjavik, Iceland
| | - Gunnar Sigurdsson
- Icelandic Heart Association Research Institute, Kópavogur, Iceland.,University of Iceland, Reykjavik, Iceland.,Landspitalinn University Hospital, Reykjavik, Iceland
| | - Thomas F Lang
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA
| | - Palmi V Jonsson
- University of Iceland, Reykjavik, Iceland.,Landspitalinn University Hospital, Reykjavik, Iceland
| | | | - Thor Aspelund
- Icelandic Heart Association Research Institute, Kópavogur, Iceland.,Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
| | | | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD
| | | | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD
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32
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Rosso AL, Metti AL, Faulkner K, Redfern M, Yaffe K, Launer L, Elizabeth Shaaban C, Nadkarni NK, Rosano C. Complex Walking Tasks and Risk for Cognitive Decline in High Functioning Older Adults. J Alzheimers Dis 2020; 71:S65-S73. [PMID: 30814353 DOI: 10.3233/jad-181140] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Performance on complex walking tasks may provide a screen for future cognitive decline. OBJECTIVE To identify walking tasks that are most strongly associated with subsequent cognitive decline. METHODS Community-dwelling older adults with Modified Mini-Mental State (3MS) >85 at baseline (n = 223; mean age = 78.7, 52.5% women, 25.6% black) completed usual-pace walking and three complex walking tasks (fast-pace, narrow-path, visuospatial dual-task). Slope of 3MS scores for up to 9 subsequent years (average = 5.2) were used to calculate a cognitive maintainer (slope ≥0) or decliner (slope <0) outcome variable. Logistic regression models assessed associations between gait speeds and being a cognitive decliner. A sensitivity analysis in a subsample of individuals (n = 66) confirmed results with adjudicated mild cognitive impairment (MCI) or dementia at 8-9 years post-walking assessment. RESULTS Cognitive decliners were 52.5% of the sample and on average were slower for all walking tasks compared to maintainers. In models adjusted for demographic and health variables, faster fast-pace (OR = 0.87 per 0.1 m/s, 95% CI: 0.78, 0.97) and dual-task (OR = 0.84 per 0.1 m/s, 95% CI: 0.73, 0.96) gait speeds were associated with lower likelihood of being a cognitive decliner. Usual-pace gait speed was not associated (OR = 0.96 per 0.1 m/s, 95% CI: 0.85, 1.08). Results were nearly identical in analyses with adjudicated MCI or dementia as the outcome. CONCLUSION Fast-pace and dual-task walking may provide simple and effective tools for assessing risk for cognitive decline in older individuals with high cognitive function. Such screening tools are important for strategies to prevent or delay onset of clinically meaningful change.
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Affiliation(s)
- Andrea L Rosso
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Andrea L Metti
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Kimberly Faulkner
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mark Redfern
- Department of Bioengineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA
| | - Kristine Yaffe
- Department of Psychiatry, Neurology and Epidemiology, University of California, San Francisco, CA, USA
| | - Lenore Launer
- Intramural Research Program, National Institute on Aging, Bethesda, MD, USA
| | - C Elizabeth Shaaban
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.,Center for the Neural Basis of Cognition, University of Pittsburgh, Pittsburgh, PA, USA
| | - Neelesh K Nadkarni
- Department of Medicine, Division of Geriatric Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Caterina Rosano
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
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Wolters FJ, Chibnik LB, Waziry R, Anderson R, Berr C, Beiser A, Bis JC, Blacker D, Bos D, Brayne C, Dartigues JF, Darweesh SKL, Davis-Plourde KL, de Wolf F, Debette S, Dufouil C, Fornage M, Goudsmit J, Grasset L, Gudnason V, Hadjichrysanthou C, Helmer C, Ikram MA, Ikram MK, Joas E, Kern S, Kuller LH, Launer L, Lopez OL, Matthews FE, McRae-McKee K, Meirelles O, Mosley TH, Pase MP, Psaty BM, Satizabal CL, Seshadri S, Skoog I, Stephan BCM, Wetterberg H, Wong MM, Zettergren A, Hofman A. Twenty-seven-year time trends in dementia incidence in Europe and the United States: The Alzheimer Cohorts Consortium. Neurology 2020; 95:e519-e531. [PMID: 32611641 PMCID: PMC7455342 DOI: 10.1212/wnl.0000000000010022] [Citation(s) in RCA: 197] [Impact Index Per Article: 49.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Accepted: 01/31/2020] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To determine changes in the incidence of dementia between 1988 and 2015. METHODS This analysis was performed in aggregated data from individuals >65 years of age in 7 population-based cohort studies in the United States and Europe from the Alzheimer Cohort Consortium. First, we calculated age- and sex-specific incidence rates for all-cause dementia, and then defined nonoverlapping 5-year epochs within each study to determine trends in incidence. Estimates of change per 10-year interval were pooled and results are presented combined and stratified by sex. RESULTS Of 49,202 individuals, 4,253 (8.6%) developed dementia. The incidence rate of dementia increased with age, similarly for women and men, ranging from about 4 per 1,000 person-years in individuals aged 65-69 years to 65 per 1,000 person-years for those aged 85-89 years. The incidence rate of dementia declined by 13% per calendar decade (95% confidence interval [CI], 7%-19%), consistently across studies, and somewhat more pronouncedly in men than in women (24% [95% CI 14%-32%] vs 8% [0%-15%]). CONCLUSION The incidence rate of dementia in Europe and North America has declined by 13% per decade over the past 25 years, consistently across studies. Incidence is similar for men and women, although declines were somewhat more profound in men. These observations call for sustained efforts to finding the causes for this decline, as well as determining their validity in geographically and ethnically diverse populations.
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Affiliation(s)
- Frank J Wolters
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Lori B Chibnik
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Reem Waziry
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Roy Anderson
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Claudine Berr
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Alexa Beiser
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Joshua C Bis
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Deborah Blacker
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Daniel Bos
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Carol Brayne
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Jean-François Dartigues
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Sirwan K L Darweesh
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Kendra L Davis-Plourde
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Frank de Wolf
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Stephanie Debette
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Carole Dufouil
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Myriam Fornage
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Jaap Goudsmit
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Leslie Grasset
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Vilmundur Gudnason
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Christoforos Hadjichrysanthou
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Catherine Helmer
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - M Arfan Ikram
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - M Kamran Ikram
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Erik Joas
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Silke Kern
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Lewis H Kuller
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Lenore Launer
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Oscar L Lopez
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Fiona E Matthews
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Kevin McRae-McKee
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Osorio Meirelles
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Thomas H Mosley
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Matthew P Pase
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Bruce M Psaty
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Claudia L Satizabal
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Sudha Seshadri
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Ingmar Skoog
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Blossom C M Stephan
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Hanna Wetterberg
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Mei Mei Wong
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Anna Zettergren
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX
| | - Albert Hofman
- From the Department of Epidemiology (F.J.W., L.B.C., R.W., D. Blacker, D. Bos, J.G., A.H.), Harvard T.H. Chan School of Public Health, Boston, MA; Departments of Epidemiology (F.J.W., D. Bos, S.K.L.D., M.A.I., M.K.I., A.H.), Radiology and Nuclear Medicine (D. Bos), and Neurology (M.K.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Neurology (L.B.C.), Massachusetts General Hospital, Boston; Department of Infectious Disease Epidemiology (R.A., F.d.W., C. Hadjichrysanthou, K.M.-M., M.M.W.), School of Public Health, Imperial College London, UK; Neuropsychiatry and Epidemiology and Clinical Research (C. Berr), INSERM, UMR 1061 Montpellier, Universite de Montpellier, France; Boston University School of Medicine (A.B., M.P.P., C.L.S., S.S.); Framingham Heart Study (A.B., M.P.P., C.L.S., S.S.), MA; Department of Biostatistics (A.B., K.L.D.-P.), Boston University School of Public Health, MA; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.) and Epidemiology and Health Services (B.M.P.), University of Washington, Seattle; Department of Psychiatry (D. Blacker), Massachusetts General Hospital, Charlestown; University of Cambridge (C. Brayne), UK; Bordeaux Population Health Research Center (J.-F.D., S.D., C.D., L.G., C. Helmer), INSERM, UMR 1219, University of Bordeaux; Department of Neurology (S.D.), Memory Clinic, Bordeaux University Hospital, France; McGovern Medical School (M.F.), University of Texas Health Science Center at Houston; Icelandic Heart Association (V.G.), Kopavogur; Faculty of Medicine (V.G.), University of Iceland, Reykjavik; Institute of Neuroscience and Physiology (E.J., S.K., I.S., H.W., A.Z.), Sahlgrenska Academy, University of Gothenburg, Sweden; Department of Epidemiology, Graduate School of Public Health (L.H.K.), and Departments of Neurology and Psychiatry (O.L.L.), University of Pittsburgh, PA; Laboratory of Epidemiology and Population Sciences (L.L., O.M.), National Institute on Aging, Bethesda, MD; Institute of Health and Society (F.E.M., B.C.M.S.), Newcastle University, Newcastle upon Tyne, UK; MIND Center (T.H.M.), University of Mississippi Medical Center, Jackson; Melbourne Dementia Research Centre (M.P.P.), The Florey Institute for Neuroscience and Mental Health, Melbourne, Australia; Kaiser Permanente Washington Health Research Institute (B.M.P.), Seattle; and The Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases (C.L.S., S.S.), UT Health San Antonio, TX.
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Armstrong NJ, Mather KA, Sargurupremraj M, Knol MJ, Malik R, Satizabal CL, Yanek LR, Wen W, Gudnason VG, Dueker ND, Elliott LT, Hofer E, Bis J, Jahanshad N, Li S, Logue MA, Luciano M, Scholz M, Smith AV, Trompet S, Vojinovic D, Xia R, Alfaro-Almagro F, Ames D, Amin N, Amouyel P, Beiser AS, Brodaty H, Deary IJ, Fennema-Notestine C, Gampawar PG, Gottesman R, Griffanti L, Jack CR, Jenkinson M, Jiang J, Kral BG, Kwok JB, Lampe L, C M Liewald D, Maillard P, Marchini J, Bastin ME, Mazoyer B, Pirpamer L, Rafael Romero J, Roshchupkin GV, Schofield PR, Schroeter ML, Stott DJ, Thalamuthu A, Trollor J, Tzourio C, van der Grond J, Vernooij MW, Witte VA, Wright MJ, Yang Q, Morris Z, Siggurdsson S, Psaty B, Villringer A, Schmidt H, Haberg AK, van Duijn CM, Jukema JW, Dichgans M, Sacco RL, Wright CB, Kremen WS, Becker LC, Thompson PM, Mosley TH, Wardlaw JM, Ikram MA, Adams HHH, Seshadri S, Sachdev PS, Smith SM, Launer L, Longstreth W, DeCarli C, Schmidt R, Fornage M, Debette S, Nyquist PA. Common Genetic Variation Indicates Separate Causes for Periventricular and Deep White Matter Hyperintensities. Stroke 2020; 51:2111-2121. [PMID: 32517579 DOI: 10.1161/strokeaha.119.027544] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
BACKGROUND AND PURPOSE Periventricular white matter hyperintensities (WMH; PVWMH) and deep WMH (DWMH) are regional classifications of WMH and reflect proposed differences in cause. In the first study, to date, we undertook genome-wide association analyses of DWMH and PVWMH to show that these phenotypes have different genetic underpinnings. METHODS Participants were aged 45 years and older, free of stroke and dementia. We conducted genome-wide association analyses of PVWMH and DWMH in 26,654 participants from CHARGE (Cohorts for Heart and Aging Research in Genomic Epidemiology), ENIGMA (Enhancing Neuro-Imaging Genetics Through Meta-Analysis), and the UKB (UK Biobank). Regional correlations were investigated using the genome-wide association analyses -pairwise method. Cross-trait genetic correlations between PVWMH, DWMH, stroke, and dementia were estimated using LDSC. RESULTS In the discovery and replication analysis, for PVWMH only, we found associations on chromosomes 2 (NBEAL), 10q23.1 (TSPAN14/FAM231A), and 10q24.33 (SH3PXD2A). In the much larger combined meta-analysis of all cohorts, we identified ten significant regions for PVWMH: chromosomes 2 (3 regions), 6, 7, 10 (2 regions), 13, 16, and 17q23.1. New loci of interest include 7q36.1 (NOS3) and 16q24.2. In both the discovery/replication and combined analysis, we found genome-wide significant associations for the 17q25.1 locus for both DWMH and PVWMH. Using gene-based association analysis, 19 genes across all regions were identified for PVWMH only, including the new genes: CALCRL (2q32.1), KLHL24 (3q27.1), VCAN (5q27.1), and POLR2F (22q13.1). Thirteen genes in the 17q25.1 locus were significant for both phenotypes. More extensive genetic correlations were observed for PVWMH with small vessel ischemic stroke. There were no associations with dementia for either phenotype. CONCLUSIONS Our study confirms these phenotypes have distinct and also shared genetic architectures. Genetic analyses indicated PVWMH was more associated with ischemic stroke whilst DWMH loci were implicated in vascular, astrocyte, and neuronal function. Our study confirms these phenotypes are distinct neuroimaging classifications and identifies new candidate genes associated with PVWMH only.
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Affiliation(s)
- Nicola J Armstrong
- Mathematics and Statistics, Murdoch University, Perth, Australia (N.J.A.)
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia.,Neuroscience Research Australia, Sydney, Australia (K.A.M., P.R.S., A.T.)
| | | | - Maria J Knol
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.)
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), University Hospital, Ludwig-Maximilians-Universität LMU Munich, Germany (R.M., M.D.)
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX (C.L.S., S.S.).,The Framingham Heart Study, MA (C.L.S., A.S.B., J.R.R., S.S.).,Department of Neurology (C.L.S., A.S.B., J.R.R., S.S.), Boston University School of Medicine, MA
| | - Lisa R Yanek
- GeneSTAR Research Program (L.R.Y., B.G.K., L.C.B., P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia
| | - Vilmundur G Gudnason
- Icelandic Heart Association, Kopavogur (V.G.G., S.S.).,University of Iceland, Reykjavik, Iceland (V.G.G., A.V.S.)
| | - Nicole D Dueker
- Dr. John T. Macdonald Foundation Department of Human Genetics (R.L.S.), University of Miami, FL
| | - Lloyd T Elliott
- Department of Statistics and Actuarial Science, Simon Fraser University, Burnaby, BC, Canada (L.T.E.).,Wellcome Centre for Integrative Neuroimaging (WIN FMRIB) (L.T.E., F.A.-A., L.G., M.J., S.M.S.), University of Oxford, United Kingdom
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Austria (E.H., R.S.).,Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Austria (E.H.)
| | - Joshua Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA (J.B., B.P., W.L.)
| | - Neda Jahanshad
- Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey (N.J., P.M.T.)
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA (S.L., M.A.L., A.S.B., Q.Y.)
| | - Mark A Logue
- Department of Psychiatry and Biomedical Genetics Section (M.A.L.), Boston University School of Medicine, MA.,Department of Biostatistics, Boston University School of Public Health, Boston, MA (S.L., M.A.L., A.S.B., Q.Y.).,National Center for PTSD: Behavioral Science Division, VA Boston Healthcare System, Boston, MA (M.A.L.)
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, United Kingdom (M.L., I.J.D., D.C.M.L., M.E.B., J.M.W.)
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology (M.S.)
| | - Albert V Smith
- University of Iceland, Reykjavik, Iceland (V.G.G., A.V.S.)
| | - Stella Trompet
- Department of Internal Medicine, Section of Gerontology and Geriatrics (S.T.), Leiden University Medical Center, the Netherlands.,Department of Cardiology (S.T.), Leiden University Medical Center, the Netherlands
| | - Dina Vojinovic
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.)
| | - Rui Xia
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, TX (R.X., M.F.)
| | - Fidel Alfaro-Almagro
- Wellcome Centre for Integrative Neuroimaging (WIN FMRIB) (L.T.E., F.A.-A., L.G., M.J., S.M.S.), University of Oxford, United Kingdom
| | - David Ames
- National Ageing Research Institute, Parkville, Victoria, Australia (D.A.).,Academic Unit for Psychiatry of Old Age, University of Melbourne, St George's Hospital, Kew, Australia (D.A.)
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.)
| | - Philippe Amouyel
- Lille University, Inserm, Institut Pasteur de Lille, RID-AGE - Risk Factors and Molecular Determinants of Aging-Related Diseases and Labex Distalz, France (P.A.).,Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, RID-AGE (P.A.)
| | - Alexa S Beiser
- The Framingham Heart Study, MA (C.L.S., A.S.B., J.R.R., S.S.).,Department of Neurology (C.L.S., A.S.B., J.R.R., S.S.), Boston University School of Medicine, MA.,Department of Biostatistics, Boston University School of Public Health, Boston, MA (S.L., M.A.L., A.S.B., Q.Y.)
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia.,Dementia Centre for Research Collaboration (H.B.), University of New South Wales, Sydney, Australia
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, United Kingdom (M.L., I.J.D., D.C.M.L., M.E.B., J.M.W.)
| | - Christine Fennema-Notestine
- Department of Psychiatry (C.F.-N.), University of California, San Diego, La Jolla, CA.,Center for Behavior Genetics of Aging (C.F.-N.), University of California, San Diego, La Jolla, CA
| | - Piyush G Gampawar
- Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Austria (P.G.G., H.S.)
| | - Rebecca Gottesman
- Department of Neurology, Cerebrovascular and stroke Division (R.G.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - Ludovica Griffanti
- Wellcome Centre for Integrative Neuroimaging (WIN FMRIB) (L.T.E., F.A.-A., L.G., M.J., S.M.S.), University of Oxford, United Kingdom
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, MN (C.R.J.J.)
| | - Mark Jenkinson
- Wellcome Centre for Integrative Neuroimaging (WIN FMRIB) (L.T.E., F.A.-A., L.G., M.J., S.M.S.), University of Oxford, United Kingdom
| | - Jiyang Jiang
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia
| | - Brian G Kral
- GeneSTAR Research Program (L.R.Y., B.G.K., L.C.B., P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - John B Kwok
- School of Medical Sciences (J.B.K., P.R.S.), University of New South Wales, Sydney, Australia.,Brain and Mind Centre - The University of Sydney, Camperdown, NSW, Australia (J.B.K.)
| | - Leonie Lampe
- Department of Neurology, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (L.L., V.A.W.)
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, United Kingdom (M.L., I.J.D., D.C.M.L., M.E.B., J.M.W.)
| | - Pauline Maillard
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology, University of California-Davis, Davis, CA (P.M.)
| | - Jonathan Marchini
- Statistical Genetics and Methods at Regeneron Pharmaceuticals, Inc, New York, NY (J.M.)
| | - Mark E Bastin
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, United Kingdom (M.L., I.J.D., D.C.M.L., M.E.B., J.M.W.).,Centre for Clinical Brain Sciences, Edinburgh Imaging, Centre for Cognitive Ageing, University of Edinburgh, United Kingdom (M.E.B., J.M.W.)
| | - Bernard Mazoyer
- Institut des Maladies Neurodégénératives, University of Bordeaux, France (B.M.)
| | - Lukas Pirpamer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Austria (L.P.)
| | - José Rafael Romero
- The Framingham Heart Study, MA (C.L.S., A.S.B., J.R.R., S.S.).,Department of Neurology (C.L.S., A.S.B., J.R.R., S.S.), Boston University School of Medicine, MA
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.).,Department of Radiology and Nuclear Medicine (G.V.R., M.W.V., H.H.H.A.)
| | - Peter R Schofield
- School of Medical Sciences (J.B.K., P.R.S.), University of New South Wales, Sydney, Australia.,Neuroscience Research Australia, Sydney, Australia (K.A.M., P.R.S., A.T.)
| | - Matthias L Schroeter
- LIFE Research Center for Civilization Disease, Leipzig, Germany (M.S.).,Department of Neurology, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (M.L.S., A.V.).,Day Clinic for Cognitive Neurology, University Hospital Leipzig, Germany (M.L.S., A.V.)
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, United Kingdom (D.J.S.)
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia.,Neuroscience Research Australia, Sydney, Australia (K.A.M., P.R.S., A.T.)
| | - Julian Trollor
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia.,Department of Developmental Disability Neuropsychiatry, School of Psychiatry (J.T.), University of New South Wales, Sydney, Australia
| | - Christophe Tzourio
- University Bordeaux, Inserm, Bordeaux Population Health Research Center, France (M.S., C.T., S.D.).,CHU de Bordeaux, Public Health Department, Medical information Department, Bordeaux, France (C.T.)
| | - Jeroen van der Grond
- Department of Radiology (J.v.d.G.), Leiden University Medical Center, the Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.).,Department of Radiology and Nuclear Medicine (G.V.R., M.W.V., H.H.H.A.)
| | - Veronica A Witte
- Collaborative Research Center 1052 Obesity Mechanisms, Faculty of Medicine, University of Leipzig, Germany (V.A.W).,Department of Neurology, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (L.L., V.A.W.)
| | - Margaret J Wright
- Queensland Brain Institute (M.J.W.), The University of Queensland, St Lucia, QLD, Australia.,Centre for Advanced Imaging (M.J.W.), The University of Queensland, St Lucia, QLD, Australia
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA (S.L., M.A.L., A.S.B., Q.Y.)
| | - Zoe Morris
- Neuroradiology Department, Department of Clinical Neurosciences, Western General Hospital, Edinburgh, United Kingdom (Z.M.)
| | - Siggi Siggurdsson
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX (C.L.S., S.S.).,The Framingham Heart Study, MA (C.L.S., A.S.B., J.R.R., S.S.).,Department of Neurology (C.L.S., A.S.B., J.R.R., S.S.), Boston University School of Medicine, MA
| | - Bruce Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA (J.B., B.P., W.L.)
| | - Arno Villringer
- Department of Neurology, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (M.L.S., A.V.).,Day Clinic for Cognitive Neurology, University Hospital Leipzig, Germany (M.L.S., A.V.)
| | - Helena Schmidt
- Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Medical University of Graz, Austria (P.G.G., H.S.)
| | - Asta K Haberg
- Department of Neuromedicine and Movement Science (A.K.H.), Norwegian University of Science and Technology, Trondheim, Norway.,Department of Radiology and Nuclear Medicine (A.K.H.), Norwegian University of Science and Technology, Trondheim, Norway
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.).,Nuffield Department of Population Health (C.M.v.D.), University of Oxford, United Kingdom
| | - J Wouter Jukema
- Department of Cardiology (J.W.J.), Leiden University Medical Center, the Netherlands.,Einthoven Laboratory for Experimental Vascular Medicine, LUMC, Leiden, the Netherlands (J.W.J.)
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, Ludwig-Maximilians-Universität LMU Munich, Germany (R.M., M.D.).,German Center for Neurodegenerative Diseases, Munich, Germany (M.D.).,Munich Cluster for Systems Neurology (SyNergy), Germany (M.D.)
| | - Ralph L Sacco
- Department of Public Health Sciences, Miller School of Medicine (R.L.S.), University of Miami, FL.,Department of Neurology, Miller School of Medicine (R.L.S.), University of Miami, FL.,Evelyn F. McKnight Brain Institute, Department of Neurology (R.L.S.), University of Miami, FL
| | - Clinton B Wright
- National Institute of Neurological Disorders and Stroke (C.B.W.), National Institutes of Health, Bethesda, MD
| | - William S Kremen
- Center for Behavior Genetics of Aging (W.S.K.), University of California, San Diego, La Jolla, CA.,Department of Psychiatry (W.S.K.), University of California, San Diego, La Jolla, CA
| | - Lewis C Becker
- GeneSTAR Research Program (L.R.Y., B.G.K., L.C.B., P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - Paul M Thompson
- Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey (N.J., P.M.T.)
| | - Thomas H Mosley
- Department of Geriatric Medicine, Memory Impairment and Neurodegenerative Dementia (MIND) Center, University of Mississippi Medical Center, Jackson (T.H.M.)
| | - Joanna M Wardlaw
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, United Kingdom (M.L., I.J.D., D.C.M.L., M.E.B., J.M.W.).,Centre for Clinical Brain Sciences, Edinburgh Imaging, Centre for Cognitive Ageing, University of Edinburgh, United Kingdom (M.E.B., J.M.W.)
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.)
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, the Netherlands (M.J.K., D.V., N.A., G.V.R., M.W.V., C.M.v.D., M.A.I., H.H.H.A.).,Department of Radiology and Nuclear Medicine (G.V.R., M.W.V., H.H.H.A.).,Department of Clinical Genetics, Erasmus MC, Rotterdam, the Netherlands (H.H.H.A.)
| | | | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry (K.A.M., W.W., H.B., J.J., A.T., J.T., P.S.S.), University of New South Wales, Sydney, Australia.,Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, Australia (P.S.S.)
| | - Stephen M Smith
- Wellcome Centre for Integrative Neuroimaging (WIN FMRIB) (L.T.E., F.A.-A., L.G., M.J., S.M.S.), University of Oxford, United Kingdom
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program (L.L.), National Institutes of Health, Bethesda, MD
| | - William Longstreth
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA (J.B., B.P., W.L.)
| | - Charles DeCarli
- Alzheimer's Disease Center and Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience University of California at Davis (C.D.)
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Austria (E.H., R.S.)
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, TX (R.X., M.F.).,Human Genetics Center, School of Public Health UT, Houston, TX (M.F.)
| | - Stephanie Debette
- University Bordeaux, Inserm, Bordeaux Population Health Research Center, France (M.S., C.T., S.D.).,Department of Neurology, CHU de Bordeaux (University Hospital), Bordeaux, France (S.D.)
| | - Paul A Nyquist
- GeneSTAR Research Program (L.R.Y., B.G.K., L.C.B., P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD.,Departments of Neurology, Critical Care Medicine, Neurosurgery (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD.,Critical Care Medicine Department (P.A.N.), National Institutes of Health, Bethesda, MD
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35
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Grasby KL, Jahanshad N, Painter JN, Colodro-Conde L, Bralten J, Hibar DP, Lind PA, Pizzagalli F, Ching CRK, McMahon MAB, Shatokhina N, Zsembik LCP, Thomopoulos SI, Zhu AH, Strike LT, Agartz I, Alhusaini S, Almeida MAA, Alnæs D, Amlien IK, Andersson M, Ard T, Armstrong NJ, Ashley-Koch A, Atkins JR, Bernard M, Brouwer RM, Buimer EEL, Bülow R, Bürger C, Cannon DM, Chakravarty M, Chen Q, Cheung JW, Couvy-Duchesne B, Dale AM, Dalvie S, de Araujo TK, de Zubicaray GI, de Zwarte SMC, den Braber A, Doan NT, Dohm K, Ehrlich S, Engelbrecht HR, Erk S, Fan CC, Fedko IO, Foley SF, Ford JM, Fukunaga M, Garrett ME, Ge T, Giddaluru S, Goldman AL, Green MJ, Groenewold NA, Grotegerd D, Gurholt TP, Gutman BA, Hansell NK, Harris MA, Harrison MB, Haswell CC, Hauser M, Herms S, Heslenfeld DJ, Ho NF, Hoehn D, Hoffmann P, Holleran L, Hoogman M, Hottenga JJ, Ikeda M, Janowitz D, Jansen IE, Jia T, Jockwitz C, Kanai R, Karama S, Kasperaviciute D, Kaufmann T, Kelly S, Kikuchi M, Klein M, Knapp M, Knodt AR, Krämer B, Lam M, Lancaster TM, Lee PH, Lett TA, Lewis LB, Lopes-Cendes I, Luciano M, Macciardi F, Marquand AF, Mathias SR, Melzer TR, Milaneschi Y, Mirza-Schreiber N, Moreira JCV, Mühleisen TW, Müller-Myhsok B, Najt P, Nakahara S, Nho K, Loohuis LMO, Orfanos DP, Pearson JF, Pitcher TL, Pütz B, Quidé Y, Ragothaman A, Rashid FM, Reay WR, Redlich R, Reinbold CS, Repple J, Richard G, Riede BC, Risacher SL, Rocha CS, Mota NR, Salminen L, Saremi A, Saykin AJ, Schlag F, Schmaal L, Schofield PR, Secolin R, Shapland CY, Shen L, Shin J, Shumskaya E, Sønderby IE, Sprooten E, Tansey KE, Teumer A, Thalamuthu A, Tordesillas-Gutiérrez D, Turner JA, Uhlmann A, Vallerga CL, van derMeer D, van Donkelaar MMJ, van Eijk L, van Erp TGM, van Haren NEM, van Rooij D, van Tol MJ, Veldink JH, Verhoef E, Walton E, Wang M, Wang Y, Wardlaw JM, Wen W, Westlye LT, Whelan CD, Witt SH, Wittfeld K, Wolf C, Wolfers T, Wu JQ, Yasuda CL, Zaremba D, Zhang Z, Zwiers MP, Artiges E, Assareh AA, Ayesa-Arriola R, Belger A, Brandt CL, Brown GG, Cichon S, Curran JE, Davies GE, Degenhardt F, Dennis MF, Dietsche B, Djurovic S, Doherty CP, Espiritu R, Garijo D, Gil Y, Gowland PA, Green RC, Häusler AN, Heindel W, Ho BC, Hoffmann WU, Holsboer F, Homuth G, Hosten N, Jack CR, Jang M, Jansen A, Kimbrel NA, Kolskår K, Koops S, Krug A, Lim KO, Luykx JJ, Mathalon DH, Mather KA, Mattay VS, Matthews S, Van Son JM, McEwen SC, Melle I, Morris DW, Mueller BA, Nauck M, Nordvik JE, Nöthen MM, O’Leary DS, Opel N, Martinot MLP, Pike GB, Preda A, Quinlan EB, Rasser PE, Ratnakar V, Reppermund S, Steen VM, Tooney PA, Torres FR, Veltman DJ, Voyvodic JT, Whelan R, White T, Yamamori H, Adams HHH, Bis JC, Debette S, Decarli C, Fornage M, Gudnason V, Hofer E, Ikram MA, Launer L, Longstreth WT, Lopez OL, Mazoyer B, Mosley TH, Roshchupkin GV, Satizabal CL, Schmidt R, Seshadri S, Yang Q, Alvim MKM, Ames D, Anderson TJ, Andreassen OA, Arias-Vasquez A, Bastin ME, Baune BT, Beckham JC, Blangero J, Boomsma DI, Brodaty H, Brunner HG, Buckner RL, Buitelaar JK, Bustillo JR, Cahn W, Cairns MJ, Calhoun V, Carr VJ, Caseras X, Caspers S, Cavalleri GL, Cendes F, Corvin A, Crespo-Facorro B, Dalrymple-Alford JC, Dannlowski U, de Geus EJC, Deary IJ, Delanty N, Depondt C, Desrivières S, Donohoe G, Espeseth T, Fernández G, Fisher SE, Flor H, Forstner AJ, Francks C, Franke B, Glahn DC, Gollub RL, Grabe HJ, Gruber O, Håberg AK, Hariri AR, Hartman CA, Hashimoto R, Heinz A, Henskens FA, Hillegers MHJ, Hoekstra PJ, Holmes AJ, Hong LE, Hopkins WD, Pol HEH, Jernigan TL, Jönsson EG, Kahn RS, Kennedy MA, Kircher TTJ, Kochunov P, Kwok JBJ, Le Hellard S, Loughland CM, Martin NG, Martinot JL, McDonald C, McMahon KL, Meyer-Lindenberg A, Michie PT, Morey RA, Mowry B, Nyberg L, Oosterlaan J, Ophoff RA, Pantelis C, Paus T, Pausova Z, Penninx BWJH, Polderman TJC, Posthuma D, Rietschel M, Roffman JL, Rowland LM, Sachdev PS, Sämann PG, Schall U, Schumann G, Scott RJ, Sim K, Sisodiya SM, Smoller JW, Sommer IE, St Pourcain B, Stein DJ, Toga AW, Trollor JN, Van der Wee NJA, van ‘t Ent D, Völzke H, Walter H, Weber B, Weinberger DR, Wright MJ, Zhou J, Stein JL, Thompson PM, Medland SE. The genetic architecture of the human cerebral cortex. Science 2020; 367:eaay6690. [PMID: 32193296 PMCID: PMC7295264 DOI: 10.1126/science.aay6690] [Citation(s) in RCA: 343] [Impact Index Per Article: 85.8] [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: 07/16/2019] [Accepted: 02/10/2020] [Indexed: 12/15/2022]
Abstract
The cerebral cortex underlies our complex cognitive capabilities, yet little is known about the specific genetic loci that influence human cortical structure. To identify genetic variants that affect cortical structure, we conducted a genome-wide association meta-analysis of brain magnetic resonance imaging data from 51,665 individuals. We analyzed the surface area and average thickness of the whole cortex and 34 regions with known functional specializations. We identified 199 significant loci and found significant enrichment for loci influencing total surface area within regulatory elements that are active during prenatal cortical development, supporting the radial unit hypothesis. Loci that affect regional surface area cluster near genes in Wnt signaling pathways, which influence progenitor expansion and areal identity. Variation in cortical structure is genetically correlated with cognitive function, Parkinson's disease, insomnia, depression, neuroticism, and attention deficit hyperactivity disorder.
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Affiliation(s)
- Katrina L. Grasby
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Jodie N. Painter
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Lucía Colodro-Conde
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- School of Psychology, University of Queensland, Brisbane, QLD, Australia
- School of Biomedical Sciences, Queensland University of Technology, Brisbane, QLD, Australia
- Faculty of Psychology, University of Murcia, Murcia, Spain
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Derrek P. Hibar
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
- Personalized Healthcare, Genentech, Inc., South San Francisco, CA, USA
| | - Penelope A. Lind
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- School of Biomedical Sciences, Queensland University of Technology, Brisbane, QLD, Australia
- Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Fabrizio Pizzagalli
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Christopher R. K. Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
- Graduate Interdepartmental Program in Neuroscience, University of California Los Angeles, Los Angeles, CA, USA
| | - Mary Agnes B. McMahon
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Natalia Shatokhina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Leo C. P. Zsembik
- Department of Genetics and UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Sophia I. Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Alyssa H. Zhu
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Lachlan T. Strike
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
| | - Ingrid Agartz
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- Centre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Saud Alhusaini
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- Neurology Department, Yale School of Medicine, New Haven, CT, USA
| | - Marcio A. A. Almeida
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Dag Alnæs
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Inge K. Amlien
- Centre for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo, Norway
| | - Micael Andersson
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
- Umeå Center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Tyler Ard
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA
| | | | - Allison Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Joshua R. Atkins
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Priority Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia
| | - Manon Bernard
- The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
| | - Rachel M. Brouwer
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Elizabeth E. L. Buimer
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Robin Bülow
- Institute for Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Christian Bürger
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Dara M. Cannon
- Centre for Neuroimaging and Cognitive Genomics, National University of Ireland Galway, Galway, Ireland
| | - Mallar Chakravarty
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
- Departments of Psychiatry and Biological and Biomedical Engineering, McGill University, Montreal, QC, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, MD, USA
| | - Joshua W. Cheung
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Baptiste Couvy-Duchesne
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Anders M. Dale
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Department of Radiology, University of California San Diego, San Diego, CA, USA
| | - Shareefa Dalvie
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Tânia K. de Araujo
- Department of Medical Genetics and Genomic Medicine, School of Medical Sciences, University of Campinas-UNICAMP, Campinas, Brazil
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
| | - Greig I. de Zubicaray
- Faculty of Health, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, QLD, Australia
| | - Sonja M. C. de Zwarte
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Anouk den Braber
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, Netherlands
| | - Nhat Trung Doan
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Katharina Dohm
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Hannah-Ruth Engelbrecht
- Division of Human Genetics, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Susanne Erk
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Chun Chieh Fan
- Department of Cognitive Science, University of California San Diego, San Diego, CA, USA
| | - Iryna O. Fedko
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Sonya F. Foley
- Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK
| | - Judith M. Ford
- San Francisco Veterans Administration Medical Center, San Francisco, CA, USA
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki, Japan
| | - Melanie E. Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA
| | - Sudheer Giddaluru
- NORMENT K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, Norway
| | | | - Melissa J. Green
- School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
| | - Nynke A. Groenewold
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | | | - Tiril P. Gurholt
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Boris A. Gutman
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Narelle K. Hansell
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
| | - Mathew A. Harris
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Marc B. Harrison
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Courtney C. Haswell
- Duke UNC Brain Imaging and Analysis Center, Duke University Medical Center, Durham, NC, USA
- Mental Illness Research Education and Clinical Center for Post Deployment Mental Health, Durham VA Medical Center, Durham, NC, USA
| | - Michael Hauser
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Stefan Herms
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Genomics, Life & Brain Research Center, University of Bonn, Bonn, Germany
| | - Dirk J. Heslenfeld
- Department of Cognitive and Clinical Neuropsychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - New Fei Ho
- Research Division, Institute of Mental Health, Singapore, Singapore
| | - David Hoehn
- Max Planck Institute of Psychiatry, Munich, Germany
| | - 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, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Laurena Holleran
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - Deborah Janowitz
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Iris E. Jansen
- Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Neurology, Alzheimer Center, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and BrainInspired Intelligence (Fudan University), Ministry of Education, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical Faculty, RWTH Aachen University, Aachen, Germany
| | - Ryota Kanai
- Department of Neuroinformatics, Araya, Inc., Tokyo, Japan
- Sackler Centre for Consciousness Science, School of Psychology, University of Sussex, Falmer, UK
- Earth-Life Science Institute, Tokyo Institute of Technology, Tokyo, Japan
| | - Sherif Karama
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
| | - Dalia Kasperaviciute
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK
- Genomics England, Queen Mary University of London, London, UK
| | - Tobias Kaufmann
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Sinead Kelly
- Public Psychiatry Division, Massachusetts Mental Health Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Masataka Kikuchi
- Department of Genome Informatics, Graduate School of Medicine, Osaka University, Suita, Japan
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Michael Knapp
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Bonn, Germany
| | - Annchen R. Knodt
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Bernd Krämer
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University Hospital, Heidelberg, Germany
- Centre for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Max Lam
- Research Division, Institute of Mental Health, Singapore, Singapore
- Human Genetics, Genome Institute of Singapore, Singapore, Singapore
| | - Thomas M. Lancaster
- Cardiff University Brain Research Imaging Centre, Cardiff University, Cardiff, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Phil H. Lee
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Tristram A. Lett
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Lindsay B. Lewis
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
- McGill Centre for Integrative Neuroscience, McGill University, Montreal, QC, Canada
| | - Iscia Lopes-Cendes
- Department of Medical Genetics and Genomic Medicine, School of Medical Sciences, University of Campinas-UNICAMP, Campinas, Brazil
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Fabio Macciardi
- Department of Psychiatry and Human Behavior, School of Medicine University of California, Irvine, Irvine, CA, USA
| | - Andre F. Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, Netherlands
| | - Samuel R. Mathias
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, CT, USA
| | - Tracy R. Melzer
- Department of Medicine, University of Otago, Christchurch, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- Brain Research New Zealand-Rangahau Roro Aotearoa, Christchurch, New Zealand
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience, Amsterdam UMC/Vrije Universiteit and GGZ inGeest, Amsterdam, Netherlands
| | - Nazanin Mirza-Schreiber
- Max Planck Institute of Psychiatry, Munich, Germany
- Institute of Neurogenomics, Helmholtz Zentrum München, German Research Centre for Environmental Health, Neuherberg, Germany
| | - Jose C. V. Moreira
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
- IC-Institute of Computing, Campinas, Brazil
| | - Thomas W. Mühleisen
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
- Cécile and Oskar Vogt Institute of Brain Research, Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Bertram Müller-Myhsok
- Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- Institute of Translational Medicine, Liverpool, UK
| | - Pablo Najt
- Centre for Neuroimaging and Cognitive Genomics, National University of Ireland Galway, Galway, Ireland
| | - Soichiro Nakahara
- Department of Psychiatry and Human Behavior, School of Medicine University of California, Irvine, Irvine, CA, USA
- Drug Discovery Research, Astellas Pharmaceuticals, Miyukigaoka, Tsukuba, Ibaraki , Japan
| | - Kwangsik Nho
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Loes M. Olde Loohuis
- Center for Neurobehavioral Genetics, University of California Los Angeles, Los Angeles, CA, USA
| | | | - John F. Pearson
- Biostatistics and Computational Biology Unit, University of Otago, Christchurch, Christchurch, New Zealand
- Department of Pathology and Biomedical Science, University of Otago, Christchurch, Christchurch, New Zealand
| | - Toni L. Pitcher
- Department of Medicine, University of Otago, Christchurch, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- Brain Research New Zealand-Rangahau Roro Aotearoa, Christchurch, New Zealand
| | - Benno Pütz
- Max Planck Institute of Psychiatry, Munich, Germany
| | - Yann Quidé
- School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
| | - Anjanibhargavi Ragothaman
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Faisal M. Rashid
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - William R. Reay
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Priority Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia
| | - Ronny Redlich
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Céline S. Reinbold
- Centre for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo, Norway
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Jonathan Repple
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Geneviève Richard
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital HT, Nesodden, Norway
| | - Brandalyn C. Riede
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Shannon L. Risacher
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Cristiane S. Rocha
- Department of Medical Genetics and Genomic Medicine, School of Medical Sciences, University of Campinas-UNICAMP, Campinas, Brazil
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
| | - Nina R. Mota
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Psychiatry, Radboud university medical center, Nijmegen, Netherlands
| | - Lauren Salminen
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Arvin Saremi
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Andrew J. Saykin
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Fenja Schlag
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence for Youth Mental Health, Melbourne, VIC, Australia
- The Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
- Department of Psychiatry, Vrije Universiteit University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Peter R. Schofield
- Neuroscience Research Australia, Sydney, NSW, Australia
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Rodrigo Secolin
- Department of Medical Genetics and Genomic Medicine, School of Medical Sciences, University of Campinas-UNICAMP, Campinas, Brazil
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
| | - Chin Yang Shapland
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Li Shen
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, PA, USA
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
- Population Neuroscience & Developmental Neuroimaging, Bloorview Research Institute, University of Toronto, East York, ON, Canada
| | - Elena Shumskaya
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, Netherlands
| | - Ida E. Sønderby
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Emma Sprooten
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Katherine E. Tansey
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
| | - Diana Tordesillas-Gutiérrez
- Neuroimaging Unit, Technological Facilities, Valdecilla Biomedical Research Institute IDIVAL, Santander, Spain
- Centro Investigacion Biomedica en Red Salud Mental, Santander, Spain
| | - Jessica A. Turner
- Department of Psychology, Georgia State University, Atlanta, GA, USA
- Mind Research Network, Albuquerque, NM, USA
| | - Anne Uhlmann
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - Costanza L. Vallerga
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
| | - Dennis van derMeer
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, Netherlands
| | | | - Liza van Eijk
- School of Psychology, University of Queensland, Brisbane, QLD, Australia
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
| | - Theo G. M. van Erp
- Department of Psychiatry and Human Behavior, School of Medicine University of California, Irvine, Irvine, CA, USA
| | - Neeltje E. M. van Haren
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Center-Sophia Children’s Hospital, Rotterdam, Netherlands
| | - Daan van Rooij
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, Netherlands
| | - Marie-José van Tol
- Cognitive Neuroscience Center, Department of Biomedical Sciences of Cells and Systems, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Jan H. Veldink
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Ellen Verhoef
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Esther Walton
- Department of Psychology, Georgia State University, Atlanta, GA, USA
- MRC Integrative Epidemiology Unit, Department of Population Health Sciences, Bristol Medical School, Bristol, UK
- Department of Psychology, University of Bath, Bath, UK
| | - Mingyuan Wang
- Research Division, Institute of Mental Health, Singapore, Singapore
| | - Yunpeng Wang
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Joanna M. Wardlaw
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute, The University of Edinburgh, Edinburgh, UK
| | - Wei Wen
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
| | - Lars T. Westlye
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Christopher D. Whelan
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Stephanie H. Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases Rostock/Greifswald, Greifswald, Germany
| | - Christiane Wolf
- Department of Psychiatry, Psychosomatics and Psychotherapy, University of Würzburg, Würzburg, Germany
| | - Thomas Wolfers
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
| | - Jing Qin Wu
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
| | - Clarissa L. Yasuda
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
- Department of Neurology, FCM, UNICAMP, Campinas, Brazil
| | - Dario Zaremba
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Zuo Zhang
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Marcel P. Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, Netherlands
| | - Eric Artiges
- INSERM ERL Developmental Trajectories and Psychiatry; Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, Université de Paris, and CNRS 9010, Centre Borelli, Gif-sur-Yvette, France
| | - Amelia A. Assareh
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
| | - Rosa Ayesa-Arriola
- Centro Investigacion Biomedica en Red Salud Mental, Santander, Spain
- Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria–IDIVAL, Santander, Spain
| | - Aysenil Belger
- Duke UNC Brain Imaging and Analysis Center, Duke University Medical Center, Durham, NC, USA
- Department of Psychiatry and Frank Porter Graham Child Development Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Christine L. Brandt
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Gregory G. Brown
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
- VA San Diego Healthcare System, San Diego, CA, USA
| | - 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
| | - Joanne E. Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | | | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Michelle F. Dennis
- Mental Illness Research Education and Clinical Center for Post Deployment Mental Health, Durham VA Medical Center, Durham, NC, USA
| | - Bruno Dietsche
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Colin P. Doherty
- Department of Neurology, St James’s Hospital, Dublin, Ireland
- Academic Unit of Neurology, TBSI, Dublin, Ireland
- Future Neuro, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Ryan Espiritu
- Information Sciences Institute, University of Southern California, Los Angeles, CA, USA
| | - Daniel Garijo
- Information Sciences Institute, University of Southern California, Los Angeles, CA, USA
| | - Yolanda Gil
- Information Sciences Institute, University of Southern California, Los Angeles, CA, USA
| | - Penny A. Gowland
- Sir Peter Mansfield Imaging Centre, University of Nottingham, Nottingham, UK
| | - Robert C. Green
- Brigham and Women’s Hospital, Boston, MA, USA
- The Broad Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Alexander N. Häusler
- Center for Economics and Neuroscience, University of Bonn, Bonn, Germany
- Institute of Experimental Epileptology and Cognition Research, University Hospital Bonn, Germany
| | - Walter Heindel
- Department of Clinical Radiology, University of Münster, Münster, Germany
| | - Beng-Choon Ho
- Department of Psychiatry, University of Iowa College of Medicine, Iowa City, IA, USA
| | - Wolfgang U. Hoffmann
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases Rostock/Greifswald, Greifswald, Germany
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, Munich, Germany
- HMNC Holding GmbH, Munich, Germany
| | - Georg Homuth
- University Medicine Greifswald, Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, Greifswald, Germany
| | - Norbert Hosten
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | | | - MiHyun Jang
- Information Sciences Institute, University of Southern California, Los Angeles, CA, USA
| | - Andreas Jansen
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
- Core-Unit Brainimaging, Faculty of Medicine, University of Marburg, Marburg, Germany
| | - Nathan A. Kimbrel
- Mental Illness Research Education and Clinical Center for Post Deployment Mental Health, Durham VA Medical Center, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Knut Kolskår
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital HT, Nesodden, Norway
| | - Sanne Koops
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Axel Krug
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Kelvin O. Lim
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Jurjen J. Luykx
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- GGNet Mental Health, Apeldoorn, Netherlands
| | - Daniel H. Mathalon
- Department of Psychiatry and Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA, USA
- Mental Health Service 116d, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, USA
| | - Karen A. Mather
- Neuroscience Research Australia, Sydney, NSW, Australia
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
| | - Venkata S. Mattay
- Lieber Institute for Brain Development, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University, Baltimore, MD, USA
- Department of Radiology, Johns Hopkins University, Baltimore, MD, USA
| | - Sarah Matthews
- MRC Integrative Epidemiology Unit, Department of Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Jaqueline Mayoral Van Son
- Centro Investigacion Biomedica en Red Salud Mental, Santander, Spain
- Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria–IDIVAL, Santander, Spain
| | - Sarah C. McEwen
- Pacific Brain Health Center, Santa Monica, CA, USA
- John Wayne Cancer Institute, Santa Monica, CA, USA
| | - Ingrid Melle
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Derek W. Morris
- Centre for Neuroimaging and Cognitive Genomics, National University of Ireland Galway, Galway, Ireland
| | - Bryon A. Mueller
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, Germany
| | | | - Markus M. Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Daniel S. O’Leary
- Department of Psychiatry, University of Iowa College of Medicine, Iowa City, IA, USA
| | - Nils Opel
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Marie-Laure Paillère Martinot
- INSERM ERL Developmental Trajectories and Psychiatry; Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, Université de Paris, and CNRS 9010, Centre Borelli, Gif-sur-Yvette, France
- APHP.Sorbonne Université, Child and Adolescent Psychiatry Department, Pitié Salpêtrière Hospital, Paris, France
| | - G. Bruce Pike
- Radiology and Clinical Neurosciences, Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Adrian Preda
- School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Erin B. Quinlan
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Paul E. Rasser
- Priority Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia
- Priority Centre for Stroke and Brain Injury, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Varun Ratnakar
- Information Sciences Institute, University of Southern California, Los Angeles, CA, USA
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
- Department of Developmental Disability Neuropsychiatry, University of New South Wales, Sydney, NSW, Australia
| | - Vidar M. Steen
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Paul A. Tooney
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Fábio R. Torres
- Department of Medical Genetics and Genomic Medicine, School of Medical Sciences, University of Campinas-UNICAMP, Campinas, Brazil
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
| | - Dick J. Veltman
- Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience, Amsterdam UMC/Vrije Universiteit and GGZ inGeest, Amsterdam, Netherlands
| | - James T. Voyvodic
- Duke UNC Brain Imaging and Analysis Center, Duke University Medical Center, Durham, NC, USA
| | - Robert Whelan
- School of Psychology, Trinity College Dublin, Dublin, Ireland
| | - Tonya White
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Center-Sophia Children’s Hospital, Rotterdam, Netherlands
- Department of Radiology, Erasmus University Medical Centre, Rotterdam, Netherlands
| | - Hidenaga Yamamori
- Department of Psychiatry, Osaka University Graduate School of Medicine, Suita, Japan
| | - Hieab H. H. Adams
- Department of Epidemiology, Erasmus MC Medical Center, Rotterdam, Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC Medical Center, Rotterdam, Netherlands
- Department of Clinical Genetics, Erasmus MC Medical Center, Rotterdam, Netherlands
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Stephanie Debette
- INSERM, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, University of Bordeaux, Bordeaux, France
- Department of Neurology, CHU de Bordeaux, Bordeaux, France
| | - Charles Decarli
- Department of Neurology, University of California, Davis, Sacramento, CA, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - 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
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus MC Medical Center, Rotterdam, Netherlands
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, MD, USA
| | - W. 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
| | - Bernard Mazoyer
- Neurodegenerative Diseases Institute UMR 5293, CNRS, CEA, University of Bordeaux, Bordeaux, France
| | - Thomas H. Mosley
- MIND Center, University of Mississippi Medical Center, Jackson, MS, USA
| | - Gennady V. Roshchupkin
- Department of Epidemiology, Erasmus MC Medical Center, Rotterdam, Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC Medical Center, Rotterdam, Netherlands
- Medical Informatics, Erasmus MC Medical Center, Rotterdam, Netherlands
| | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Epidemiology & Biostatistics, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Framingham Heart Study and Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | | | | | | | | | | | | | - Marina K. M. Alvim
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
- Department of Neurology, FCM, UNICAMP, Campinas, Brazil
| | - David Ames
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, VIC, Australia
- National Ageing Research Institute, Melbourne, VIC, Australia
| | - Tim J. Anderson
- Department of Medicine, University of Otago, Christchurch, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- Brain Research New Zealand-Rangahau Roro Aotearoa, Christchurch, New Zealand
- Department of Neurology, Canterbury District Health Board, Christchurch, New Zealand
| | - Ole A. Andreassen
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Alejandro Arias-Vasquez
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Psychiatry, Radboud university medical center, Nijmegen, Netherlands
| | - Mark E. Bastin
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Bernhard T. Baune
- Department of Psychiatry, University of Münster, Münster, Germany
- Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, VIC, Australia
- Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Jean C. Beckham
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research Education and Clinical Center for Post Deployment Mental Health, Durham, VA Healthcare System, Durham, NC, USA
| | - John Blangero
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
- Dementia Centre for Research Collaboration, University of New South Wales, Sydney, NSW, Australia
| | - Han G. Brunner
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Clinical Genetics and School for Oncology and Developmental Biology (GROW), Maastricht University Medical Center, Maastricht, Netherlands
| | - Randy L. Buckner
- Department of Psychology and Center for Brain Science, Harvard University, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Jan K. Buitelaar
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, Netherlands
| | - Juan R. Bustillo
- Department of Psychiatry, University of New Mexico, Albuquerque, NM, USA
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Murray J. Cairns
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Priority Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia
- Schizophrenia Research Institute, Randwick, NSW, Australia
| | - Vince Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, GA, USA
| | - Vaughan J. Carr
- School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
- Department of Psychiatry, Monash University, Clayton, VIC, Australia
| | - Xavier Caseras
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Svenja Caspers
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
- JARA-BRAIN, Jülich-Aachen Research Alliance, Jülich, Germany
- Institute for Anatomy I, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | - Gianpiero L. Cavalleri
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- The SFI FutureNeuro Research Centre, Dublin, Ireland
| | - Fernando Cendes
- BRAINN-Brazilian Institute of Neuroscience and Neurotechnology, Campinas, Brazil
- Department of Neurology, FCM, UNICAMP, Campinas, Brazil
| | - Aiden Corvin
- Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
| | - Benedicto Crespo-Facorro
- Centro Investigacion Biomedica en Red Salud Mental, Santander, Spain
- Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria–IDIVAL, Santander, Spain
- Hospital Universitario Virgen Del Rocio, IBiS, Universidad De Sevilla, Sevilla, Spain
| | - John C. Dalrymple-Alford
- New Zealand Brain Research Institute, Christchurch, New Zealand
- Brain Research New Zealand-Rangahau Roro Aotearoa, Christchurch, New Zealand
- School of Psychology, Speech and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Udo Dannlowski
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Eco J. C. de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Ian J. Deary
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Norman Delanty
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- Future Neuro, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Chantal Depondt
- Department of Neurology, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Gary Donohoe
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - Thomas Espeseth
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Guillén Fernández
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen, Netherlands
| | - Simon E. Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Andreas J. Forstner
- 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, School of Medicine and University Hospital Bonn, Bonn, Germany
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
- Centre for Human Genetics, University of Marburg, Marburg, Germany
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Psychiatry, Radboud university medical center, Nijmegen, Netherlands
| | - David C. Glahn
- Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, CT, USA
- Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children’s Hospital and Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Randy L. Gollub
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Hans J. Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases Rostock/Greifswald, Greifswald, Germany
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University Hospital, Heidelberg, Germany
| | - Asta K. Håberg
- Department of Neuroscience, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Radiology and Nuclear Medicine, St. Olavs University Hospital, Trondheim, Norway
| | - Ahmad R. Hariri
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Catharina A. Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, Netherlands
| | - Ryota Hashimoto
- Department of Psychiatry, Osaka University Graduate School of Medicine, Suita, Japan
- Molecular Research Center for Children’s Mental Development, United Graduate School of Child Development, Osaka University, Suita, Japan
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité Campus Mitte, Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Frans A. Henskens
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia
- Health Behaviour Research Group, University of Newcastle, Callaghan, NSW, Australia
| | - Manon H. J. Hillegers
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Center-Sophia Children’s Hospital, Rotterdam, Netherlands
- Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Pieter J. Hoekstra
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Avram J. Holmes
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychology, Yale University, New Haven, CT, USA
| | - L. Elliot Hong
- Maryland Psychiatry Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - William D. Hopkins
- Department of Comparative Medicine, The University of Texas MD Anderson Cancer Center, Bastrop, TX, USA
| | - Hilleke E. Hulshoff Pol
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Terry L. Jernigan
- Department of Radiology, University of California San Diego, San Diego, CA, USA
- Department of Cognitive Science, University of California San Diego, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
- Center for Human Development, University of California San Diego, La Jolla, CA, USA
| | - Erik G. Jönsson
- NORMENT-K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Centre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - René S. Kahn
- Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Martin A. Kennedy
- Department of Pathology and Biomedical Science, University of Otago, Christchurch, Christchurch, New Zealand
| | - Tilo T. J. Kircher
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Peter Kochunov
- Maryland Psychiatry Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - John B. J. Kwok
- Neuroscience Research Australia, Sydney, NSW, Australia
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
- Neurogenetics and Epigenetics, Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia
| | - Stephanie Le Hellard
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Carmel M. Loughland
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia
- Hunter New England Mental Health Service, Newcastle, NSW, Australia
| | - Nicholas G. Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Jean-Luc Martinot
- INSERM ERL Developmental Trajectories and Psychiatry; Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, Université de Paris, and CNRS 9010, Centre Borelli, Gif-sur-Yvette, France
| | - Colm McDonald
- Centre for Neuroimaging and Cognitive Genomics, National University of Ireland Galway, Galway, Ireland
| | - Katie L. McMahon
- Faculty of Health, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, QLD, Australia
- Herston Imaging Research Facility, School of Clinical Sciences, Queensland University of Technology, Brisbane, QLD, Australia
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Patricia T. Michie
- School of Psychology, University of Newcastle, Callaghan, NSW, Australia
| | - Rajendra A. Morey
- Duke UNC Brain Imaging and Analysis Center, Duke University Medical Center, Durham, NC, USA
- Mental Illness Research Education and Clinical Center for Post Deployment Mental Health, Durham VA Medical Center, Durham, NC, USA
| | - Bryan Mowry
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
- Queensland Centre for Mental Health Research, University of Queensland, Brisbane, QLD, Australia
| | - Lars Nyberg
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
- Umeå Center for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, Sweden
| | - Jaap Oosterlaan
- Emma Children’s Hospital Academic Medical Center, Amsterdam, Netherlands
- Department of Pediatrics, Vrije Universiteit Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Clinical Neuropsychology section, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Roel A. Ophoff
- Center for Neurobehavioral Genetics, University of California Los Angeles, Los Angeles, CA, USA
| | - Christos Pantelis
- Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, VIC, Australia
- Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, Australia
- NorthWestern Mental Health, Sunshine Hospital, St Albans, VIC, Australia
| | - Tomas Paus
- Bloorview Research Institute, University of Toronto, Toronto, ON, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
- Centre for Developing Brain, Child Mind Institute, New York, NY, USA
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
- Department of Physiology, University of Toronto, Toronto, ON, Canada
| | - Brenda W. J. H. Penninx
- Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience, Amsterdam UMC/Vrije Universiteit and GGZ inGeest, Amsterdam, Netherlands
| | - Tinca J. C. Polderman
- Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Danielle Posthuma
- Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Clinical Genetics, Vrije Universiteit Medical Centre, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Joshua L. Roffman
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Laura M. Rowland
- Maryland Psychiatry Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Perminder S. Sachdev
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Sydney, NSW, Australia
| | | | - Ulrich Schall
- Priority Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Gunter Schumann
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
- PONS Research Group, Department of Psychiatry and Psychotherapie, Charité Campus Mitte, Humboldt University Berlin, Berlin, Germany
- Leibniz Institute for Neurobiology, Magdeburg, Germany
| | - Rodney J. Scott
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Division of Molecular Medicine, John Hunter Hospital, New Lambton Heights, NSW, Australia
| | - Kang Sim
- General Psychiatry, Institute of Mental Health, Singapore, Singapore
| | - Sanjay M. Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK
- Chalfont Centre for Epilepsy, ChalfontSt-Peter, UK
| | - Jordan W. Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute, Boston, MA, USA
| | - Iris E. Sommer
- Cognitive Neuroscience Center, Department of Biomedical Sciences of Cells and Systems, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Department of Medical and Biological Psychology, University of Bergen, Bergen, Norway
| | - Beate St Pourcain
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
- MRC Integrative Epidemiology Unit, Department of Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Dan J. Stein
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
- SAMRC Unit on Risk & Resilience in Mental Disorders, University of Cape Town, Cape Town, South Africa
| | - Arthur W. Toga
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA
| | - Julian N. Trollor
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW, Australia
- Department of Developmental Disability Neuropsychiatry, University of New South Wales, Sydney, NSW, Australia
| | | | - Dennis van ‘t Ent
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Henrik Walter
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Bernd Weber
- Center for Economics and Neuroscience, University of Bonn, Bonn, Germany
- Institute of Experimental Epileptology and Cognition Research, University Hospital Bonn, Germany
| | - Daniel R. Weinberger
- Lieber Institute for Brain Development, Baltimore, MD, USA
- Psychiatry, Neurology, Neuroscience, Genetics, Johns Hopkins University, Baltimore, MD, USA
| | - Margaret J. Wright
- Queensland Brain Institute, University of Queensland, St Lucia, QLD, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, QLD, Australia
| | - Juan Zhou
- Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Jason L. Stein
- Department of Genetics and UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Paul M. Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - 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
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Suemoto CK, Gibbons LE, Thacker EL, Jackson JD, Satizabal CL, Bettcher BM, Launer L, Phillips C, White LR, Power MC. Incident prolonged QT interval in midlife and late-life cognitive performance. PLoS One 2020; 15:e0229519. [PMID: 32097438 PMCID: PMC7041789 DOI: 10.1371/journal.pone.0229519] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Accepted: 02/08/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Measures of cardiac ventricular electrophysiology have been associated with cognitive performance in cross-sectional studies. We sought to evaluate the association of worsening ventricular repolarization in midlife, as measured by incident prolonged QT interval, with cognitive decline in late life. METHODS Midlife QT interval was assessed by electrocardiography during three study visits from 1965/68 to 1971/74 in a cohort of Japanese American men aged 46-68 at Exam 1 from the Honolulu Heart Study. We defined incident prolonged QT as the QT interval in the upper quartile at Exam 2 or 3 after QT interval in lower three quartiles at Exam 1. Cognitive performance was assessed at least once using the Cognitive Abilities Screening Instrument (CASI), scored using item response theory (CASI-IRT), during four subsequent visits from 1991/93 to 1999/2000 among 2,511 of the 4,737 men in the Honolulu-Asia Aging Study otherwise eligible for inclusion in analyses. We used marginal structural modeling to determine the association of incident prolonged QT with cognitive decline, using weighting to account for confounding and attrition. RESULTS Incident prolonged QT interval in midlife was not associated with late-life CASI-IRT at cognitive baseline (estimated difference in CASI-IRT: 0.04; 95% CI: -0.28, 0.35; p = 0.81), or change in CASI-IRT over time (estimated difference in annual change in CASI-IRT: -0.002; 95%CI: -0.013, 0.010; p = 0.79). Findings were consistent across sensitivity analyses. CONCLUSIONS Although many midlife cardiovascular risk factors and cardiac structure and function measures are associated with late-life cognitive decline, incident prolonged QT interval in midlife was not associated with late-life cognitive performance or cognitive decline.
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Affiliation(s)
- Claudia K. Suemoto
- Division of Geriatrics, University of São Paulo Medical School, São Paulo, Brazil
| | - Laura E. Gibbons
- Harborview Medical Center, University of Washington, Seattle, Washington, United States of America
| | - Evan L. Thacker
- Department of Public Health, Brigham Young University, Provo, Utah, United States of America
| | - Jonathan D. Jackson
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Claudia L. Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, United States of America
- UT Health San Antonio, San Antonio, Texas, United States of America
| | - Brianne M. Bettcher
- Departments of Neurosurgery and Neurology, Rocky Mountain Alzheimer’s Disease Center, University of Colorado Anschutz School of Medicine, Aurora, Colorado, United States of America
| | - Lenore Launer
- National Institute on Aging, Bethesda, Maryland, United States of America
| | - Caroline Phillips
- National Institute on Aging, Bethesda, Maryland, United States of America
| | - Lon R. White
- Departments of Medicine and Geriatrics, University of Hawaii John A. Burns School of Medicine, Honolulu, Hawaii, United States of America
| | - Melinda C. Power
- Department of Epidemiology and Biostatistics, George Washington University Milken Institute of Public Health, Washington, DC, United States of America
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Frank-Wilson AW, Chalhoub D, Figueiredo P, Jónsson PV, Siggeirsdóttir K, Sigurdsson S, Eiriksdottir G, Guðnason V, Launer L, Harris TB. Associations of Quadriceps Torque Properties with Muscle Size, Attenuation, and Intramuscular Adipose Tissue in Older Adults. J Gerontol A Biol Sci Med Sci 2019; 73:931-938. [PMID: 29342246 DOI: 10.1093/gerona/glx262] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Accepted: 01/08/2018] [Indexed: 02/07/2023] Open
Abstract
Background Atrophy and fatty infiltration of muscle with aging are associated with fractures and falls, however, their direct associations with muscle function are not well described. It was hypothesized that participants with lower quadriceps muscle attenuation, area, and greater intramuscular adipose tissue (IMAT) will exhibit slower rates of torque development (RTD) and lower peak knee extension torques. Methods Data from 4,842 participants (2,041 men, 2,801 women) from the Age Gene/Environment Susceptibility Reykjavik Study (mean age 76 ± 0.1 years) with complete thigh computed tomography and isometric knee testing. Regression models were adjusted for health, behavior, and comorbidities. Muscle attenuation was further adjusted for muscle area and IMAT; muscle area adjusted for IMAT and attenuation; and IMAT adjusted for muscle area and attenuation. Standardized betas (β) indicate association effect sizes. Results In the fully-adjusted models, attenuation (men β = 0.06, 95% CI: 0.01, 0.11; women β = 0.07, 95% CI: 0.03, 0.11) and muscle area (men β = 0.13, 95% CI: 0.07, 0.19; women β = 0.10, 95% CI: 0.06, 0.15) were associated with knee RTD. Attenuation (men β = 0.12, 95% CI: 0.08, 0.16; women β = 0.12, 95% CI: 0.09, 0.16) and muscle area (men β = 0.38, 95% CI: 0.33, 0.43; women β = 0.33, 95% CI: 0.29, 0.37) were associated with peak torque. Conclusions These data suggest that muscle attenuation and area are independently associated with RTD and peak torque; and that area and attenuation demonstrate similar contributions to RTD.
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Affiliation(s)
- Andrew W Frank-Wilson
- Laboratory of Epidemiology and Population Science, National Institute on Aging (NIA), Bethesda, Maryland.,College of Kinesiology, University of Saskatchewan, Saskatoon, Canada
| | - Didier Chalhoub
- Laboratory of Epidemiology and Population Science, National Institute on Aging (NIA), Bethesda, Maryland
| | - Pedro Figueiredo
- Laboratory of Epidemiology and Population Science, National Institute on Aging (NIA), Bethesda, Maryland.,Research Center in Sports Sciences, Health Sciences and Human Development, CIDESD, University Institute of Maia, ISMAI, Portugal
| | - Pálmi V Jónsson
- Department of Geriatrics, Landspítali University Hospital, Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik
| | | | | | | | - Vilmundur Guðnason
- Faculty of Medicine, University of Iceland, Reykjavik.,Icelandic Heart Association Research Institute, Reykjavik, Iceland
| | - Lenore Launer
- Laboratory of Epidemiology and Population Science, National Institute on Aging (NIA), Bethesda, Maryland
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Science, National Institute on Aging (NIA), Bethesda, Maryland
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38
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Wolters FJ, Yang Q, Biggs ML, Jakobsdottir J, Li S, Evans DS, Bis JC, Harris TB, Vasan RS, Zilhao NR, Ghanbari M, Ikram MA, Launer L, Psaty BM, Tranah GJ, Kulminski AM, Gudnason V, Seshadri S. The impact of APOE genotype on survival: Results of 38,537 participants from six population-based cohorts (E2-CHARGE). PLoS One 2019; 14:e0219668. [PMID: 31356640 PMCID: PMC6663005 DOI: 10.1371/journal.pone.0219668] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Accepted: 06/28/2019] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Apolipoprotein E is a glycoprotein best known as a mediator and regulator of lipid transport and uptake. The APOE-ε4 allele has long been associated with increased risks of Alzheimer's disease and mortality, but the effect of the less prevalent APOE-ε2 allele on diseases in the elderly and survival remains elusive. METHODS We aggregated data of 38,537 individuals of European ancestry (mean age 65.5 years; 55.6% women) from six population-based cohort studies (Rotterdam Study, AGES-Reykjavik Study, Cardiovascular Health Study, Health-ABC Study, and the family-based Framingham Heart Study and Long Life Family Study) to determine the association of APOE, and in particular APOE-ε2, with survival in the population. RESULTS During a mean follow-up of 11.7 years, 17,021 individuals died. Compared with homozygous APOE-ε3 carriers, APOE-ε2 carriers were at lower risk of death (hazard ratio,95% confidence interval: 0.94,0.90-0.99; P = 1.1*10-2), whereas APOE-ε4 carriers were at increased risk of death (HR 1.17,1.12-1.21; P = 2.8*10-16). APOE was associated with mortality risk in a dose-dependent manner, with risk estimates lowest for homozygous APOE-ε2 (HR 0.89,0.74-1.08), and highest for homozygous APOE-ε4 (HR 1.52,1.37-1.70). After censoring for dementia, effect estimates remained similar for APOE-ε2 (HR 0.95,0.90-1.01), but attenuated for APOE-ε4 (HR 1.07,1.01-1.12). Results were broadly similar across cohorts, and did not differ by age or sex. APOE genotype was associated with baseline lipid fractions (e.g. mean difference(95%CI) in LDL(mg/dL) for ε2 versus ε33: -17.1(-18.1-16.0), and ε4 versus ε33: +5.7(4.8;6.5)), but the association between APOE and mortality was unaltered after adjustment for baseline LDL or cardiovascular disease. Given the European ancestry of the study population, results may not apply to other ethnicities. CONCLUSION Compared with APOE-ε3, APOE-ε2 is associated with prolonged survival, whereas mortality risk is increased for APOE-ε4 carriers. Further collaborative efforts are needed to unravel the role of APOE and in particular APOE-ε2 in health and disease.
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Affiliation(s)
- Frank J. Wolters
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Mary L. Biggs
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | | | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute, San Francisco, California, United States of America
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Bethesda, Maryland, United States of America
| | - Ramachandran S. Vasan
- Sections of Preventive Medicine and Epidemiology, and Cardiology, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | | | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - Lenore Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Bethesda, Maryland, United States of America
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Departments of Epidemiology and Health Services, University of Washington, Seattle, Washington, United States of America
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington, United States of America
| | - Gregory J. Tranah
- California Pacific Medical Center Research Institute, San Francisco, California, United States of America
| | - Alexander M. Kulminski
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
| | - Vilmundur Gudnason
- Faculty of Medicine, University of Iceland, Reykavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, United States of America
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Bazzi LA, Sigurdardottir L, Sigurdsson S, Valdimarsdottir U, Torfadottir J, Aspelund T, Launer L, Harris T, Gudnason V, Mucci L, Markt S. Abstract 5045: Pineal gland volume and risk of prostate cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-5045] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: The parenchyma of the pineal gland, an endocrine gland in the brain, produces the circadian hormone melatonin. Previously, we found low levels of melatonin were associated with an increased risk for advanced prostate cancer. This study used data from men in the Age, Gene/Environment Susceptibility-Reykjavik (AGES-Reykjavik) Study to evaluate the relationship between pineal volume, melatonin levels, and prostate cancer risk.
Methods: Participants were enrolled in the AGES-Reykjavik Study from 2002 to 2006 and underwent detailed clinical assessments at baseline that included biospecimen collection, MRI of the brain, medical history, and health questionnaires on dietary and lifestyle factors. We included 802 men who had information on pineal size, where parenchyma, calcification, and cyst volume were estimated individually and manually from the MRIs. Cox proportional hazards regression was used to calculate hazard ratios and 95% confidence intervals for risk of prostate cancer during follow-up through 2014, comparing parenchyma volume tertiles.
Results: There was a positive association between pineal parenchyma volume and urinary levels of melatonin. During follow-up, 135 men were diagnosed with prostate cancer, 30 of which were advanced prostate cancer. Men with volumes in the upper tertile had no statistically significant increased risk of prostate cancer compared to men with volumes in the lowest tertile (HR: 1.0, 95% CI: 0.7, 1.5), and men with volumes in the middle tertile had only a borderline statistically significant decreased risk of prostate cancer compared to men with volumes in the lowest tertile (HR: 0.7, 95% CI: 0.4, 1.0). Compared to men without pineal cysts, there was a borderline statistically significant association between men with pineal cysts and decreased risk of prostate cancer (HR: 0.7, 95% CI: 0.5, 1.0). Compared to men without pineal calcifications, there was no statistically significant association between men with pineal calcifications and increased risk of prostate cancer (HR: 1.1, 95% CI: 0.7, 1.6).
Conclusions: Pineal parenchyma volume was associated with melatonin levels, but there was no statistically significant association between parenchyma volume alone and prostate cancer risk. Further studies are needed to investigate the relationship between pineal parenchyma volume, presence of calcifications and cysts, melatonin, and prostate cancer.
Citation Format: Latifa A. Bazzi, Lara Sigurdardottir, Sigurdur Sigurdsson, Unnur Valdimarsdottir, Johanna Torfadottir, Thor Aspelund, Lenore Launer, Tamara Harris, Vilmundur Gudnason, Lorelei Mucci, Sarah Markt. Pineal gland volume and risk of prostate cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 5045.
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Affiliation(s)
- Latifa A. Bazzi
- 1University of Michigan School of Public Health, Ann Arbor, MI
| | | | | | | | | | - Thor Aspelund
- 4Icelandic Heart Association, University of Iceland, Reykjavik, Iceland
| | | | | | | | - Lorelei Mucci
- 7Harvard T.H. Chan School of Public Health, Boston, MA
| | - Sarah Markt
- 8Case Western Reserve University, Cleveland, OH
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Davies G, Lam M, Harris SE, Trampush JW, Luciano M, Hill WD, Hagenaars SP, Ritchie SJ, Marioni RE, Fawns-Ritchie C, Liewald DCM, Okely JA, Ahola-Olli AV, Barnes CLK, Bertram L, Bis JC, Burdick KE, Christoforou A, DeRosse P, Djurovic S, Espeseth T, Giakoumaki S, Giddaluru S, Gustavson DE, Hayward C, Hofer E, Ikram MA, Karlsson R, Knowles E, Lahti J, Leber M, Li S, Mather KA, Melle I, Morris D, Oldmeadow C, Palviainen T, Payton A, Pazoki R, Petrovic K, Reynolds CA, Sargurupremraj M, Scholz M, Smith JA, Smith AV, Terzikhan N, Thalamuthu A, Trompet S, van der Lee SJ, Ware EB, Windham BG, Wright MJ, Yang J, Yu J, Ames D, Amin N, Amouyel P, Andreassen OA, Armstrong NJ, Assareh AA, Attia JR, Attix D, Avramopoulos D, Bennett DA, Böhmer AC, Boyle PA, Brodaty H, Campbell H, Cannon TD, Cirulli ET, Congdon E, Conley ED, Corley J, Cox SR, Dale AM, Dehghan A, Dick D, Dickinson D, Eriksson JG, Evangelou E, Faul JD, Ford I, Freimer NA, Gao H, Giegling I, Gillespie NA, Gordon SD, Gottesman RF, Griswold ME, Gudnason V, Harris TB, Hartmann AM, Hatzimanolis A, Heiss G, Holliday EG, Joshi PK, Kähönen M, Kardia SLR, Karlsson I, Kleineidam L, Knopman DS, Kochan NA, Konte B, Kwok JB, Le Hellard S, Lee T, Lehtimäki T, Li SC, Lill CM, Liu T, Koini M, London E, Longstreth WT, Lopez OL, Loukola A, Luck T, Lundervold AJ, Lundquist A, Lyytikäinen LP, Martin NG, Montgomery GW, Murray AD, Need AC, Noordam R, Nyberg L, Ollier W, Papenberg G, Pattie A, Polasek O, Poldrack RA, Psaty BM, Reppermund S, Riedel-Heller SG, Rose RJ, Rotter JI, Roussos P, Rovio SP, Saba Y, Sabb FW, Sachdev PS, Satizabal CL, Schmid M, Scott RJ, Scult MA, Simino J, Slagboom PE, Smyrnis N, Soumaré A, Stefanis NC, Stott DJ, Straub RE, Sundet K, Taylor AM, Taylor KD, Tzoulaki I, Tzourio C, Uitterlinden A, Vitart V, Voineskos AN, Kaprio J, Wagner M, Wagner H, Weinhold L, Wen KH, Widen E, Yang Q, Zhao W, Adams HHH, Arking DE, Bilder RM, Bitsios P, Boerwinkle E, Chiba-Falek O, Corvin A, De Jager PL, Debette S, Donohoe G, Elliott P, Fitzpatrick AL, Gill M, Glahn DC, Hägg S, Hansell NK, Hariri AR, Ikram MK, Jukema JW, Vuoksimaa E, Keller MC, Kremen WS, Launer L, Lindenberger U, Palotie A, Pedersen NL, Pendleton N, Porteous DJ, Räikkönen K, Raitakari OT, Ramirez A, Reinvang I, Rudan I, Dan Rujescu, Schmidt R, Schmidt H, Schofield PW, Schofield PR, Starr JM, Steen VM, Trollor JN, Turner ST, Van Duijn CM, Villringer A, Weinberger DR, Weir DR, Wilson JF, Malhotra A, McIntosh AM, Gale CR, Seshadri S, Mosley TH, Bressler J, Lencz T, Deary IJ. Author Correction: Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function. Nat Commun 2019; 10:2068. [PMID: 31043617 PMCID: PMC6494826 DOI: 10.1038/s41467-019-10160-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Christina M. Lill, who contributed to analysis of data, was inadvertently omitted from the author list in the originally published version of this article. This has now been corrected in both the PDF and HTML versions of the article.
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Affiliation(s)
- Gail Davies
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Max Lam
- 0000 0004 0469 9592grid.414752.1Institute of Mental Health, Singapore, 539747 Singapore
| | - Sarah E. Harris
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK
| | - Joey W. Trampush
- BrainWorkup, LLC, Los Angeles, 90033 CA USA ,0000 0001 2156 6853grid.42505.36Department of Psychiatry and Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, 90033 CA USA
| | - Michelle Luciano
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - W. David Hill
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Saskia P. Hagenaars
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0001 2322 6764grid.13097.3cSocial, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, Denmark Hill, London, SE5 8AF UK
| | - Stuart J. Ritchie
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Riccardo E. Marioni
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK
| | - Chloe Fawns-Ritchie
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - David C. M. Liewald
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Judith A. Okely
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Ari V. Ahola-Olli
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland ,grid.415303.0Department of Internal Medicine, Satakunta Central Hospital, Pori, 28100 Finland
| | - Catriona L. K. Barnes
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Lars Bertram
- 0000 0000 9071 0620grid.419538.2Max Planck Institute for Molecular Genetics, Berlin, 14195 Germany
| | - Joshua C. Bis
- 0000000122986657grid.34477.33Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101 Washington USA
| | - Katherine E. Burdick
- 0000 0001 0670 2351grid.59734.3cDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0004 0420 1184grid.274295.fMental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, 10468 NY USA ,000000041936754Xgrid.38142.3cDepartment of Psychiatry, Brigham and Women’s Hospital, Harvard Medical School, Boston, 02115 MA USA
| | - Andrea Christoforou
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Pamela DeRosse
- 0000 0004 0469 9592grid.414752.1Institute of Mental Health, Singapore, 539747 Singapore ,0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA
| | - Srdjan Djurovic
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0004 0389 8485grid.55325.34Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, 0424 Norway
| | - Thomas Espeseth
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Stella Giakoumaki
- 0000 0004 0576 3437grid.8127.cDepartment of Psychology, University of Crete, Crete, GR-74100 Greece
| | - Sudheer Giddaluru
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Daniel E. Gustavson
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Center for Behavior Genetics of Aging, University of California, San Diego, 92093 CA USA
| | - Caroline Hayward
- 0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK ,0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Edith Hofer
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria ,0000 0000 8988 2476grid.11598.34Institute of Medical Informatics Statistics and Documentation, Medical University of Graz, Graz, 8036 Austria
| | - M. Arfan Ikram
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx The Netherlands
| | - Robert Karlsson
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Emma Knowles
- 0000000419368710grid.47100.32Department of Psychiatry, Yale University School of Medicine, New Haven, 06511 CT USA
| | - Jari Lahti
- 0000 0004 0410 2071grid.7737.4Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014 Finland ,0000 0004 0410 2071grid.7737.4Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, 00014 Finland
| | - Markus Leber
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937 Germany
| | - Shuo Li
- 0000 0004 1936 7558grid.189504.1Department of Biostatistics, Boston University School of Public Health, Boston, 02118 MA USA
| | - Karen A. Mather
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - Ingrid Melle
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway
| | - Derek Morris
- 0000 0004 0488 0789grid.6142.1Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33 Ireland
| | - Christopher Oldmeadow
- 0000 0000 8831 109Xgrid.266842.cMedical Research Institute and Faculty of Health, University of Newcastle, New South Wa0les, 2308 Australia
| | - Teemu Palviainen
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Antony Payton
- 0000000121662407grid.5379.8Centre for EpidemiologyDivision of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, M13 9PL UK
| | - Raha Pazoki
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Katja Petrovic
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Chandra A. Reynolds
- 0000 0001 2222 1582grid.266097.cDepartment of Psychology, University of California Riverside, Riverside, 92521 CA USA
| | - Muralidharan Sargurupremraj
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France
| | - Markus Scholz
- 0000 0001 2230 9752grid.9647.cInstitute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107 Germany ,0000 0001 2230 9752grid.9647.cLIFE—Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107 Germany
| | - Jennifer A. Smith
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA ,0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - Albert V. Smith
- 0000 0000 9458 5898grid.420802.cIcelandic Heart Association, Kopavogur, IS-201 Iceland ,0000 0004 0640 0021grid.14013.37University of Iceland, Reykjavik, 101 Iceland
| | - Natalie Terzikhan
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,0000 0004 0626 3303grid.410566.0Department of Respiratory Medicine, Ghent University Hospital, De Pintelaan 185, 9000 Ghent, Belgium
| | - Anbupalam Thalamuthu
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - Stella Trompet
- 0000000089452978grid.10419.3dSection of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Sven J. van der Lee
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Erin B. Ware
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - B. Gwen Windham
- 0000 0004 1937 0407grid.410721.1Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Margaret J. Wright
- 0000 0000 9320 7537grid.1003.2Queensland Brain Institute, University of Queensland, Brisbane, 4072 Australia ,0000 0000 9320 7537grid.1003.2Centre for Advanced Imaging, University of Queensland, Brisbane, 4072 Australia
| | - Jingyun Yang
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartment of Neurological Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Jin Yu
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA
| | - David Ames
- 0000 0004 0624 1200grid.416153.4National Ageing Research Institute, Royal Melbourne Hospital, Victoria, 3052 Australia ,0000 0001 2179 088Xgrid.1008.9Academic Unit for Psychiatry of Old Age, University of Melbourne, St George’s Hospital, Kew, 3010 Australia
| | - Najaf Amin
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Philippe Amouyel
- 0000 0001 2159 9858grid.8970.6Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-LabEx DISTALZ, F-59000 Lille, France
| | - Ole A. Andreassen
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 1936 8921grid.5510.1Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, 0372 Norway
| | - Nicola J. Armstrong
- 0000 0004 0436 6763grid.1025.6Mathematics and Statistics, Murdoch University, Perth, 6150 Australia
| | - Amelia A. Assareh
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - John R. Attia
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Deborah Attix
- 0000000100241216grid.189509.cDepartment of NeurologyBryan Alzheimer’s Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708 NC USA ,0000000100241216grid.189509.cPsychiatry and Behavioral Sciences, Division of Medical Psychology, and Department of Neurology, Duke University Medical Center, Durham, 27708 NC USA
| | - Dimitrios Avramopoulos
- 0000 0001 2171 9311grid.21107.35Department of Psychiatry, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA ,0000 0001 2171 9311grid.21107.35McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA
| | - David A. Bennett
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartment of Neurological Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Anne C. Böhmer
- 0000 0001 2240 3300grid.10388.32Institute of Human Genetics, University of Bonn, Bonn, 53113 Germany ,0000 0001 2240 3300grid.10388.32Department of Genomics, Life and Brain Center, University of Bonn, Bonn, 53113 Germany
| | - Patricia A. Boyle
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartments of Behavioral Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Henry Brodaty
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Dementia Centre for Research Collaboration, University of New South Wales, Sydney, 2031 NSW Australia
| | - Harry Campbell
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Tyrone D. Cannon
- 0000000419368710grid.47100.32Department of Psychology, Yale University, New Haven, 06520 CT USA
| | | | - Eliza Congdon
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | | | - Janie Corley
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Simon R. Cox
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Anders M. Dale
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Cognitive Science, University of California, San Diego, La Jolla, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Neurosciences, University of California, San Diego, La Jolla, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Radiology, University of California, San Diego, La Jolla, 92093 CA USA
| | - Abbas Dehghan
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Danielle Dick
- 0000 0004 0458 8737grid.224260.0Department of Psychology, Virginia Commonwealth University, Richmond, 23284 VA USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, 20892 MD USA
| | - Johan G. Eriksson
- 0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland ,0000 0004 0410 2071grid.7737.4Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, 00290 Finland ,0000 0000 9950 5666grid.15485.3dHelsinki University Central Hospital, Unit of General Practice, Helsinki, FI-00029 Finland ,0000 0004 0409 6302grid.428673.cFolkhälsan Research Centre, Helsinki, 2018 Finland
| | - Evangelos Evangelou
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland
| | - Jessica D. Faul
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - Ian Ford
- 0000 0001 2193 314Xgrid.8756.cRobertson Centre for Biostatistics, University of Glasgow, Glasgow, G12 8QQ United Kingdom
| | - Nelson A. Freimer
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - He Gao
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Ina Giegling
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Nathan A. Gillespie
- 0000 0004 0458 8737grid.224260.0Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, 23298 VA USA
| | - Scott D. Gordon
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia
| | - Rebecca F. Gottesman
- 0000 0001 2171 9311grid.21107.35Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, 21287 MD USA ,0000 0001 2171 9311grid.21107.35Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, 21205 MD USA
| | - Michael E. Griswold
- 0000 0004 1937 0407grid.410721.1Department of Data Science, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Vilmundur Gudnason
- 0000 0000 9458 5898grid.420802.cIcelandic Heart Association, Kopavogur, IS-201 Iceland ,0000 0004 0640 0021grid.14013.37University of Iceland, Reykjavik, 101 Iceland
| | - Tamara B. Harris
- 0000 0001 2297 5165grid.94365.3dIntramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892 MD USA
| | - Annette M. Hartmann
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Alex Hatzimanolis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece ,Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521 Greece
| | - Gerardo Heiss
- 0000000122483208grid.10698.36Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, 27599 NC USA
| | - Elizabeth G. Holliday
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Peter K. Joshi
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Mika Kähönen
- 0000 0004 0628 2985grid.412330.7Department of Clinical Physiology, Tampere University Hospital, and Finnish Cardiovascular Research Center, Tampere, FI-33014 Finland ,0000 0001 2314 6254grid.502801.eFaculty of Medicine and Life Sciences, University of Tampere, Tampere, 33521 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Physiology, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Sharon L. R. Kardia
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA
| | - Ida Karlsson
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Luca Kleineidam
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry Medical Faculty, University of Cologne, Cologne, 50923 Germany ,0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany ,0000 0004 0438 0426grid.424247.3German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127 Germany ,0000 0001 2240 3300grid.10388.32Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127 Germany
| | - David S. Knopman
- 0000 0004 0459 167Xgrid.66875.3aDepartment of Neurology, Mayo Clinic, Rochester, 55905 MN USA
| | - Nicole A. Kochan
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Bettina Konte
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - John B. Kwok
- 0000 0004 1936 834Xgrid.1013.3Brain and Mind Centre—The University of Sydney, Camperdown, NSW 2050 Australia ,0000 0004 4902 0432grid.1005.4School of Medical Sciences, University of New South Wales, Sydney, 2052 Australia
| | - Stephanie Le Hellard
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Teresa Lee
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Terho Lehtimäki
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Shu-Chen Li
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany ,0000 0001 2111 7257grid.4488.0Technische Universität Dresden, Dresden, 01187 Germany
| | - Christina M. Lill
- 0000 0001 0057 2672grid.4562.5Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany
| | - Tian Liu
- 0000 0000 9071 0620grid.419538.2Max Planck Institute for Molecular Genetics, Berlin, 14195 Germany ,0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany
| | - Marisa Koini
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Edythe London
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - Will T. Longstreth
- 0000000122986657grid.34477.33Department of Neurology, School of Medicine, University of Washington, Seattle, 98195-6465 WA USA ,0000000122986657grid.34477.33Department of Epidemiology, University of Washington, Seattle, 98195 WA USA
| | - Oscar L. Lopez
- 0000 0004 1936 9000grid.21925.3dDepartment of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, 15213 PA USA
| | - Anu Loukola
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Tobias Luck
- 0000 0001 2230 9752grid.9647.cLIFE—Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107 Germany ,0000 0001 2230 9752grid.9647.cInstitute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103 Germany
| | - Astri J. Lundervold
- 0000 0004 1936 7443grid.7914.bDepartment of Biological and Medical Psychology, University of Bergen, Bergen, 5009 Norway ,0000 0004 1936 7443grid.7914.bK. G. Jebsen Center for Neuropsychiatry, University of Bergen, Bergen, N-5009 Norway
| | - Anders Lundquist
- 0000 0001 1034 3451grid.12650.30Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Statistics, USBE Umeå University, S-907 97 Umeå, Sweden
| | - Leo-Pekka Lyytikäinen
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Nicholas G. Martin
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia
| | - Grant W. Montgomery
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia ,0000 0000 9320 7537grid.1003.2Institute for Molecular Bioscience, University of Queensland, Brisbane, 4072 Australia
| | - Alison D. Murray
- 0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK ,0000 0004 1936 7291grid.7107.1The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, AB25 2ZD UK
| | - Anna C. Need
- 0000 0001 2113 8111grid.7445.2Division of Brain Sciences, Department of Medicine, Imperial College, London, SW7 2AZ UK
| | - Raymond Noordam
- 0000000089452978grid.10419.3dSection of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Lars Nyberg
- 0000 0001 1034 3451grid.12650.30Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Radiation Sciences, Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Integrative Medical Biology, Umeå University, Umeå, SE-901 87 Sweden
| | - William Ollier
- 0000000121662407grid.5379.8Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, M13 9PT UK
| | - Goran Papenberg
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany ,0000 0004 1936 9377grid.10548.38Karolinska Institutet, Aging Research Center, Stockholm University, Stockholm, SE-113 30 Sweden
| | - Alison Pattie
- 0000 0004 1936 7988grid.4305.2Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Ozren Polasek
- Gen-Info LLC, Zagreb, 10000 Croatia ,0000 0004 0644 1675grid.38603.3eFaculty of Medicine, University of Split, Split, 21000 Croatia
| | - Russell A. Poldrack
- 0000000419368956grid.168010.eDepartment of Psychology, Stanford University, Palo Alto, 94305-2130 CA USA
| | - Bruce M. Psaty
- 0000000122986657grid.34477.33Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101 Washington USA ,0000000122986657grid.34477.33Deparment of Health Services, University of Washington, Seattle, 98195-7660 WA USA ,0000 0004 0615 7519grid.488833.cKaiser Permanente Washington Health Research Institute, Seattle, 98101 WA USA
| | - Simone Reppermund
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052 Australia
| | - Steffi G. Riedel-Heller
- 0000 0001 2230 9752grid.9647.cInstitute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103 Germany
| | - Richard J. Rose
- 0000 0001 0790 959Xgrid.411377.7Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN 47405-7007 USA
| | - Jerome I. Rotter
- 0000 0001 0157 6501grid.239844.0Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502 USA ,0000 0001 0157 6501grid.239844.0Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509 CA USA
| | - Panos Roussos
- 0000 0001 0670 2351grid.59734.3cDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0001 0670 2351grid.59734.3cDepartment of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0004 0420 1184grid.274295.fMental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, 10468 NY USA
| | - Suvi P. Rovio
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland
| | - Yasaman Saba
- 0000 0000 8988 2476grid.11598.34Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036 Austria
| | - Fred W. Sabb
- 0000 0004 1936 8008grid.170202.6Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403 OR USA
| | - Perminder S. Sachdev
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Claudia L. Satizabal
- 0000 0004 0367 5222grid.475010.7Department of Neurology, Boston University School of Medicine, Boston, 02118 MA USA ,0000 0001 2293 4638grid.279885.9The National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, 01702-5827 MA USA
| | - Matthias Schmid
- 0000 0000 8852 305Xgrid.411097.aDepartment of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012 Germany
| | - Rodney J. Scott
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Matthew A. Scult
- 0000 0004 1936 7961grid.26009.3dLaboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086 NC USA
| | - Jeannette Simino
- 0000 0004 1937 0407grid.410721.1Department of Data Science, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - P. Eline Slagboom
- 0000000089452978grid.10419.3dDepartment of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Nikolaos Smyrnis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece
| | - Aïcha Soumaré
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France
| | - Nikos C. Stefanis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece ,Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521 Greece
| | - David J. Stott
- 0000 0001 2193 314Xgrid.8756.cInstitute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8QQ United Kingdom
| | - Richard E. Straub
- 0000 0001 2171 9311grid.21107.35Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205 MD USA
| | - Kjetil Sundet
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Adele M. Taylor
- 0000 0004 1936 7988grid.4305.2Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Kent D. Taylor
- 0000 0001 0157 6501grid.239844.0Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502 USA ,0000 0001 0157 6501grid.239844.0Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509 CA USA
| | - Ioanna Tzoulaki
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2108 7481grid.9594.1Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110 Greece
| | - Christophe Tzourio
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France ,0000 0004 0593 7118grid.42399.35Department of Public Health, University Hospital of Bordeaux, Bordeaux, 33076 France
| | - André Uitterlinden
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 The Netherlands
| | - Veronique Vitart
- 0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Aristotle N. Voineskos
- 0000 0001 2157 2938grid.17063.33Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, M5T 1L8 Canada
| | - Jaakko Kaprio
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, 00014 Finland
| | - Michael Wagner
- 0000 0004 0438 0426grid.424247.3German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127 Germany ,0000 0001 2240 3300grid.10388.32Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127 Germany
| | - Holger Wagner
- 0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany
| | - Leonie Weinhold
- 0000 0000 8852 305Xgrid.411097.aDepartment of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012 Germany
| | - K. Hoyan Wen
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Elisabeth Widen
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Qiong Yang
- 0000 0004 1936 7558grid.189504.1Department of Biostatistics, Boston University School of Public Health, Boston, 02118 MA USA
| | - Wei Zhao
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA
| | - Hieab H. H. Adams
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Radiology, Erasmus MC, Rotterdam, 3015 The Netherlands
| | - Dan E. Arking
- 0000 0001 2171 9311grid.21107.35McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA
| | - Robert M. Bilder
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - Panos Bitsios
- 0000 0004 0576 3437grid.8127.cDepartment of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, GR-71003 Greece
| | - Eric Boerwinkle
- 0000 0000 9206 2401grid.267308.8Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030 TX USA ,0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center, Baylor College of Medicine, Houston, 77030-3411 TX USA
| | - Ornit Chiba-Falek
- 0000000100241216grid.189509.cDepartment of NeurologyBryan Alzheimer’s Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708 NC USA
| | - Aiden Corvin
- 0000 0004 1936 9705grid.8217.cNeuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89 Ireland
| | - Philip L. De Jager
- 0000 0001 2285 2675grid.239585.0Center for Translational and Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032 NY USA ,grid.66859.34Program in Medical and Population Genetics, Broad Institute, Cambridge, 02142 MA USA
| | - Stéphanie Debette
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France ,0000 0004 0593 7118grid.42399.35Department of Neurology, University Hospital of Bordeaux, Bordeaux, 33000 France
| | - Gary Donohoe
- 0000 0004 0488 0789grid.6142.1Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33 Ireland
| | - Paul Elliott
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Annette L. Fitzpatrick
- 0000000122986657grid.34477.33Department of Epidemiology, University of Washington, Seattle, 98195 WA USA ,0000000122986657grid.34477.33Department of Global Health, University of Washington, Seattle, 98104 WA USA
| | - Michael Gill
- 0000 0004 1936 9705grid.8217.cNeuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89 Ireland
| | - David C. Glahn
- 0000000419368710grid.47100.32Department of Psychiatry, Yale University School of Medicine, New Haven, 06511 CT USA
| | - Sara Hägg
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Narelle K. Hansell
- 0000 0000 9320 7537grid.1003.2Queensland Brain Institute, University of Queensland, Brisbane, 4072 Australia
| | - Ahmad R. Hariri
- 0000 0004 1936 7961grid.26009.3dLaboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086 NC USA
| | - M. Kamran Ikram
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx The Netherlands
| | - J. Wouter Jukema
- 0000000089452978grid.10419.3dDepartment of Cardiology, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Eero Vuoksimaa
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, 00014 Finland
| | - Matthew C. Keller
- 0000000096214564grid.266190.aInstitute for Behavioral Genetics, University of Colorado, Boulder, 80309 CO USA
| | - William S. Kremen
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Center for Behavior Genetics of Aging, University of California, San Diego, 92093 CA USA
| | - Lenore Launer
- 0000 0001 2297 5165grid.94365.3dIntramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892 MD USA
| | - Ulman Lindenberger
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany
| | - Aarno Palotie
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0004 0606 5382grid.10306.34Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA UK ,0000 0000 9950 5666grid.15485.3dDepartment of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, 00014 Finland
| | - Nancy L. Pedersen
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Neil Pendleton
- 0000000121662407grid.5379.8Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Manchester Academic Health Science Centre, and Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, M13 9PL UK
| | - David J. Porteous
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK ,0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Katri Räikkönen
- 0000 0004 0410 2071grid.7737.4Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014 Finland
| | - Olli T. Raitakari
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland ,0000 0004 0628 215Xgrid.410552.7Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20520 Finland
| | - Alfredo Ramirez
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937 Germany ,0000 0001 2240 3300grid.10388.32Institute of Human Genetics, University of Bonn, Bonn, 53113 Germany ,0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany
| | - Ivar Reinvang
- 0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Igor Rudan
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Dan Rujescu
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Reinhold Schmidt
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Helena Schmidt
- 0000 0000 8988 2476grid.11598.34Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036 Austria
| | - Peter W. Schofield
- 0000 0000 8831 109Xgrid.266842.cSchool of Medicine and Public Health, University of Newcastle, New South Wales, 2308 Australia
| | - Peter R. Schofield
- 0000 0000 8900 8842grid.250407.4Neuroscience Research Australia, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Faculty of Medicine, University of New South Wales, Sydney, 2052 Australia
| | - John M. Starr
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 7988grid.4305.2Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Vidar M. Steen
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Julian N. Trollor
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052 Australia
| | - Steven T. Turner
- 0000 0004 0459 167Xgrid.66875.3aDivision of Nephrology and Hypertension, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55905 USA
| | - Cornelia M. Van Duijn
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Arno Villringer
- 0000 0001 0041 5028grid.419524.fMax Planck Institute for Human Cognitive and Brain Sciences, Leipzig, 04103 Germany ,0000 0000 8517 9062grid.411339.dDay Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, 04103 Germany
| | - Daniel R. Weinberger
- 0000 0001 2171 9311grid.21107.35Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205 MD USA
| | - David R. Weir
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - James F. Wilson
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland ,0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Anil Malhotra
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA ,grid.440243.5Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, 11004 NY USA ,0000 0001 2284 9943grid.257060.6Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, 11549 NY USA
| | - Andrew M. McIntosh
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 7988grid.4305.2Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF UK
| | - Catharine R. Gale
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 9297grid.5491.9MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, SO16 6YD UK
| | - Sudha Seshadri
- 0000 0004 1936 8008grid.170202.6Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403 OR USA ,0000 0004 0367 5222grid.475010.7Department of Neurology, Boston University School of Medicine, Boston, 02118 MA USA ,0000 0001 0629 5880grid.267309.9Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, 78229 TX USA
| | - Thomas H. Mosley
- 0000 0004 1937 0407grid.410721.1Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Jan Bressler
- 0000 0000 9206 2401grid.267308.8Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030 TX USA
| | - Todd Lencz
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA ,0000 0004 1936 7988grid.4305.2Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF UK
| | - Ian J. Deary
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
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Acharya T, Launer L, Arai AE. Interpreting the Prognostic Value of Unrecognized Myocardial Infarction Among Older Adults—Reply. JAMA Cardiol 2019; 4:391-392. [DOI: 10.1001/jamacardio.2019.0207] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Tushar Acharya
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Lenore Launer
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland
| | - Andrew E. Arai
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
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Fornage M, Adams HH, Bis JC, Deary IJ, Launer L, Smith JA, Teumer A, Seshadri S. Abstract WP216: Epigenome-Wide Association Study of Cerebral White Matter Hyperintensities. Stroke 2019. [DOI: 10.1161/str.50.suppl_1.wp216] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
Cerebral white matter hyperintensities (WMH) on MRI are typical markers of small vessel disease and strong radiological correlates of stroke and age-related cognitive decline. Despite a recognized high heritability, the molecular basis of WMH has not been fully characterized. In particular, the contribution of epigenetic modifications, such as DNA methylation, has not been explored.
Methods:
We conducted a meta-analysis of epigenome-wide association studies of WMH burden in up to 5777 elderly participants of European and African ancestry from 9 population-based cohorts using blood-derived DNA methylation measured on the Infinium HumanMethylation450 BeadChip. Cohort-specific associations between burden of WMH and DNA methylation beta values were estimated using linear mixed-effect models and combined in a sample-size weighted fixed-effect meta-analysis. In addition, we used two different approaches to identify differentially methylated regions (DMRs), which may be more informative than individual loci. Bonferroni correction and False Discovery Rates were used to account for the multiple tests.
Results:
Single-site analyses identified a CpG site within the CLDN5 gene significantly associated with WMH (P= 2.3x10
-7
). Claudin-5 is an endothelial-specific component in the brain vasculature and regulates blood brain barrier permeability. Region-based analyses, which leverage the correlations between nearby CpG sites identified several DMRs significantly associated with WMH burden including: PRMT1, BTBD17, and IFITM10 (P=1.4x10
-10
, 2.3x10
-8
, and 3.6x10
-7
, respectively). PRMT1 encodes the Protein Arginine N-methylase 1, which methylates histones in genes involved in glioblastomagenesis. Mice lacking this gene are characterized by severe defects in oligodendrocyte maturation processes. The function of BTBD17 and IFITM10 is not characterized but both are expressed in the brain and exhibit changes in expression in response to viral infection.
Conclusions:
Consistent with our previously reported genetic association studies, this genome-wide DNA methylation analysis supports a role of genes involved in glial cell function in WMH etiology. It also suggests a novel role of genes involved in viral response.
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Affiliation(s)
| | | | | | - Ian J Deary
- Univ of Edinburgh, Edinburgh, United Kingdom
| | | | | | | | - Sudha Seshadri
- Univ of Texas Health Sciences Cntr, San Antonio, San Antonio, TX
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Eymundsdottir H, Chang Gudjonsson M, Geirsdottir O, Jonsson P, Gudnason V, Launer L, Jonsdottir M, Ramel A. ASSOCIATIONS OF LIFESTYLE FACTORS AND 25 HYDROXYVITAMIN D ACCORDING TO COGNITVE STATUS AMONG OLDER ADULTS. Innov Aging 2018. [DOI: 10.1093/geroni/igy023.1868] [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: 11/13/2022] Open
Affiliation(s)
| | | | | | | | | | | | - M Jonsdottir
- Department of Psychology, Reykjavik University, Reykjavik
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Marques EA, Carballido-Gamio J, Gudnason V, Sigurdsson G, Sigurdsson S, Aspelund T, Siggeirsdottir K, Launer L, Eiriksdottir G, Lang T, Harris TB. Sex differences in the spatial distribution of bone in relation to incident hip fracture: Findings from the AGES-Reykjavik study. Bone 2018; 114:72-80. [PMID: 29777918 PMCID: PMC6137723 DOI: 10.1016/j.bone.2018.05.016] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [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: 12/27/2017] [Revised: 04/11/2018] [Accepted: 05/15/2018] [Indexed: 11/24/2022]
Abstract
In this case-cohort study, we used data-driven computational anatomy approaches to assess within and between sex spatial differences in proximal femoral bone characteristics in relation to incident hip fracture. One hundred male and 234 female incident hip fracture cases, and 1047 randomly selected noncase subcohort participants (562 female) were chosen from the population-based AGES-Reykjavik study (mean age of 77 years). The baseline -i.e. before hip fracture- hip quantitative computed tomography scans of these subjects were analyzed using voxel-based morphometry, tensor-based morphometry, and surface-based statistical parametric mapping to assess the spatial distribution of volumetric bone mineral density (vBMD), internal structure, and cortical bone properties (thickness, vBMD and trabecular vBMD adjacent to the endosteal surface) of the proximal femur, respectively, in relation to incident hip fracture. Results showed that in both men and women: 1) the superior aspect of the femoral neck and the trochanteric region (except for cortical bone thickness) were consistently identified as being associated with incident hip fracture, and 2) differences in bone properties between noncases and incident hip fracture cases followed similar trends, were located at compatible regions, and manifested heterogeneity in the spatial distribution of their magnitude with focal regions showing larger differences. With respect to sex differences, most of the regions with a significant interaction between fracture group and sex showed: 1) differences of greater magnitude in men between noncases and incident hip fracture cases with different spatial distributions for all bone properties with the exception of cortical bone thickness, and 2) that while most of these regions showed better bone quality in male cases than in female cases, female cases showed higher vBMD in the principal compressive group and higher endotrabecular vBMD at several regions including the anterior, posterior, and lateral aspects of the proximal femur. These findings indicate the value of these image analysis techniques by providing unique information about the specific patterns of bone deterioration associated with incident hip fracture and their sex differences, highlighting the importance of looking to men and women separately in the assessment of hip fracture risk.
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Affiliation(s)
- Elisa A Marques
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA.
| | - Julio Carballido-Gamio
- Department of Radiology, School of Medicine, University of Colorado Denver, Denver, CO, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; University of Iceland, Reykjavik, Iceland
| | - Gunnar Sigurdsson
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; University of Iceland, Reykjavik, Iceland; Landspitalinn University Hospital, Reykjavik, Iceland
| | | | - Thor Aspelund
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Kristin Siggeirsdottir
- Department of Radiology, School of Medicine, University of Colorado Denver, Denver, CO, USA
| | - Lenore Launer
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA
| | | | - Thomas Lang
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA
| | - Tamara B Harris
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA
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Davies G, Lam M, Harris SE, Trampush JW, Luciano M, Hill WD, Hagenaars SP, Ritchie SJ, Marioni RE, Fawns-Ritchie C, Liewald DCM, Okely JA, Ahola-Olli AV, Barnes CLK, Bertram L, Bis JC, Burdick KE, Christoforou A, DeRosse P, Djurovic S, Espeseth T, Giakoumaki S, Giddaluru S, Gustavson DE, Hayward C, Hofer E, Ikram MA, Karlsson R, Knowles E, Lahti J, Leber M, Li S, Mather KA, Melle I, Morris D, Oldmeadow C, Palviainen T, Payton A, Pazoki R, Petrovic K, Reynolds CA, Sargurupremraj M, Scholz M, Smith JA, Smith AV, Terzikhan N, Thalamuthu A, Trompet S, van der Lee SJ, Ware EB, Windham BG, Wright MJ, Yang J, Yu J, Ames D, Amin N, Amouyel P, Andreassen OA, Armstrong NJ, Assareh AA, Attia JR, Attix D, Avramopoulos D, Bennett DA, Böhmer AC, Boyle PA, Brodaty H, Campbell H, Cannon TD, Cirulli ET, Congdon E, Conley ED, Corley J, Cox SR, Dale AM, Dehghan A, Dick D, Dickinson D, Eriksson JG, Evangelou E, Faul JD, Ford I, Freimer NA, Gao H, Giegling I, Gillespie NA, Gordon SD, Gottesman RF, Griswold ME, Gudnason V, Harris TB, Hartmann AM, Hatzimanolis A, Heiss G, Holliday EG, Joshi PK, Kähönen M, Kardia SLR, Karlsson I, Kleineidam L, Knopman DS, Kochan NA, Konte B, Kwok JB, Le Hellard S, Lee T, Lehtimäki T, Li SC, Lill CM, Liu T, Koini M, London E, Longstreth WT, Lopez OL, Loukola A, Luck T, Lundervold AJ, Lundquist A, Lyytikäinen LP, Martin NG, Montgomery GW, Murray AD, Need AC, Noordam R, Nyberg L, Ollier W, Papenberg G, Pattie A, Polasek O, Poldrack RA, Psaty BM, Reppermund S, Riedel-Heller SG, Rose RJ, Rotter JI, Roussos P, Rovio SP, Saba Y, Sabb FW, Sachdev PS, Satizabal CL, Schmid M, Scott RJ, Scult MA, Simino J, Slagboom PE, Smyrnis N, Soumaré A, Stefanis NC, Stott DJ, Straub RE, Sundet K, Taylor AM, Taylor KD, Tzoulaki I, Tzourio C, Uitterlinden A, Vitart V, Voineskos AN, Kaprio J, Wagner M, Wagner H, Weinhold L, Wen KH, Widen E, Yang Q, Zhao W, Adams HHH, Arking DE, Bilder RM, Bitsios P, Boerwinkle E, Chiba-Falek O, Corvin A, De Jager PL, Debette S, Donohoe G, Elliott P, Fitzpatrick AL, Gill M, Glahn DC, Hägg S, Hansell NK, Hariri AR, Ikram MK, Jukema JW, Vuoksimaa E, Keller MC, Kremen WS, Launer L, Lindenberger U, Palotie A, Pedersen NL, Pendleton N, Porteous DJ, Räikkönen K, Raitakari OT, Ramirez A, Reinvang I, Rudan I, Dan Rujescu, Schmidt R, Schmidt H, Schofield PW, Schofield PR, Starr JM, Steen VM, Trollor JN, Turner ST, Van Duijn CM, Villringer A, Weinberger DR, Weir DR, Wilson JF, Malhotra A, McIntosh AM, Gale CR, Seshadri S, Mosley TH, Bressler J, Lencz T, Deary IJ. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function. Nat Commun 2018; 9:2098. [PMID: 29844566 PMCID: PMC5974083 DOI: 10.1038/s41467-018-04362-x] [Citation(s) in RCA: 357] [Impact Index Per Article: 59.5] [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: 08/31/2017] [Accepted: 04/23/2018] [Indexed: 11/15/2022] Open
Abstract
General cognitive function is a prominent and relatively stable human trait that is associated with many important life outcomes. We combine cognitive and genetic data from the CHARGE and COGENT consortia, and UK Biobank (total N = 300,486; age 16-102) and find 148 genome-wide significant independent loci (P < 5 × 10-8) associated with general cognitive function. Within the novel genetic loci are variants associated with neurodegenerative and neurodevelopmental disorders, physical and psychiatric illnesses, and brain structure. Gene-based analyses find 709 genes associated with general cognitive function. Expression levels across the cortex are associated with general cognitive function. Using polygenic scores, up to 4.3% of variance in general cognitive function is predicted in independent samples. We detect significant genetic overlap between general cognitive function, reaction time, and many health variables including eyesight, hypertension, and longevity. In conclusion we identify novel genetic loci and pathways contributing to the heritability of general cognitive function.
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Affiliation(s)
- Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Max Lam
- Institute of Mental Health, Singapore, 539747, Singapore
| | - Sarah E Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Joey W Trampush
- BrainWorkup, LLC, Los Angeles, 90033, CA, USA
- Department of Psychiatry and Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, 90033, CA, USA
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - W David Hill
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Saskia P Hagenaars
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - Stuart J Ritchie
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Riccardo E Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Chloe Fawns-Ritchie
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Judith A Okely
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Ari V Ahola-Olli
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
- Department of Internal Medicine, Satakunta Central Hospital, Pori, 28100, Finland
| | - Catriona L K Barnes
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Lars Bertram
- Max Planck Institute for Molecular Genetics, Berlin, 14195, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101, Washington, USA
| | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, 10468, NY, USA
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, 02115, MA, USA
| | - Andrea Christoforou
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Pamela DeRosse
- Institute of Mental Health, Singapore, 539747, Singapore
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
| | - Srdjan Djurovic
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, 0424, Norway
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Stella Giakoumaki
- Department of Psychology, University of Crete, Crete, GR-74100, Greece
| | - Sudheer Giddaluru
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Daniel E Gustavson
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, 92093, CA, USA
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
- Institute of Medical Informatics Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx, The Netherlands
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Emma Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, 06511, CT, USA
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, 00014, Finland
| | - Markus Leber
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937, Germany
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, 02118, MA, USA
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - Ingrid Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
| | - Derek Morris
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - Christopher Oldmeadow
- Medical Research Institute and Faculty of Health, University of Newcastle, New South Wa0les, 2308, Australia
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Antony Payton
- Centre for EpidemiologyDivision of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, M13 9PL, UK
| | - Raha Pazoki
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Katja Petrovic
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Chandra A Reynolds
- Department of Psychology, University of California Riverside, Riverside, 92521, CA, USA
| | - Muralidharan Sargurupremraj
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107, Germany
- LIFE-Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Natalie Terzikhan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Respiratory Medicine, Ghent University Hospital, De Pintelaan 185, 9000, Ghent, Belgium
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - Stella Trompet
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Erin B Ware
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - B Gwen Windham
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, 4072, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, 4072, Australia
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Jin Yu
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
| | - David Ames
- National Ageing Research Institute, Royal Melbourne Hospital, Victoria, 3052, Australia
- Academic Unit for Psychiatry of Old Age, University of Melbourne, St George's Hospital, Kew, 3010, Australia
| | - Najaf Amin
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Philippe Amouyel
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-LabEx DISTALZ, F-59000, Lille, France
| | - Ole A Andreassen
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, 0372, Norway
| | | | - Amelia A Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - John R Attia
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Deborah Attix
- Department of NeurologyBryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708, NC, USA
- Psychiatry and Behavioral Sciences, Division of Medical Psychology, and Department of Neurology, Duke University Medical Center, Durham, 27708, NC, USA
| | - Dimitrios Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Anne C Böhmer
- Institute of Human Genetics, University of Bonn, Bonn, 53113, Germany
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, 53113, Germany
| | - Patricia A Boyle
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Departments of Behavioral Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Dementia Centre for Research Collaboration, University of New South Wales, Sydney, 2031, NSW, Australia
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Tyrone D Cannon
- Department of Psychology, Yale University, New Haven, 06520, CT, USA
| | | | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | | | - Janie Corley
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Simon R Cox
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Anders M Dale
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Department of Cognitive Science, University of California, San Diego, La Jolla, 92093, CA, USA
- Department of Neurosciences, University of California, San Diego, La Jolla, 92093, CA, USA
- Department of Radiology, University of California, San Diego, La Jolla, 92093, CA, USA
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Danielle Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, 23284, VA, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, 20892, MD, USA
| | - Johan G Eriksson
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, 00290, Finland
- Helsinki University Central Hospital, Unit of General Practice, Helsinki, FI-00029, Finland
- Folkhälsan Research Centre, Helsinki, 2018, Finland
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, G12 8QQ, United Kingdom
| | - Nelson A Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - He Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Nathan A Gillespie
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, 23298, VA, USA
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
| | - Rebecca F Gottesman
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, 21287, MD, USA
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, 21205, MD, USA
| | - Michael E Griswold
- Department of Data Science, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Tamara B Harris
- Intramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892, MD, USA
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Alex Hatzimanolis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521, Greece
| | - Gerardo Heiss
- Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, 27599, NC, USA
| | - Elizabeth G Holliday
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, and Finnish Cardiovascular Research Center, Tampere, FI-33014, Finland
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33521, Finland
- Department of Clinical Physiology, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Ida Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Luca Kleineidam
- Department of Psychiatry Medical Faculty, University of Cologne, Cologne, 50923, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127, Germany
| | - David S Knopman
- Department of Neurology, Mayo Clinic, Rochester, 55905, MN, USA
| | - Nicole A Kochan
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - John B Kwok
- Brain and Mind Centre-The University of Sydney, Camperdown, NSW, 2050, Australia
- School of Medical Sciences, University of New South Wales, Sydney, 2052, Australia
| | - Stephanie Le Hellard
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Teresa Lee
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Shu-Chen Li
- Max Planck Institute for Human Development, Berlin, 14195, Germany
- Technische Universität Dresden, Dresden, 01187, Germany
| | - Christina M Lill
- Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany
| | - Tian Liu
- Max Planck Institute for Molecular Genetics, Berlin, 14195, Germany
- Max Planck Institute for Human Development, Berlin, 14195, Germany
| | - Marisa Koini
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - Will T Longstreth
- Department of Neurology, School of Medicine, University of Washington, Seattle, 98195-6465, WA, USA
- Department of Epidemiology, University of Washington, Seattle, 98195, WA, USA
| | - Oscar L Lopez
- Department of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, 15213, PA, USA
| | - Anu Loukola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Tobias Luck
- LIFE-Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103, Germany
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, 5009, Norway
- K. G. Jebsen Center for Neuropsychiatry, University of Bergen, Bergen, N-5009, Norway
| | - Anders Lundquist
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87, Sweden
- Department of Statistics, USBE Umeå University, S-907 97, Umeå, Sweden
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, 4072, Australia
| | - Alison D Murray
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
- The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, AB25 2ZD, UK
| | - Anna C Need
- Division of Brain Sciences, Department of Medicine, Imperial College, London, SW7 2AZ, UK
| | - Raymond Noordam
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Lars Nyberg
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, SE-901 87, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, SE-901 87, Sweden
| | - William Ollier
- Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, M13 9PT, UK
| | - Goran Papenberg
- Max Planck Institute for Human Development, Berlin, 14195, Germany
- Karolinska Institutet, Aging Research Center, Stockholm University, Stockholm, SE-113 30, Sweden
| | - Alison Pattie
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Ozren Polasek
- Gen-Info LLC, Zagreb, 10000, Croatia
- Faculty of Medicine, University of Split, Split, 21000, Croatia
| | - Russell A Poldrack
- Department of Psychology, Stanford University, Palo Alto, 94305-2130, CA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101, Washington, USA
- Deparment of Health Services, University of Washington, Seattle, 98195-7660, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, 98101, WA, USA
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052, Australia
| | - Steffi G Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103, Germany
| | - Richard J Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, 47405-7007, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509, CA, USA
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, 10468, NY, USA
| | - Suvi P Rovio
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
| | - Yasaman Saba
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036, Austria
| | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403, OR, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, 02118, MA, USA
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, 01702-5827, MA, USA
| | - Matthias Schmid
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012, Germany
| | - Rodney J Scott
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Matthew A Scult
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086, NC, USA
| | - Jeannette Simino
- Department of Data Science, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Nikolaos Smyrnis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
| | - Aïcha Soumaré
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
| | - Nikos C Stefanis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521, Greece
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8QQ, United Kingdom
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205, MD, USA
| | - Kjetil Sundet
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Adele M Taylor
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509, CA, USA
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Christophe Tzourio
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
- Department of Public Health, University Hospital of Bordeaux, Bordeaux, 33076, France
| | - André Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
| | - Veronique Vitart
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, M5T 1L8, Canada
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
- Department of Public Health, University of Helsinki, Helsinki, 00014, Finland
| | - Michael Wagner
- German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127, Germany
| | - Holger Wagner
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
| | - Leonie Weinhold
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012, Germany
| | - K Hoyan Wen
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, 02118, MA, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Radiology, Erasmus MC, Rotterdam, 3015, The Netherlands
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
| | - Robert M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, GR-71003, Greece
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, 77030-3411, TX, USA
| | - Ornit Chiba-Falek
- Department of NeurologyBryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708, NC, USA
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89, Ireland
| | - Philip L De Jager
- Center for Translational and Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032, NY, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, 02142, MA, USA
| | - Stéphanie Debette
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
- Department of Neurology, University Hospital of Bordeaux, Bordeaux, 33000, France
| | - Gary Donohoe
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Annette L Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle, 98195, WA, USA
- Department of Global Health, University of Washington, Seattle, 98104, WA, USA
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89, Ireland
| | - David C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, 06511, CT, USA
| | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Narelle K Hansell
- Queensland Brain Institute, University of Queensland, Brisbane, 4072, Australia
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086, NC, USA
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx, The Netherlands
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Eero Vuoksimaa
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- Department of Public Health, University of Helsinki, Helsinki, 00014, Finland
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, 80309, CO, USA
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, 92093, CA, USA
| | - Lenore Launer
- Intramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892, MD, USA
| | | | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK
- Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, 00014, Finland
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Manchester Academic Health Science Centre, and Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, M13 9PL, UK
| | - David J Porteous
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014, Finland
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20520, Finland
| | - Alfredo Ramirez
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937, Germany
- Institute of Human Genetics, University of Bonn, Bonn, 53113, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
| | - Ivar Reinvang
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036, Austria
| | - Peter W Schofield
- School of Medicine and Public Health, University of Newcastle, New South Wales, 2308, Australia
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, 2031, Australia
- Faculty of Medicine, University of New South Wales, Sydney, 2052, Australia
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Vidar M Steen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Julian N Trollor
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052, Australia
| | - Steven T Turner
- Division of Nephrology and Hypertension, Department of Internal Medicine, Mayo Clinic, Rochester, MN, 55905, USA
| | - Cornelia M Van Duijn
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Arno Villringer
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, 04103, Germany
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205, MD, USA
| | - David R Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - James F Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Anil Malhotra
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, 11004, NY, USA
- Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, 11549, NY, USA
| | - Andrew M McIntosh
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Catharine R Gale
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, SO16 6YD, UK
| | - Sudha Seshadri
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403, OR, USA
- Department of Neurology, Boston University School of Medicine, Boston, 02118, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, 78229, TX, USA
| | - Thomas H Mosley
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030, TX, USA
| | - Todd Lencz
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK.
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Marques EA, Elbejjani M, Gudnason V, Sigurdsson G, Lang T, Sigurdsson S, Aspelund T, Siggeirsdottir K, Launer L, Eiriksdottir G, Harris TB. Cigarette smoking and hip volumetric bone mineral density and cortical volume loss in older adults: The AGES-Reykjavik study. Bone 2018; 108:186-192. [PMID: 29331300 PMCID: PMC5803432 DOI: 10.1016/j.bone.2018.01.014] [Citation(s) in RCA: 12] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Revised: 12/27/2017] [Accepted: 01/09/2018] [Indexed: 01/14/2023]
Abstract
This study aimed to explore the relationships of several indicators of cigarette smoking habits (smoking status, pack-years, age at smoking initiation and smoking cessation) with quantitative computed tomographic (QCT)-derived proximal femur bone measures (trabecular vBMD, integral vBMD and the ratio of cortical to total tissue volume (cvol/ivol)) and with subsequent change in these measures over the next five years. A total of 2673 older adults (55.9% women), aged 66-92 years at baseline from the Age, Gene/Environment Susceptibility (AGES)-Reykjavik Study, who had two QCT scans of the hip were studied. In multivariable linear regression models, compared to never-smokers, current smokers had lower cvol/ivol at baseline and former-smokers had poorer measures on all outcomes (lower trabecular vBMD, integral vBMD and cvol/ivol), even when adjusted for several potential confounders. Further, among former smokers, those with higher pack-years had worse bone outcomes and those with longer duration since smoking cessation had better bone health at baseline. Analyses of change in bone measures revealed that compared to never-smokers, current smokers had significantly greater loss of trabecular vBMD, integral vBMD, and cvol/ivol. The regression models included adjustment for sex, age, education, and baseline body mass index, creatinine, % weight change from age 50, 25OHD, physical activity level, high-sensitive C-Reactive protein levels, alcohol and coffee consumption, history of diabetes mellitus, arthritis, and respiratory diseases. In conclusion, both current and former smoking showed adverse associations with bone health assessed with QCT. Results suggest that current smoking in particular may aggravate the rate of bone loss at older age and highlight implications for targeting this risk factor in populations that present higher smoking prevalence and vulnerability to bone fragility.
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Affiliation(s)
- Elisa A Marques
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA.
| | - Martine Elbejjani
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; University of Iceland, Reykjavik, Iceland
| | - Gunnar Sigurdsson
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; University of Iceland, Reykjavik, Iceland; Landspitalinn University Hospital, Reykjavik, Iceland
| | - Thomas Lang
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA
| | | | - Thor Aspelund
- Icelandic Heart Association Research Institute, Kópavogur, Iceland; Centre of Public Health Sciences, University of Iceland, Reykjavik, Iceland
| | | | - Lenore Launer
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA
| | | | - Tamara B Harris
- National Institute on Aging, Intramural Research Program, Laboratory of Epidemiology and Population Sciences, Bethesda, MD, USA
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47
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O'Hare C, Kenny RA, Aizenstein H, Boudreau R, Newman A, Launer L, Satterfield S, Yaffe K, Rosano C. Cognitive Status, Gray Matter Atrophy, and Lower Orthostatic Blood Pressure in Older Adults. J Alzheimers Dis 2018; 57:1239-1250. [PMID: 28339397 DOI: 10.3233/jad-161228] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Associations between orthostatic blood pressure and cognitive status (CS) have been described with conflicting results. OBJECTIVE We hypothesize that long-term exposure to lower orthostatic blood pressure is related to having worse CS later in life and that atrophy of regions involved in central regulation of autonomic function mediate these associations. METHODS Three-to-four measures of orthostatic blood pressure were obtained from 1997-2003 in a longitudinal cohort of aging, and average systolic orthostatic blood pressure response (ASOBPR) was computed as % change in systolic blood pressure from sit-to-stand measured at one minute post stand. CS was determined in 2010-2012 by clinician-adjudication (n = 240; age = 87.1±2.6; 59% women; 37% black) with a subsample also undergoing concurrent structural neuroimaging (n = 129). Gray matter volume of regions related to autonomic function was measured. Multinomial regression was used to compare ASOBPR in those who were cognitively intact versus those with a diagnosis of mild cognitive impairment or dementia, controlling for demographics, trajectories of seated blood pressure, incident cardiovascular risk/events and medications measured from 1997 to 2012. Models were repeated in the subsample with neuroimaging, before and after adjustment for regional gray matter volume. RESULTS There was an inverse association between ASOBPR and probability of dementia diagnosis (9% lower probability for each % point higher ASOBPR: OR 0.91, CI95% = 0.85-0.98; p = 0.01). Associations were similar in the subgroup with neuroimaging before and after adjustment for regional gray matter volume. CONCLUSION ASOBPR may be an early marker of risk of dementia in older adults living in the community.
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Affiliation(s)
- Celia O'Hare
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Ireland
| | - Rose-Anne Kenny
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Ireland
| | | | - Robert Boudreau
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, PA, USA
| | - Anne Newman
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, PA, USA
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA
| | - Suzanne Satterfield
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Kristine Yaffe
- Departments of Psychiatry, Neurology, and Epidemiology & Biostatistics, University of California, San Francisco, CA, USA.,San Francisco VA Medical Center, University of California, San Francisco, CA, USA
| | - Caterina Rosano
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, PA, USA
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48
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Sabayan B, Moonen J, Sigurdsson S, van Buchem M, Meirelles O, Gudnason V, Launer L. Abstract WP169: Midlife to Late-Life Changes in Blood Pressure and Cerebral Blood Flow in Old Age: the AGES-Reykjavik Study. Stroke 2018. [DOI: 10.1161/str.49.suppl_1.wp169] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
Adverse changes in blood pressure (BP) over the life course can lead to adverse cerebrovascular outcomes, including reduced blood flow. In this life-course, longitudinal, population-based study, we investigated the link between midlife to late life changes in BP and cerebral blood flow (CBF) in old age.
Methods:
From the Age, Gene/Environment Susceptibility (AGES)–Reykjavik Study (2002-2011), 2491 individuals (mean age (SD): midlife 49.7 (6.1) and late-life 79.8 (4.7) years old) were included. BP was measured at three different time points: 1 in mid-life, and 2 in late-life measured 5 years apart (mean follow-up time 30.1 years). With linear mixed models, annual changes in BP were estimated for each participant (mmHg/year). Participants were categorized in tertiles of changes in systolic, pulse pressure and diastolic BP. Total CBF was measured in the last late-life visit with the Phase-Contrast MRI and standardized for brain parenchymal volume (mL/min/100mL).
Results:
Overall, each mmHg/year increase in systolic BP was associated with 3.2 mL/min/100 mL (95% CI: 0.7-5.7)) higher CBF. Mean (SE) CBF in low, middle and high tertiles of change in systolic BP were 56.0 (0.4), 56.6 (0.4) and 57.5 (0.4) mL/min/100mL respectively (P for trend: 0.01). A similar increase in total CBF was observed for an increase in pulse pressure: each mmHg/year increase in pulse pressure was associated with 6.3 mL/min/100mL (95% CI: 3.8-8.7) higher total CBF. In contrast, an increase in diastolic BP was linked with lower CBF: each mmHg/year increase in diastolic BP was associated with 6.3 mL/min/100mL (95% CI: 3.3-9.4) lower CBF. Mean (SE) CBF in low, middle and high tertiles of changes in diastolic BP were 57.3 (0.4), 57.3 (0.4) and 55.5 (0.4) mL/min/100mL respectively (P for trend: <0.001). All these associations were independent of sociodemographic and cardiovascular factors and antihypertensive medications.
Conclusion:
In an over 30 years of midlife to late-life follow up, we observed that individuals with increasing systolic BP and pulse pressure have higher CBF in old age. Conversely, increase in diastolic BP is associated with lower CBF. The mechanisms behind the link between long-term BP alterations and CBF need to be elucidated.
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Affiliation(s)
| | - Justine Moonen
- National Institute of Health/National Institute on Aging, Bethesda, MD
| | | | | | - Osorio Meirelles
- National Institutes of Health/National Institute on Aging, Bethesda, MD
| | | | - Lenore Launer
- National Institutes of Health/National Institute on Aging, Bethesda, MD
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49
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Rensma S, van Sloten T, Launer L, Stehouwer C. P85 CEREBRAL SMALL VESSEL DISEASE AND RISK OF INCIDENT STROKE, DEMENTIA AND DEPRESSION, AND ALL-CAUSE MORTALITY: A SYSTEMATIC REVIEW AND META-ANALYSIS. Artery Res 2018. [DOI: 10.1016/j.artres.2018.10.138] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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50
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Chibnik LB, Wolters FJ, Bäckman K, Beiser A, Berr C, Bis JC, Boerwinkle E, Bos D, Brayne C, Dartigues JF, Darweesh SKL, Debette S, Davis-Plourde KL, Dufouil C, Fornage M, Grasset L, Gudnason V, Hadjichrysanthou C, Helmer C, Ikram MA, Ikram MK, Kern S, Kuller LH, Launer L, Lopez OL, Matthews F, Meirelles O, Mosley T, Ower A, Psaty BM, Satizabal CL, Seshadri S, Skoog I, Stephan BCM, Tzourio C, Waziry R, Wong MM, Zettergren A, Hofman A. Trends in the incidence of dementia: design and methods in the Alzheimer Cohorts Consortium. Eur J Epidemiol 2017; 32:931-938. [PMID: 29063414 PMCID: PMC5680377 DOI: 10.1007/s10654-017-0320-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Accepted: 10/06/2017] [Indexed: 12/20/2022]
Abstract
Several studies have reported a decline in incidence of dementia which may have large implications for the projected burden of disease, and provide important guidance to preventive efforts. However, reports are conflicting or inconclusive with regard to the impact of gender and education with underlying causes of a presumed declining trend remaining largely unidentified. The Alzheimer Cohorts Consortium aggregates data from nine international population-based cohorts to determine changes in the incidence of dementia since 1990. We will employ Poisson regression models to calculate incidence rates in each cohort and Cox proportional hazard regression to compare 5-year cumulative hazards across study-specific epochs. Finally, we will meta-analyse changes per decade across cohorts, and repeat all analysis stratified by sex, education and APOE genotype. In all cohorts combined, there are data on almost 69,000 people at risk of dementia with the range of follow-up years between 2 and 27. The average age at baseline is similar across cohorts ranging between 72 and 77. Uniting a wide range of disease-specific and methodological expertise in research teams, the first analyses within the Alzheimer Cohorts Consortium are underway to tackle outstanding challenges in the assessment of time-trends in dementia occurrence.
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Affiliation(s)
- Lori B Chibnik
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA.,Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Frank J Wolters
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA.,Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Kristoffer Bäckman
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Alexa Beiser
- 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
| | - Claudine Berr
- INSERM, Univ Montpellier, Neuropsychiatry: Epidemiological and Clinical Research, Montpellier, France
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Eric Boerwinkle
- University of Texas School of Public Health, Houston, TX, USA
| | - Daniel Bos
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA.,Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | | | - Jean-Francois Dartigues
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France
| | - Sirwan K L Darweesh
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA.,Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Stephanie Debette
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France.,Department of Neurology, Memory Clinic, Bordeaux University Hospital, Bordeaux, France
| | - Kendra L Davis-Plourde
- The Framingham Heart Study, Framingham, MA, USA.,Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Carole Dufouil
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France
| | - Myriam Fornage
- University of Texas Health Science Center at Houston McGovern Medical School, Houston, TX, USA
| | - Leslie Grasset
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kópavogur, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | | | - Catherine Helmer
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Silke Kern
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Lewis H Kuller
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA
| | - Oscar L Lopez
- Departments of Neurology & Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Osorio Meirelles
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA
| | - Thomas Mosley
- University of Mississippi Medical Center, Jackson, MS, USA
| | - Alison Ower
- Department of Infectious Disease Epidemiology, School of Public Health, Imperial College London, London, UK
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.,Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | | | | | - Ingmar Skoog
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | - Christophe Tzourio
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, Bordeaux, F-33000, France
| | - Reem Waziry
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA
| | - Mei Mei Wong
- Department of Infectious Disease Epidemiology, School of Public Health, Imperial College London, London, UK
| | - Anna Zettergren
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Albert Hofman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Kresge 905, Boston, MA, 02115, USA. .,Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.
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