51
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Amin N, Jovanova O, Adams HHH, Dehghan A, Kavousi M, Vernooij MW, Peeters RP, de Vrij FMS, van der Lee SJ, van Rooij JGJ, van Leeuwen EM, Chaker L, Demirkan A, Hofman A, Brouwer RWW, Kraaij R, Willems van Dijk K, Hankemeier T, van Ijcken WFJ, Uitterlinden AG, Niessen WJ, Franco OH, Kushner SA, Ikram MA, Tiemeier H, van Duijn CM. Exome-sequencing in a large population-based study reveals a rare Asn396Ser variant in the LIPG gene associated with depressive symptoms. Mol Psychiatry 2017; 22:537-543. [PMID: 27431295 DOI: 10.1038/mp.2016.101] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [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] [Received: 08/25/2015] [Revised: 04/19/2016] [Accepted: 04/20/2016] [Indexed: 11/09/2022]
Abstract
Despite a substantial genetic component, efforts to identify common genetic variation underlying depression have largely been unsuccessful. In the current study we aimed to identify rare genetic variants that might have large effects on depression in the general population. Using high-coverage exome-sequencing, we studied the exonic variants in 1265 individuals from the Rotterdam study (RS), who were assessed for depressive symptoms. We identified a missense Asn396Ser mutation (rs77960347) in the endothelial lipase (LIPG) gene, occurring with an allele frequency of 1% in the general population, which was significantly associated with depressive symptoms (P-value=5.2 × 10-08, β=7.2). Replication in three independent data sets (N=3612) confirmed the association of Asn396Ser (P-value=7.1 × 10-03, β=2.55) with depressive symptoms. LIPG is predicted to have enzymatic function in steroid biosynthesis, cholesterol biosynthesis and thyroid hormone metabolic processes. The Asn396Ser variant is predicted to have a damaging effect on the function of LIPG. Within the discovery population, carriers also showed an increased burden of white matter lesions (P-value=3.3 × 10-02) and a higher risk of Alzheimer's disease (odds ratio=2.01; P-value=2.8 × 10-02) compared with the non-carriers. Together, these findings implicate the Asn396Ser variant of LIPG in the pathogenesis of depressive symptoms in the general population.
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Affiliation(s)
- N Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - O Jovanova
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - H H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Radiology, Erasmus MC, Rotterdam, The Netherlands
| | - A Dehghan
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - M Kavousi
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - M W Vernooij
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Radiology, Erasmus MC, Rotterdam, The Netherlands
| | - R P Peeters
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Rotterdam Thyroid Center, Erasmus MC, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - F M S de Vrij
- Department of Psychiatry, Erasmus MC, Rotterdam, The Netherlands
| | - S J van der Lee
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - J G J van Rooij
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - E M van Leeuwen
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - L Chaker
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Rotterdam Thyroid Center, Erasmus MC, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - A Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Human Genetics, Leiden University Medical Center, RC Leiden, The Netherlands
| | - A Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - R W W Brouwer
- Center for Biomics, Department of Cell Biology, Erasmus MC, Rotterdam, The Netherlands
| | - R Kraaij
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - K Willems van Dijk
- Department of Human Genetics, Leiden University Medical Center, RC Leiden, The Netherlands.,Division of Endocrinology, Department of Medicine, Leiden University Medical Center, RC Leiden, The Netherlands
| | - T Hankemeier
- Leiden Academic Center for Drug Research, Division of Analytical Biosciences, Leiden University, Leiden, The Netherlands.,The Netherlands Metabolomics Centre, Leiden University, Leiden, The Netherlands
| | - W F J van Ijcken
- Center for Biomics, Department of Cell Biology, Erasmus MC, Rotterdam, The Netherlands
| | - A G Uitterlinden
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - W J Niessen
- Departments of Radiology and Medical Informatics, Erasmus MC, Rotterdam, The Netherlands.,Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
| | - O H Franco
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - S A Kushner
- Department of Psychiatry, Erasmus MC, Rotterdam, The Netherlands
| | - M A Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Radiology, Erasmus MC, Rotterdam, The Netherlands
| | - H Tiemeier
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - C M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
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Ikram MA, Bersano A, Manso-Calderón R, Jia JP, Schmidt H, Middleton L, Nacmias B, Siddiqi S, Adams HHH. Genetics of vascular dementia - review from the ICVD working group. BMC Med 2017; 15:48. [PMID: 28260527 PMCID: PMC5338082 DOI: 10.1186/s12916-017-0813-9] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2016] [Accepted: 02/09/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Vascular dementia is a common disorder resulting in considerable morbidity and mortality. Determining the extent to which genes play a role in disease susceptibility and their pathophysiological mechanisms could improve our understanding of vascular dementia, leading to a potential translation of this knowledge to clinical practice. DISCUSSION In this review, we discuss what is currently known about the genetics of vascular dementia. The identification of causal genes remains limited to monogenic forms of the disease, with findings for sporadic vascular dementia being less robust. However, progress in genetic research on associated phenotypes, such as cerebral small vessel disease, Alzheimer's disease, and stroke, have the potential to inform on the genetics of vascular dementia. We conclude by providing an overview of future developments in the field and how such work could impact patients and clinicians. CONCLUSION The genetic background of vascular dementia is well established for monogenic disorders, but remains relatively obscure for the sporadic form. More work is needed for providing robust findings that might eventually lead to clinical translation.
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Affiliation(s)
- M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands. .,Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands. .,Department of Neurology, Erasmus MC, Rotterdam, The Netherlands. .,Department of Epidemiology, Erasmus MC University Medical Center, Wytemaweg 80, 3015 CN, Rotterdam, The Netherlands.
| | - Anna Bersano
- Cerebrovascular Unit IRCCS Foundation Neurological Institute C. Besta, Milan, Italy
| | - Raquel Manso-Calderón
- Department of Neurology, University Hospital of Salamanca, Salamanca, Spain.,Institute of Biomedical Research of Salamanca (IBSAL), University of Salamanca-CSIC-SACYL, Salamanca, Spain
| | - Jian-Ping Jia
- Department of Neurology, Xuan Wu Hospital, Capital Medical University, Beijing, China
| | - Helena Schmidt
- Department of Neurology, Medical University of Graz, Graz, Austria
| | - Lefkos Middleton
- Neuroepidemiology and Ageing Research Unit, School of Public Health, Imperial College London, London, UK
| | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
| | | | - Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
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van der Lee SJ, Roshchupkin GV, Adams HHH, Schmidt H, Hofer E, Saba Y, Schmidt R, Hofman A, Amin N, van Duijn CM, Vernooij MW, Ikram MA, Niessen WJ. Gray matter heritability in family-based and population-based studies using voxel-based morphometry. Hum Brain Mapp 2017; 38:2408-2423. [PMID: 28145022 DOI: 10.1002/hbm.23528] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [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: 05/10/2016] [Revised: 10/27/2016] [Accepted: 01/12/2017] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND The combination of genetics and imaging has improved their understanding of the brain through studies of aggregate measures obtained from high-resolution structural imaging. Voxel-wise analyses have the potential to provide more detailed information of genetic influences on the brain. Here they report a large-scale study of the heritability of gray matter at voxel resolution (1 × 1 × 1 mm). METHODS Validated voxel-based morphometry (VBM) protocols were applied to process magnetic resonance imaging data of 3,239 unrelated subjects from a population-based study and 491 subjects from two family-based studies. Genome-wide genetic data was used to estimate voxel-wise gray matter heritability of the unrelated subjects and pedigree-structure was used to estimate heritability in families. They subsequently associated two genetic variants, known to be linked with subcortical brain volume, with most heritable voxels to determine if this would enhance their association signals. RESULTS Voxels significantly heritable in both estimates mapped to subcortical structures, but also voxels in the language areas of the left hemisphere were found significantly heritable. When comparing regional patterns of heritability, family-based estimates were higher than population-based estimates. However, regional consistency of the heritability measures across study designs was high (Pearson's correlation coefficient = 0.73, P = 2.6 × 10-13 ). They further show enhancement of the association signal of two previously discovered genetic loci with subcortical volume by using only the most heritable voxels. CONCLUSION Gray matter voxel-wise heritability can be reliably estimated with different methods. Combining heritability estimates from multiple studies is feasible to construct reliable heritability maps of gray matter voxels. Hum Brain Mapp 38:2408-2423, 2017. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Sven J van der Lee
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Gennady V Roshchupkin
- Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Medical Informatics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, Austria.,Department of Neurology, Medical University Graz, Graz, Austria
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz, Austria.,Institute of Medical Informatics, Statistics and Documentation, Medical University Graz, Graz, Austria
| | - Yasaman Saba
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, Austria
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz, Austria
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Najaf Amin
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Meike W Vernooij
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Neurology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Wiro J Niessen
- Department of Radiology and Nuclear Medicine, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Medical Informatics, Erasmus Medical Center, Rotterdam, The Netherlands.,Faculty of Applied Sciences, Delft University of Technology, Delft, The Netherlands
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54
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Hibar DP, Adams HHH, Jahanshad N, Chauhan G, Stein JL, Hofer E, Renteria ME, Bis JC, Arias-Vasquez A, Ikram MK, Desrivières S, Vernooij MW, Abramovic L, Alhusaini S, Amin N, Andersson M, Arfanakis K, Aribisala BS, Armstrong NJ, Athanasiu L, Axelsson T, Beecham AH, Beiser A, Bernard M, Blanton SH, Bohlken MM, Boks MP, Bralten J, Brickman AM, Carmichael O, Chakravarty MM, Chen Q, Ching CRK, Chouraki V, Cuellar-Partida G, Crivello F, Den Braber A, Doan NT, Ehrlich S, Giddaluru S, Goldman AL, Gottesman RF, Grimm O, Griswold ME, Guadalupe T, Gutman BA, Hass J, Haukvik UK, Hoehn D, Holmes AJ, Hoogman M, Janowitz D, Jia T, Jørgensen KN, Karbalai N, Kasperaviciute D, Kim S, Klein M, Kraemer B, Lee PH, Liewald DCM, Lopez LM, Luciano M, Macare C, Marquand AF, Matarin M, Mather KA, Mattheisen M, McKay DR, Milaneschi Y, Muñoz Maniega S, Nho K, Nugent AC, Nyquist P, Loohuis LMO, Oosterlaan J, Papmeyer M, Pirpamer L, Pütz B, Ramasamy A, Richards JS, Risacher SL, Roiz-Santiañez R, Rommelse N, Ropele S, Rose EJ, Royle NA, Rundek T, Sämann PG, Saremi A, Satizabal CL, Schmaal L, Schork AJ, Shen L, Shin J, Shumskaya E, Smith AV, Sprooten E, Strike LT, Teumer A, Tordesillas-Gutierrez D, Toro R, Trabzuni D, Trompet S, Vaidya D, Van der Grond J, Van der Lee SJ, Van der Meer D, Van Donkelaar MMJ, Van Eijk KR, Van Erp TGM, Van Rooij D, Walton E, Westlye LT, Whelan CD, Windham BG, Winkler AM, Wittfeld K, Woldehawariat G, Wolf C, Wolfers T, Yanek LR, Yang J, Zijdenbos A, Zwiers MP, Agartz I, Almasy L, Ames D, Amouyel P, Andreassen OA, Arepalli S, Assareh AA, Barral S, Bastin ME, Becker DM, Becker JT, Bennett DA, Blangero J, van Bokhoven H, Boomsma DI, Brodaty H, Brouwer RM, Brunner HG, Buckner RL, Buitelaar JK, Bulayeva KB, Cahn W, Calhoun VD, Cannon DM, Cavalleri GL, Cheng CY, Cichon S, Cookson MR, Corvin A, Crespo-Facorro B, Curran JE, Czisch M, Dale AM, Davies GE, De Craen AJM, De Geus EJC, De Jager PL, De Zubicaray GI, Deary IJ, Debette S, DeCarli C, Delanty N, Depondt C, DeStefano A, Dillman A, Djurovic S, Donohoe G, Drevets WC, Duggirala R, Dyer TD, Enzinger C, Erk S, Espeseth T, Fedko IO, Fernández G, Ferrucci L, Fisher SE, Fleischman DA, Ford I, Fornage M, Foroud TM, Fox PT, Francks C, Fukunaga M, Gibbs JR, Glahn DC, Gollub RL, Göring HHH, Green RC, Gruber O, Gudnason V, Guelfi S, Håberg AK, Hansell NK, Hardy J, Hartman CA, Hashimoto R, Hegenscheid K, Heinz A, Le Hellard S, Hernandez DG, Heslenfeld DJ, Ho BC, Hoekstra PJ, Hoffmann W, Hofman A, Holsboer F, Homuth G, Hosten N, Hottenga JJ, Huentelman M, Pol HEH, Ikeda M, Jack Jr CR, Jenkinson M, Johnson R, Jönsson EG, Jukema JW, Kahn RS, Kanai R, Kloszewska I, Knopman DS, Kochunov P, Kwok JB, Lawrie SM, Lemaître H, Liu X, Longo DL, Lopez OL, Lovestone S, Martinez O, Martinot JL, Mattay VS, McDonald C, McIntosh AM, McMahon FJ, McMahon KL, Mecocci P, Melle I, Meyer-Lindenberg A, Mohnke S, Montgomery GW, Morris DW, Mosley TH, Mühleisen TW, Müller-Myhsok B, Nalls MA, Nauck M, Nichols TE, Niessen WJ, Nöthen MM, Nyberg L, Ohi K, Olvera RL, Ophoff RA, Pandolfo M, Paus T, Pausova Z, Penninx BWJH, Pike GB, Potkin SG, Psaty BM, Reppermund S, Rietschel M, Roffman JL, Romanczuk-Seiferth N, Rotter JI, Ryten M, Sacco RL, Sachdev PS, Saykin AJ, Schmidt R, Schmidt H, Schofield PR, Sigursson S, Simmons A, Singleton A, Sisodiya SM, Smith C, Smoller JW, Soininen H, Steen VM, Stott DJ, Sussmann JE, Thalamuthu A, Toga AW, Traynor BJ, Troncoso J, Tsolaki M, Tzourio C, Uitterlinden AG, Hernández MCV, Van der Brug M, van der Lugt A, van der Wee NJA, Van Haren NEM, van 't Ent D, Van Tol MJ, Vardarajan BN, Vellas B, Veltman DJ, Völzke H, Walter H, Wardlaw JM, Wassink TH, Weale ME, Weinberger DR, Weiner MW, Wen W, Westman E, White T, Wong TY, Wright CB, Zielke RH, Zonderman AB, Martin NG, Van Duijn CM, Wright MJ, Longstreth WT, Schumann G, Grabe HJ, Franke B, Launer LJ, Medland SE, Seshadri S, Thompson PM, Ikram MA. Novel genetic loci associated with hippocampal volume. Nat Commun 2017; 8:13624. [PMID: 28098162 PMCID: PMC5253632 DOI: 10.1038/ncomms13624] [Citation(s) in RCA: 183] [Impact Index Per Article: 26.1] [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: 08/23/2016] [Accepted: 10/18/2016] [Indexed: 12/17/2022] Open
Abstract
The hippocampal formation is a brain structure integrally involved in episodic memory, spatial navigation, cognition and stress responsiveness. Structural abnormalities in hippocampal volume and shape are found in several common neuropsychiatric disorders. To identify the genetic underpinnings of hippocampal structure here we perform a genome-wide association study (GWAS) of 33,536 individuals and discover six independent loci significantly associated with hippocampal volume, four of them novel. Of the novel loci, three lie within genes (ASTN2, DPP4 and MAST4) and one is found 200 kb upstream of SHH. A hippocampal subfield analysis shows that a locus within the MSRB3 gene shows evidence of a localized effect along the dentate gyrus, subiculum, CA1 and fissure. Further, we show that genetic variants associated with decreased hippocampal volume are also associated with increased risk for Alzheimer's disease (rg=-0.155). Our findings suggest novel biological pathways through which human genetic variation influences hippocampal volume and risk for neuropsychiatric illness.
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Affiliation(s)
- Derrek P. Hibar
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
| | - Hieab H. H. Adams
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
| | - Neda Jahanshad
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
| | - Ganesh Chauhan
- INSERM Unit U1219, University of Bordeaux, 33076 Bordeaux, France
| | - Jason L. Stein
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
- Department of Genetics & UNC Neuroscience Center, University of North Carolina (UNC), Chapel Hill, North Carolina, 27599, USA
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
- Institute of Medical Informatics, Statistics and Documentation, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
| | - Miguel E. Renteria
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 1730 Minor Avenue/Suite 1360. Seattle, Washington 98101, USA
| | - Alejandro Arias-Vasquez
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - M. Kamran Ikram
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore, 169857, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 168751, Singapore
- Memory Aging & Cognition Centre (MACC), National University Health System, Singapore, 119228, Singapore
- Department of Pharmacology, National University of Singapore, Singapore, 119077, Singapore
| | - Sylvane Desrivières
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Meike W. Vernooij
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
| | - Lucija Abramovic
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Saud Alhusaini
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada H3A 2B4
- The Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin 2, Ireland
| | - Najaf Amin
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
| | - Micael Andersson
- Department of Integrative Medical Biology and Umeå Center for Functional Brain Imaging, Umeå University, 901 87 Umeå, Sweden
| | - Konstantinos Arfanakis
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, Illinois 60616, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612, USA
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University Medical Center, Chicago, Illinois 60616, USA
| | - Benjamin S. Aribisala
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Department of Computer Science, Lagos State University, Lagos, P.M.B. 01 LASU, Nigeria
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Nicola J. Armstrong
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
- Mathematics and Statistics, Murdoch University, Perth, Western Australia, 6150, Australia
| | - Lavinia Athanasiu
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- NORMENT—KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, 0424 Oslo, Norway
| | - Tomas Axelsson
- Department of Medical Sciences, Molecular Medicine and Science for Life Laboratory, Uppsala University, Box 1432, SE-751 44 Uppsala, Sweden
| | - Ashley H. Beecham
- Dr John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
| | - Alexa Beiser
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts,02118, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118 USA
- Framingham Heart Study, 17 Mount Wayte Avenue, Framingham, Massachusetts 01703 USA
| | - Manon Bernard
- Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada M5G 1X8
| | - Susan H. Blanton
- Dr John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
| | - Marc M. Bohlken
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Marco P. Boks
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Adam M. Brickman
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain; G.H. Sergievsky Center; Department of Neurology. Columbia University Medical Center, 639 West 1168th Street, New York, New York 10032, USA
| | - Owen Carmichael
- Pennington Biomedical Research Center, Baton Rouge, Louisiana 70808, USA
| | - M. Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, Quebec, Canada H4H 1R3
- Department of Psychiatry and Biomedical Engineering, McGill University, Montreal, Quebec, Canada H3A 2B4
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
| | - Christopher R. K. Ching
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
- Interdepartmental Neuroscience Graduate Program, UCLA School of Medicine, Los Angeles, California 90095, USA
| | - Vincent Chouraki
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts,02118, USA
- Framingham Heart Study, 17 Mount Wayte Avenue, Framingham, Massachusetts 01703 USA
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167—RID-AGE—Risk factors and molecular determinants of aging-related diseases, F-59000 Lille, France
| | | | - Fabrice Crivello
- IMN UMR5293, GIN, CNRS, CEA, University of Bordeaux, 146 rue Léo Saignat, 33076 Bordeaux, France
| | - Anouk Den Braber
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | - Nhat Trung Doan
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, 01307 Dresden, Germany
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA
| | - Sudheer Giddaluru
- NORMENT—KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Aaron L. Goldman
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
| | - Rebecca F. Gottesman
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, 68159 Mannheim, Germany
| | - Michael E. Griswold
- Department of Data Science, University of Mississippi Medical Center, Jackson, Mississippi, 39216, USA
| | - Tulio Guadalupe
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, The Netherlands
- International Max Planck Research School for Language Sciences, 6525 XD Nijmegen, The Netherlands
| | - Boris A. Gutman
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
| | - Johanna Hass
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, 01307 Dresden, Germany
| | - Unn K. Haukvik
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, 0319 Oslo, Norway
| | - David Hoehn
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Avram J. Holmes
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Department of Psychology, Yale University, New Haven, Connecticut 06520, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Deborah Janowitz
- Department of Psychiatry, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Tianye Jia
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Kjetil N. Jørgensen
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, 0319 Oslo, Norway
| | | | - Dalia Kasperaviciute
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, SL9 0RJ, UK
- Department of Medicine, Imperial College London, London SW7 2AZ, UK
| | - Sungeun Kim
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Bernd Kraemer
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, 69120, Germany
| | - Phil H. Lee
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Harvard Medical School, Boston, Massachusetts 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts 02141, USA
- Lurie Center for Autism, Massachusetts General Hospital, Harvard Medical School, Lexington, Massachusetts, 02421, USA
| | - David C. M. Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Lorna M. Lopez
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Christine Macare
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Andre F. Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, 6525 EN, The Netherlands
| | - Mar Matarin
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, SL9 0RJ, UK
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Karen A. Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Manuel Mattheisen
- Department of Biomedicine, Aarhus University, DK-8000 Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, DK-8000 Aarhus and Copenhagen, Denmark
- Center for integrated Sequencing, iSEQ, Aarhus University, DK-8000 Aarhus, Denmark
| | - David R. McKay
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut 06114, USA
| | - Yuri Milaneschi
- Department of Psychiatry, EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, 1081 HL Amsterdam, The Netherlands
| | - Susana Muñoz Maniega
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Kwangsik Nho
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Allison C. Nugent
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
| | - Paul Nyquist
- Department of Neurology, Department of Anesthesia/Critical Care Medicine, Department of Neurosurgery, Johns Hopkins, USA600 N. Wolfe St, Baltimore, Maryland 21287, USA
| | - Loes M. Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California 90095, USA
| | - Jaap Oosterlaan
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Martina Papmeyer
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
- Division of Systems Neuroscience of Psychopathology, Translational Research Center, University Hospital of Psychiatry, University of Bern, Bern, 3060, Switzerland
| | - Lukas Pirpamer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
| | - Benno Pütz
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Adaikalavan Ramasamy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
- Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK
- The Jenner Institute Laboratories, University of Oxford, Oxford OX3 7DQ, UK
| | - Jennifer S. Richards
- Department of Cognitive Neuroscience, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, 6525 GC, The Netherlands
| | - Shannon L. Risacher
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Roberto Roiz-Santiañez
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, 39008 Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
| | - Nanda Rommelse
- Department of Psychiatry, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, 6525 GC, The Netherlands
| | - Stefan Ropele
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
| | - Emma J. Rose
- Psychosis Research Group, Department of Psychiatry & Trinity Translational Medicine Institute, Trinity College, Dublin, Dublin 2, Ireland
| | - Natalie A. Royle
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Tatjana Rundek
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
| | | | - Arvin Saremi
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
| | - Claudia L. Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts,02118, USA
- Framingham Heart Study, 17 Mount Wayte Avenue, Framingham, Massachusetts 01703 USA
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, Victoria, 3502, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, 3502, Australia
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, 1007 MB Amsterdam, The Netherlands
| | - Andrew J. Schork
- Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, California 92093, USA
- Department of Cognitive Sciences, University of California, San Diego, California 92161, USA
| | - Li Shen
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Jean Shin
- Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada M5G 1X8
| | - Elena Shumskaya
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, 6525 EN, The Netherlands
| | - Albert V. Smith
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Emma Sprooten
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut 06114, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Lachlan T. Strike
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Diana Tordesillas-Gutierrez
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
- Neuroimaging Unit, Technological Facilities. Valdecilla Biomedical Research Institute IDIVAL, Santander, Cantabria, 39011, Spain
| | | | - Daniah Trabzuni
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
- Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh 11211, Saudi Arabia
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300RC, The Netherlands
| | - Dhananjay Vaidya
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, 1830 E Monument St Suite 8028, Baltimore, Maryland 21287, USA
| | - Jeroen Van der Grond
- Department of Radiology, Leiden University Medical Center, Leiden, 2300RC, The Netherlands
| | - Sven J. Van der Lee
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
| | - Dennis Van der Meer
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, The Netherlands
| | - Marjolein M. J. Van Donkelaar
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Kristel R. Van Eijk
- Brain Center Rudolf Magnus, Human Neurogenetics Unit, UMC Utrecht, 3584 CG Utrecht, The Netherlands
| | - Theo G. M. Van Erp
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California 92617, USA
| | - Daan Van Rooij
- Department of Cognitive Neuroscience, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, The Netherlands
| | - Esther Walton
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, 01307 Dresden, Germany
- Department of Psychology, Georgia State University, Atlanta, Georgia 30302, USA
| | - Lars T. Westlye
- NORMENT—KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, 0424 Oslo, Norway
- Department of Psychology, Georgia State University, Atlanta, Georgia 30302, USA
| | - Christopher D. Whelan
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
- The Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin 2, Ireland
| | - Beverly G. Windham
- NORMENT—KG Jebsen Centre, Department of Psychology, University of Oslo, 0317 Oslo, Norway
| | - Anderson M. Winkler
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511, USA
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, 39216, USA
| | - Katharina Wittfeld
- Department of Psychiatry, University Medicine Greifswald, 17489 Greifswald, Germany
- FMRIB Centre, University of Oxford, Oxford OX3 9DU, UK
| | - Girma Woldehawariat
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
| | - Christiane Wolf
- German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, 17487 Greifswald, Germany
| | - Thomas Wolfers
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Lisa R. Yanek
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, 1830 E Monument St Suite 8028, Baltimore, Maryland 21287, USA
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612, USA
- University of Wuerzburg, Department of Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, 97080, Germany
| | - Alex Zijdenbos
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois 60612, USA
| | - Marcel P. Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, 6525 EN, The Netherlands
| | - Ingrid Agartz
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, 0319 Oslo, Norway
- Biospective Inc, Montreal, Quebec, Canada, 6100 Avenue Royalmount, Montréal, Québec, Canada H4P 2R2
| | - Laura Almasy
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville/Edinburg/San Antonio, Texas, 78250, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - David Ames
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania 29104, USA
- National Ageing Research Institute, Royal Melbourne Hospital, Melbourne, Victoria 3052, Australia
| | - Philippe Amouyel
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167—RID-AGE—Risk factors and molecular determinants of aging-related diseases, F-59000 Lille, France
| | - Ole A. Andreassen
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- NORMENT—KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, 0424 Oslo, Norway
| | - Sampath Arepalli
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Amelia A. Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Sandra Barral
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain; G.H. Sergievsky Center; Department of Neurology. Columbia University Medical Center, 639 West 1168th Street, New York, New York 10032, USA
| | - Mark E. Bastin
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Diane M. Becker
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, 1830 E Monument St Suite 8028, Baltimore, Maryland 21287, USA
| | - James T. Becker
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - David A. Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612, USA
- University of Wuerzburg, Department of Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, 97080, Germany
| | - John Blangero
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Hans van Bokhoven
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Dorret I. Boomsma
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
- Departments of Psychiatry, Neurology, and Psychology, University of Pittsburgh, 3501 Forbes Ave., Suite 830, Pittsburgh, Pennsylvania 15213, USA
| | - Rachel M. Brouwer
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Han G. Brunner
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Dementia Collaborative Research Centre—Assessment and Better Care, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Randy L. Buckner
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Department of Clinical Genetics and GROW School for Oncology and Developmental Biology, Maastricht University Medical Center, 6200 MD Maastricht, The Netherlands
| | - Jan K. Buitelaar
- Department of Cognitive Neuroscience, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, 6525 GC, The Netherlands
| | - Kazima B. Bulayeva
- Department of Psychology, Center for Brain Science, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Wiepke Cahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Vince D. Calhoun
- Department of Evolution and Genetics, Dagestan State University, Makhachkala 367000, Dagestan, Russia
- The Mind Research Network & LBERI, Albuquerque, New Mexico 87106, USA
| | - Dara M. Cannon
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
- Department of ECE, University of New Mexico, Albuquerque, New Mexico 87131, USA
| | | | - Ching-Yu Cheng
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore, 169857, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 168751, Singapore
- Centre for Neuroimaging & Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland
| | - Sven Cichon
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119077, Singapore
- Division of Medical Genetics, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
- Institute of Human Genetics, University of Bonn, 53127 Bonn, Germany
| | - Mark R. Cookson
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Aiden Corvin
- Psychosis Research Group, Department of Psychiatry & Trinity Translational Medicine Institute, Trinity College, Dublin, Dublin 2, Ireland
| | - Benedicto Crespo-Facorro
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, 39008 Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
| | - Joanne E. Curran
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Michael Czisch
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Anders M. Dale
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, 52425 Jülich, Germany
- Center for Multimodal Imaging and Genetics, University of California, San Diego, California 92093, USA
| | - Gareth E. Davies
- Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego, California 92093, USA
| | | | - Eco J. C. De Geus
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | - Philip L. De Jager
- Harvard Medical School, Boston, Massachusetts 02115, USA
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2300RC, The Netherlands
- Program in Translational NeuroPsychiatric Genomics, Departments of Neurology & Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, 02115, USA
- Harvard Medical School, Boston, Massachusetts, 02115, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, 02142, USA
| | | | - Ian J. Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Stéphanie Debette
- INSERM Unit U1219, University of Bordeaux, 33076 Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts,02118, USA
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology (QUT), Brisbane, Queensland 4059, Australia
| | - Charles DeCarli
- Department of Neurology, Bordeaux University Hospital, Bordeaux, 33076, France
| | - Norman Delanty
- The Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin 2, Ireland
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, 4860 Y Street, Suite 3700, Sacramento, California 95817, USA
| | | | - Anita DeStefano
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118 USA
- Framingham Heart Study, 17 Mount Wayte Avenue, Framingham, Massachusetts 01703 USA
| | - Allissa Dillman
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Srdjan Djurovic
- NORMENT—KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, 1070 Brussels, Belgium
| | - Gary Donohoe
- Department of Medical Genetics, Oslo University Hospital, 0420 Oslo, Norway
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition & Genomics Centre (NICOG) & NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, H91 TK33, Galway, Ireland
| | - Wayne C. Drevets
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Ravi Duggirala
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Thomas D. Dyer
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Christian Enzinger
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
| | - Susanne Erk
- Janssen Research & Development, LLC, Titusville, New Jersey 08560, USA
| | - Thomas Espeseth
- NORMENT—KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, 0424 Oslo, Norway
- Department of Psychology, Georgia State University, Atlanta, Georgia 30302, USA
| | - Iryna O. Fedko
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | - Guillén Fernández
- Department of Cognitive Neuroscience, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Luigi Ferrucci
- Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Department of Psychiatry and Psychotherapy, Charitéplatz 1, 10117 Berlin, Germany
| | - Simon E. Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, The Netherlands
| | - Debra A. Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612, USA
- Intramural Research Program of the National Institute on Aging, Baltimore, Maryland, 21224, USA
| | - Ian Ford
- Department of Neurological Sciences & Department of Behavioral Sciences, Rush University Medical Center, Chicago, Illinois 60616, USA
| | - Myriam Fornage
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, G41 4DQ, UK
| | - Tatiana M. Foroud
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Institute of Molecular Medicine and Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, 77030, USA
| | - Peter T. Fox
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, The Netherlands
| | - Masaki Fukunaga
- University of Texas Health Science Center, San Antonio, Texas 78229, USA
| | - J. Raphael Gibbs
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - David C. Glahn
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut 06114, USA
| | - Randy L. Gollub
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA
- Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Harald H. H. Göring
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Robert C. Green
- Harvard Medical School, Boston, Massachusetts 02115, USA
- Division of Cerebral Integration, National Institute for Physiological Sciences, Aichi, 444-8585, Japan
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, 69120, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Sebastian Guelfi
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Asta K. Håberg
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
- Department of Neuroscience, Faculty of Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, 7491, Norway
| | - Narelle K. Hansell
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4072, Australia
| | - John Hardy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Catharina A. Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, The Netherlands
| | - Ryota Hashimoto
- Department of Radiology, St. Olav's Hospital, Trondheim University Hospital, Trondheim, 7030, Norway
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka 565-0871, Japan
| | - Katrin Hegenscheid
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka, 565-0871, Japan
| | - Andreas Heinz
- Janssen Research & Development, LLC, Titusville, New Jersey 08560, USA
| | - Stephanie Le Hellard
- NORMENT—KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Dena G. Hernandez
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Dirk J. Heslenfeld
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, 72076, Germany
| | - Beng-Choon Ho
- Department of Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Pieter J. Hoekstra
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9700RB, The Netherlands
| | - Wolfgang Hoffmann
- Institute for Community Medicine, University Medicine Greifswald, 17489 Greifswald, Germany
- FMRIB Centre, University of Oxford, Oxford OX3 9DU, UK
| | - Albert Hofman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts 02115 USA
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242, USA
| | - Georg Homuth
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts 02115 USA
| | - Norbert Hosten
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka, 565-0871, Japan
| | - Jouke-Jan Hottenga
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | | | - Hilleke E. Hulshoff Pol
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Masashi Ikeda
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Clifford R. Jack Jr
- Translational Genomics Research Institute, Neurogenomics Division, 445N Fifth Street, Phoenix, Arizona 85004, USA
| | - Mark Jenkinson
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, 39216, USA
| | - Robert Johnson
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake 470-1192, Japan
| | - Erik G. Jönsson
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- Biospective Inc, Montreal, Quebec, Canada, 6100 Avenue Royalmount, Montréal, Québec, Canada H4P 2R2
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300RC, The Netherlands
| | - René S. Kahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Ryota Kanai
- Department of Radiology, Mayo Clinic, Rochester, Minnesota 55905, USA
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland 21201, USA
- School of Psychology, University of Sussex, Brighton BN1 9QH, UK
| | - Iwona Kloszewska
- Institute of Cognitive Neuroscience, University College London, London WC1N 3AR, UK
| | - David S. Knopman
- Department of Neuroinformatics, Araya Brain Imaging, Tokyo, 102-0093, Japan
| | | | - John B. Kwok
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, 55905, USA
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, 21228, USA
| | - Stephen M. Lawrie
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Hervé Lemaître
- Neuroscience Research Australia, Sydney, New South Wales 2031, Australia
| | - Xinmin Liu
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
- School of Medical Sciences, UNSW, Sydney, New South Wales 2052, Australia
| | - Dan L. Longo
- INSERM UMR 1000 “Neuroimaging and Psychiatry”, Service Hospitalier Frédéric Joliot; University Paris-Sud, Université Paris-Saclay, University Paris Descartes, Maison de Solenn, Paris, 91400, France
| | - Oscar L. Lopez
- Columbia University Medical Center, New York, New York 10032, USA
| | - Simon Lovestone
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA
- Departments of Neurology and Psychiatry, University of Pittsburgh, 3501 Forbes Ave., Suite 830, Pittsburgh Pennsylvania 15213, USA
| | - Oliver Martinez
- Department of Neurology, Bordeaux University Hospital, Bordeaux, 33076, France
| | - Jean-Luc Martinot
- Neuroscience Research Australia, Sydney, New South Wales 2031, Australia
| | - Venkata S. Mattay
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA
- Department of Psychiatry, University of Oxford, Oxford OX3 7JX, UK
| | - Colm McDonald
- Department of ECE, University of New Mexico, Albuquerque, New Mexico 87131, USA
| | - Andrew M. McIntosh
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Francis J. McMahon
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program, 35 Convent Drive, Rm 1A202, Bethesda, Maryland 20892-3719, USA
| | - Katie L. McMahon
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Patrizia Mecocci
- Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Ingrid Melle
- NORMENT—KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
- NORMENT—KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, 0424 Oslo, Norway
| | - Andreas Meyer-Lindenberg
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, 68159 Mannheim, Germany
| | - Sebastian Mohnke
- Janssen Research & Development, LLC, Titusville, New Jersey 08560, USA
| | - Grant W. Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
| | - Derek W. Morris
- Department of Medical Genetics, Oslo University Hospital, 0420 Oslo, Norway
| | - Thomas H. Mosley
- NORMENT—KG Jebsen Centre, Department of Psychology, University of Oslo, 0317 Oslo, Norway
| | - Thomas W. Mühleisen
- Division of Medical Genetics, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
- Institute of Human Genetics, University of Bonn, 53127 Bonn, Germany
| | - Bertram Müller-Myhsok
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, 06132 Perugia, Italy
- Munich Cluster for Systems Neurology (SyNergy), 81377 Munich, Germany
| | - Michael A. Nalls
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Matthias Nauck
- University of Liverpool, Institute of Translational Medicine, Liverpool L69 3BX, UK
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Thomas E. Nichols
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, 39216, USA
- German Center for Cardiovascular Research (DZHK e.V.), partner site Greifswald, Greifswald, 17475, Germany
| | - Wiro J. Niessen
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
- Department of Statistics & WMG, University of Warwick, Coventry CV4 7AL, UK
- Department of Medical Informatics Erasmus MC, 3015 CE Rotterdam, The Netherlands
| | - Markus M. Nöthen
- Division of Medical Genetics, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
- Faculty of Applied Sciences, Delft University of Technology, Delft, 2628 CD, The Netherlands
| | - Lars Nyberg
- Department of Integrative Medical Biology and Umeå Center for Functional Brain Imaging, Umeå University, 901 87 Umeå, Sweden
| | - Kazutaka Ohi
- Department of Radiology, St. Olav's Hospital, Trondheim University Hospital, Trondheim, 7030, Norway
| | - Rene L. Olvera
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Roel A. Ophoff
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California 90095, USA
| | | | - Tomas Paus
- Department of Genomics, Life & Brain Center, University of Bonn, 53127 Bonn, Germany
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada M6A 2E1
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada M5T 1R8
| | - Zdenka Pausova
- Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada M5G 1X8
- Child Mind Institute, New York, New York, 10022, USA
| | - Brenda W. J. H. Penninx
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, 1007 MB Amsterdam, The Netherlands
| | - G. Bruce Pike
- Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada M5S 3E2
- Department of Radiology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Steven G. Potkin
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California 92617, USA
| | - Bruce M. Psaty
- Department of Clinical Neuroscience, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
- Departments of Epidemiology, Medicine and Health Services, University of Washington, Seattle, WA, USA Group Health Research Institute, Group Health, 1730 Minor Avenue/Suite 1360, Seattle, Washington 98101, USA
| | - Marcella Rietschel
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, 68159 Mannheim, Germany
| | - Joshua L. Roffman
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | | | - Jerome I. Rotter
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Mina Ryten
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
- Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK
| | - Ralph L. Sacco
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Pediatrics at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Perminder S. Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
| | - Andrew J. Saykin
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
- Institute of Molecular Medicine and Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, 77030, USA
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, 8036 Graz, Austria
| | - Helena Schmidt
- Neuropsychiatric Institute, Prince of Wales Hospital, Randwick, New South Wales 2031, Australia
| | - Peter R. Schofield
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, 55905, USA
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, 21228, USA
| | | | - Andrew Simmons
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Harrachgasse 21/III, 8010 Graz, Austria
- Department of Neuroimaging, Institute of Psychiatry, King's College London, London SE5 8AF, UK
- Biomedical Research Centre for Mental Health, King's College London, London SE5 8AF, UK
| | - Andrew Singleton
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Sanjay M. Sisodiya
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, SL9 0RJ, UK
| | - Colin Smith
- Biomedical Research Unit for Dementia, King's College London, London SE5 8AF, UK
| | - Jordan W. Smoller
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
- Harvard Medical School, Boston, Massachusetts 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts 02141, USA
| | - Hilkka Soininen
- MRC Edinburgh Brain Bank, University of Edinburgh, Academic Department of Neuropathology, Centre for Clinical Brain Sciences, Edinburgh, EH16 4SB UK
- Institute of Clinical Medicine, Neurology, University of Eastern Finland, FI-70211 Kuopio, Finland
| | - Vidar M. Steen
- NORMENT—KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - David J. Stott
- Neurocentre Neurology, Kuopio University Hospital, FI-70211 Kuopio, Finland
| | - Jessika E. Sussmann
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Arthur W. Toga
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, G4 0SF, UK
| | - Bryan J. Traynor
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria 3101, Australia
| | - Juan Troncoso
- Laboratory of Neuro Imaging, Institute for Neuroimaging and Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90033, USA
| | - Magda Tsolaki
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland 21205, USA
| | - Christophe Tzourio
- INSERM Unit U1219, University of Bordeaux, 33076 Bordeaux, France
- 3rd Department of Neurology, "G. Papanicolaou", Hospital, Aristotle University of Thessaloniki, Thessaloniki, 57010, Greece
| | - Andre G. Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR1219, Bordeaux, F-33000, France
| | - Maria C. Valdés Hernández
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Marcel Van der Brug
- Department of Internal Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
| | - Aad van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
| | | | - Neeltje E. M. Van Haren
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, 3584 CX Utrecht, The Netherlands
| | - Dennis van 't Ent
- Biological Psychology, Amsterdam Neuroscience, Vrije Universiteit & Vrije Universiteit Medical Center, 1081 BT Amsterdam, The Netherlands
| | - Marie-Jose Van Tol
- Department of Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Badri N. Vardarajan
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain; G.H. Sergievsky Center; Department of Neurology. Columbia University Medical Center, 639 West 1168th Street, New York, New York 10032, USA
| | - Bruno Vellas
- University of Groningen, University Medical Center Groningen, Department of Neuroscience, 9713 AW Groningen, the Netherlands
| | - Dick J. Veltman
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, 1007 MB Amsterdam, The Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Henrik Walter
- Janssen Research & Development, LLC, Titusville, New Jersey 08560, USA
| | - Joanna M. Wardlaw
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Thomas H. Wassink
- Department of Internal Medicine and Geriatric Medicine, INSERM U1027, University of Toulouse, Toulouse, 31024, France
| | - Michael E. Weale
- Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK
| | - Daniel R. Weinberger
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, Iowa 52242, USA
| | - Michael W. Weiner
- Departments of Psychiatry, Neurology, Neuroscience and the Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales 2052, Australia
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
| | - Eric Westman
- Center for Imaging of Neurodegenerative Disease, San Francisco VA Medical Center, University of California, San Francisco, California 94121, USA
| | - Tonya White
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, SE-141 57 Huddinge, Sweden
| | - Tien Y. Wong
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore, 169857, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, 168751, Singapore
- Centre for Neuroimaging & Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland
| | - Clinton B. Wright
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, 33136, USA
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Pediatrics at Harbor-UCLA Medical Center, Torrance, California 90502, USA
| | - Ronald H. Zielke
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake 470-1192, Japan
| | - Alan B. Zonderman
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, 3015 CE Rotterdam, The Netherlands
| | - Nicholas G. Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
| | - Cornelia M. Van Duijn
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
| | - Margaret J. Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4072, Australia
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - W. T. Longstreth
- Laboratory of Epidemiology & Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Gunter Schumann
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Hans J. Grabe
- Department of Psychiatry, University Medicine Greifswald, 17489 Greifswald, Germany
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 GA Nijmegen, The Netherlands
| | - Lenore J. Launer
- Departments of Neurology and Epidemiology, University of Washington, 325 Ninth Avenue, Seattle, Washington 98104-2420, USA
| | - Sarah E. Medland
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland 4006, Australia
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts,02118, USA
- Framingham Heart Study, 17 Mount Wayte Avenue, Framingham, Massachusetts 01703 USA
| | - Paul M. Thompson
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California 90292, USA
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, 3015 CE Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, 3015 CE Rotterdam, The Netherlands
- Intramural Research Program, NIA, NIH, 7201 Wisconsin Ave, Suite 3C-309, Bethesda, Maryland 20892, USA
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Adams HHH, Hibar DP, Chouraki V, Stein JL, Nyquist PA, Rentería ME, Trompet S, Arias-Vasquez A, Seshadri S, Desrivières S, Beecham AH, Jahanshad N, Wittfeld K, Van der Lee SJ, Abramovic L, Alhusaini S, Amin N, Andersson M, Arfanakis K, Aribisala BS, Armstrong NJ, Athanasiu L, Axelsson T, Beiser A, Bernard M, Bis JC, Blanken LME, Blanton SH, Bohlken MM, Boks MP, Bralten J, Brickman AM, Carmichael O, Chakravarty MM, Chauhan G, Chen Q, Ching CRK, Cuellar-Partida G, Braber AD, Doan NT, Ehrlich S, Filippi I, Ge T, Giddaluru S, Goldman AL, Gottesman RF, Greven CU, Grimm O, Griswold ME, Guadalupe T, Hass J, Haukvik UK, Hilal S, Hofer E, Hoehn D, Holmes AJ, Hoogman M, Janowitz D, Jia T, Kasperaviciute D, Kim S, Klein M, Kraemer B, Lee PH, Liao J, Liewald DCM, Lopez LM, Luciano M, Macare C, Marquand A, Matarin M, Mather KA, Mattheisen M, Mazoyer B, McKay DR, McWhirter R, Milaneschi Y, Mirza-Schreiber N, Muetzel RL, Maniega SM, Nho K, Nugent AC, Loohuis LMO, Oosterlaan J, Papmeyer M, Pappa I, Pirpamer L, Pudas S, Pütz B, Rajan KB, Ramasamy A, Richards JS, Risacher SL, Roiz-Santiañez R, Rommelse N, Rose EJ, Royle NA, Rundek T, Sämann PG, Satizabal CL, Schmaal L, Schork AJ, Shen L, Shin J, Shumskaya E, Smith AV, Sprooten E, Strike LT, Teumer A, Thomson R, Tordesillas-Gutierrez D, Toro R, Trabzuni D, Vaidya D, Van der Grond J, Van der Meer D, Van Donkelaar MMJ, Van Eijk KR, Van Erp TGM, Van Rooij D, Walton E, Westlye LT, Whelan CD, Windham BG, Winkler AM, Woldehawariat G, Wolf C, Wolfers T, Xu B, Yanek LR, Yang J, Zijdenbos A, Zwiers MP, Agartz I, Aggarwal NT, Almasy L, Ames D, Amouyel P, Andreassen OA, Arepalli S, Assareh AA, Barral S, Bastin ME, Becker DM, Becker JT, Bennett DA, Blangero J, van Bokhoven H, Boomsma DI, Brodaty H, Brouwer RM, Brunner HG, Buckner RL, Buitelaar JK, Bulayeva KB, Cahn W, Calhoun VD, Cannon DM, Cavalleri GL, Chen C, Cheng CY, Cichon S, Cookson MR, Corvin A, Crespo-Facorro B, Curran JE, Czisch M, Dale AM, Davies GE, De Geus EJC, De Jager PL, de Zubicaray GI, Delanty N, Depondt C, DeStefano AL, Dillman A, Djurovic S, Donohoe G, Drevets WC, Duggirala R, Dyer TD, Erk S, Espeseth T, Evans DA, Fedko IO, Fernández G, Ferrucci L, Fisher SE, Fleischman DA, Ford I, Foroud TM, Fox PT, Francks C, Fukunaga M, Gibbs JR, Glahn DC, Gollub RL, Göring HHH, Grabe HJ, Green RC, Gruber O, Gudnason V, Guelfi S, Hansell NK, Hardy J, Hartman CA, Hashimoto R, Hegenscheid K, Heinz A, Le Hellard S, Hernandez DG, Heslenfeld DJ, Ho BC, Hoekstra PJ, Hoffmann W, Hofman A, Holsboer F, Homuth G, Hosten N, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Ikram MK, Jack CR, Jenkinson M, Johnson R, Jönsson EG, Jukema JW, Kahn RS, Kanai R, Kloszewska I, Knopman DS, Kochunov P, Kwok JB, Lawrie SM, Lemaître H, Liu X, Longo DL, Longstreth WT, Lopez OL, Lovestone S, Martinez O, Martinot JL, Mattay VS, McDonald C, McIntosh AM, McMahon KL, McMahon FJ, Mecocci P, Melle I, Meyer-Lindenberg A, Mohnke S, Montgomery GW, Morris DW, Mosley TH, Mühleisen TW, Müller-Myhsok B, Nalls MA, Nauck M, Nichols TE, Niessen WJ, Nöthen MM, Nyberg L, Ohi K, Olvera RL, Ophoff RA, Pandolfo M, Paus T, Pausova Z, Penninx BWJH, Pike GB, Potkin SG, Psaty BM, Reppermund S, Rietschel M, Roffman JL, Romanczuk-Seiferth N, Rotter JI, Ryten M, Sacco RL, Sachdev PS, Saykin AJ, Schmidt R, Schofield PR, Sigurdsson S, Simmons A, Singleton A, Sisodiya SM, Smith C, Smoller JW, Soininen H, Srikanth V, Steen VM, Stott DJ, Sussmann JE, Thalamuthu A, Tiemeier H, Toga AW, Traynor BJ, Troncoso J, Turner JA, Tzourio C, Uitterlinden AG, Hernández MCV, Van der Brug M, Van der Lugt A, Van der Wee NJA, Van Duijn CM, Van Haren NEM, Van T Ent D, Van Tol MJ, Vardarajan BN, Veltman DJ, Vernooij MW, Völzke H, Walter H, Wardlaw JM, Wassink TH, Weale ME, Weinberger DR, Weiner MW, Wen W, Westman E, White T, Wong TY, Wright CB, Zielke HR, Zonderman AB, Deary IJ, DeCarli C, Schmidt H, Martin NG, De Craen AJM, Wright MJ, Launer LJ, Schumann G, Fornage M, Franke B, Debette S, Medland SE, Ikram MA, Thompson PM. Novel genetic loci underlying human intracranial volume identified through genome-wide association. Nat Neurosci 2016; 19:1569-1582. [PMID: 27694991 PMCID: PMC5227112 DOI: 10.1038/nn.4398] [Citation(s) in RCA: 149] [Impact Index Per Article: 18.6] [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: 03/17/2016] [Accepted: 08/31/2016] [Indexed: 02/08/2023]
Abstract
Intracranial volume reflects the maximally attained brain size during development, and remains stable with loss of tissue in late life. It is highly heritable, but the underlying genes remain largely undetermined. In a genome-wide association study of 32,438 adults, we discovered five previously unknown loci for intracranial volume and confirmed two known signals. Four of the loci were also associated with adult human stature, but these remained associated with intracranial volume after adjusting for height. We found a high genetic correlation with child head circumference (ρgenetic = 0.748), which indicates a similar genetic background and allowed us to identify four additional loci through meta-analysis (Ncombined = 37,345). Variants for intracranial volume were also related to childhood and adult cognitive function, and Parkinson's disease, and were enriched near genes involved in growth pathways, including PI3K-AKT signaling. These findings identify the biological underpinnings of intracranial volume and their link to physiological and pathological traits.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Derrek P Hibar
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
| | - Vincent Chouraki
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases, Lille, France
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Jason L Stein
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- Department of Genetics and UNC Neuroscience Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Paul A Nyquist
- Department of Neurology, Department of Anesthesia/Critical Care Medicine, Department of Neurosurgery, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Alejandro Arias-Vasquez
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Sylvane Desrivières
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Ashley H Beecham
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Neda Jahanshad
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
| | - Katharina Wittfeld
- German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald, Germany
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | | | - Lucija Abramovic
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Saud Alhusaini
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Canada
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Micael Andersson
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Konstantinos Arfanakis
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University Medical Center, Chicago, Illinois, USA
| | - Benjamin S Aribisala
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Department of Computer Science, Lagos State University, Lagos, Nigeria
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
| | - Nicola J Armstrong
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Mathematics and Statistics, Murdoch University, Perth, Australia
| | - Lavinia Athanasiu
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Tomas Axelsson
- Department of Medical Sciences, Molecular Medicine and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Alexa Beiser
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Manon Bernard
- Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Laura M E Blanken
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Susan H Blanton
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Marc M Bohlken
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Marco P Boks
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Adam M Brickman
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
- G.H. Sergievsky Center, Columbia University Medical Center, New York, New York, USA
- Department of Neurology, Columbia University Medical Center, New York, New York, USA
| | - Owen Carmichael
- Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - M Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, Canada
- Department of Psychiatry and Biomedical Engineering, McGill University, Montreal, Canada
| | | | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
| | - Christopher R K Ching
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- Interdepartmental Neuroscience Graduate Program, UCLA School of Medicine, Los Angeles, California, USA
| | | | - Anouk Den Braber
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Nhat Trung Doan
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
| | - Irina Filippi
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Tian Ge
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
| | - Sudheer Giddaluru
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Aaron L Goldman
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
| | - Rebecca F Gottesman
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Corina U Greven
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
- King's College London, Medical Research Council Social, Genetic and Developmental Psychiatry Centre, Institute of Psychology, Psychiatry and Neurosciene, London, UK
| | - Oliver Grimm
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Michael E Griswold
- Center of Biostatistics and Bioinformatics, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Tulio Guadalupe
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- International Max Planck Research School for Language Sciences, Nijmegen, the Netherlands
| | - Johanna Hass
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden, Germany
| | - Unn K Haukvik
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, Oslo, Norway
| | - Saima Hilal
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
- Institute of Medical Informatics, Statistics and Documentation, Medical University Graz, Austria, Graz, Austria
| | - David Hoehn
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Avram J Holmes
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Department of Psychology, Yale University, New Haven, Connecticut, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Deborah Janowitz
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | - Tianye Jia
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Dalia Kasperaviciute
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
- Department of Medicine, Imperial College London, London, UK
| | - Sungeun Kim
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Bernd Kraemer
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Phil H Lee
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
- Lurie Center for Autism, Massachusetts General Hospital, Harvard Medical School, Lexington, Massachusetts, USA
| | - Jiemin Liao
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Lorna M Lopez
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Christine Macare
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Andre Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Mar Matarin
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Manuel Mattheisen
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus and Copenhagen, Denmark
- Center for integrated Sequencing, iSEQ, Aarhus University, Aarhus, Denmark
| | | | - David R McKay
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
| | - Rebekah McWhirter
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia
| | - Yuri Milaneschi
- Department of Psychiatry, EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam, The Netherlands
| | - Nazanin Mirza-Schreiber
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Ryan L Muetzel
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Susana Muñoz Maniega
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Kwangsik Nho
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Allison C Nugent
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, USA
| | - Jaap Oosterlaan
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Martina Papmeyer
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
- Division of Systems Neuroscience of Psychopathology, Translational Research Center, University Hospital of Psychiatry, University of Bern, Switzerland
| | - Irene Pappa
- Generation R Study Group, Erasmus Medical Center, Rotterdam, the Netherlands
- School of Pedagogical and Educational Sciences, Erasmus University Rotterdam, Rotterdam, the Netherlands
| | - Lukas Pirpamer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
| | - Sara Pudas
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Benno Pütz
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Kumar B Rajan
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
| | - Adaikalavan Ramasamy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Medical and Molecular Genetics, King's College London, London, UK
- The Jenner Institute Laboratories, University of Oxford, Oxford, UK
| | - Jennifer S Richards
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Shannon L Risacher
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Roberto Roiz-Santiañez
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
| | - Nanda Rommelse
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Emma J Rose
- Psychosis Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin
| | - Natalie A Royle
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Tatjana Rundek
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - Philipp G Sämann
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - Andrew J Schork
- Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, USA
- Department of Cognitive Sciences, University of California, San Diego, USA
| | - Li Shen
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Jean Shin
- Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Elena Shumskaya
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Emma Sprooten
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Lachlan T Strike
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Russell Thomson
- School of Computing Engineering and Mathematics, Western Sydney University, Parramatta, Australia
| | - Diana Tordesillas-Gutierrez
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
- Neuroimaging Unit,Technological Facilities. Valdecilla Biomedical Research Institute IDIVAL, Santander, Cantabria, Spain
| | | | - Daniah Trabzuni
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Dhananjay Vaidya
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jeroen Van der Grond
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Dennis Van der Meer
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Marjolein M J Van Donkelaar
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Kristel R Van Eijk
- Brain Center Rudolf Magnus, Human Neurogenetics Unit, UMC Utrecht, Utrecht, the Netherlands
| | - Theo G M Van Erp
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California, USA
| | - Daan Van Rooij
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Esther Walton
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden, Germany
| | - Lars T Westlye
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT - KG Jebsen Centre, Department of Psychology, University of Oslo, Oslo, Norway
| | - Christopher D Whelan
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Beverly G Windham
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Anderson M Winkler
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- FMRIB Centre, University of Oxford, Oxford, UK
| | - Girma Woldehawariat
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Christiane Wolf
- University of Wuerzburg, Department of Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, Germany
| | - Thomas Wolfers
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Bing Xu
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Lisa R Yanek
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Alex Zijdenbos
- Biospective Inc, Montreal, Quebec, Canada, Montréal, Québec, Canada
| | - Marcel P Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands
| | - Ingrid Agartz
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Research and Development, Diakonhjemmet Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
| | - Neelum T Aggarwal
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Laura Almasy
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - David Ames
- National Ageing Research Institute, Royal Melbourne Hospital, Melbourne, Australia
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Australia
| | - Philippe Amouyel
- Lille University, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases, Lille, France
| | - Ole A Andreassen
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Sampath Arepalli
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Amelia A Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Sandra Barral
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
| | - Mark E Bastin
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Diane M Becker
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - James T Becker
- Departments of Psychiatry, Neurology, and Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - John Blangero
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Hans van Bokhoven
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Dorret I Boomsma
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Collaborative Research Centre - Assessment and Better Care, UNSW, Sydney, Australia
| | - Rachel M Brouwer
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Han G Brunner
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Randy L Buckner
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Department of Psychology, Center for Brain Science, Harvard University, Cambridge, Massachusetts, USA
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, the Netherlands
| | - Kazima B Bulayeva
- Department of Evolution and Genetics, Dagestan State University, Makhachkala, Dagestan, Russia
| | - Wiepke Cahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Vince D Calhoun
- The Mind Research Network and LBERI, Albuquerque, New Mexico, USA
- Department of ECE, University of New Mexico, Albuquerque, New Mexico, USA
| | - Dara M Cannon
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | | | - Christopher Chen
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Sven Cichon
- Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Mark R Cookson
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Aiden Corvin
- Psychosis Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin
| | - Benedicto Crespo-Facorro
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Michael Czisch
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California, San Diego, California, USA
- Department of Neurosciences, University of California, San Diego, California, USA
- Department of Radiology, University of California, San Diego, California, USA
- Department of Psychiatry, University of California, San Diego, California, USA
- Department of Cognitive Science, University of California, San Diego, California, USA
| | - Gareth E Davies
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, USA
- Program in Translational NeuroPsychiatric Genomics, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Eco J C De Geus
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Philip L De Jager
- Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
- Broad Institute, Cambridge, Massachusetts, USA
| | - Greig I de Zubicaray
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology (QUT), Brisbane, Australia
| | - Norman Delanty
- The Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Neurology Division, Beaumont Hospital, Dublin, 9, Ireland
| | - Chantal Depondt
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels, Belgium
| | - Anita L DeStefano
- Framingham Heart Study, Framingham, Massachusetts, USA
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Allissa Dillman
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Srdjan Djurovic
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Gary Donohoe
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition and Genomics Centre (NICOG) and NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Wayne C Drevets
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Janssen Research and Development, LLC, Titusville, New Jersey, USA
| | - Ravi Duggirala
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Thomas D Dyer
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Susanne Erk
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Thomas Espeseth
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT - KG Jebsen Centre, Department of Psychology, University of Oslo, Oslo, Norway
| | - Denis A Evans
- Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, Illinois, USA
| | - Iryna O Fedko
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Guillén Fernández
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Luigi Ferrucci
- Intramural Research Program of the National Institute on Aging, Baltimore, Maryland, USA
| | - Simon E Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Department of Behavioral Sciences, Rush University Medical Center, Chicago, Illinois, USA
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Tatiana M Foroud
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Peter T Fox
- University of Texas Health Science Center, San Antonio, Texas, USA
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Aichi, Japan
| | - J Raphael Gibbs
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - David C Glahn
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
- Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA
| | - Randy L Gollub
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, North Carolina, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Harald H H Göring
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Brownsville/Edinburg/San Antonio, Texas, USA
| | - Hans J Grabe
- Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany
| | - Robert C Green
- Harvard Medical School, Boston, Massachusetts, USA
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Sebastian Guelfi
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Narelle K Hansell
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - John Hardy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Catharina A Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Ryota Hashimoto
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka, Japan
| | - Katrin Hegenscheid
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Stephanie Le Hellard
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Dena G Hernandez
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Dirk J Heslenfeld
- Department of Psychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Beng-Choon Ho
- Department of Psychiatry, University of Iowa, Iowa City, Iowa, USA
| | - Pieter J Hoekstra
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Wolfgang Hoffmann
- German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
- HMNC Brain Health, Munich, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Jouke-Jan Hottenga
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Hilleke E Hulshoff Pol
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Pharmacology, National University of Singapore, Singapore
- Memory Aging and Cognition Centre (MACC), National University Health System, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Academic Medicine Research Institute, Duke-NUS Graduate Medical School, Singapore
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Robert Johnson
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland, USA
| | - Erik G Jönsson
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- FMRIB Centre, University of Oxford, Oxford, UK
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
| | - René S Kahn
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Ryota Kanai
- School of Psychology, University of Sussex, Brighton, UK
- Institute of Cognitive Neuroscience, University College London, London, UK
- Department of Neuroinformatics, Araya Brain Imaging, Tokyo, Japan
| | | | - David S Knopman
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | - Peter Kochunov
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - John B Kwok
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, UNSW, Sydney, Australia
| | - Stephen M Lawrie
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Hervé Lemaître
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Xinmin Liu
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
- Columbia University Medical Center, New York, New York, USA
| | - Dan L Longo
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Oscar L Lopez
- Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Simon Lovestone
- Department of Psychiatry, University of Oxford, Oxford, UK
- NIHR Dementia Biomedical Research Unit, King's College London, London, UK
| | - Oliver Martinez
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, California, USA
| | - Jean-Luc Martinot
- NSERM Unit 1000 ″Neuroimaging and Psychiatry″, University Paris Sud, University Paris Descartes, Paris, France
- Maison de Solenn, Adolescent Psychopathology and Medicine Department, APHP Hospital Cochin, Paris, France
| | - Venkata S Mattay
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Colm McDonald
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | - Andrew M McIntosh
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Katie L McMahon
- Centre for Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Francis J McMahon
- Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, National Institutes of Health, Bethesda, Maryland, USA
| | - Patrizia Mecocci
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Ingrid Melle
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Andreas Meyer-Lindenberg
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Sebastian Mohnke
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | | | - Derek W Morris
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition and Genomics Centre (NICOG) and NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Thomas H Mosley
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Thomas W Mühleisen
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Bertram Müller-Myhsok
- Max Planck Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- University of Liverpool, Institute of Translational Medicine, Liverpool, UK
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Center for Cardiovascular Research (DZHK e.V.), partner site Greifswald, Germany
| | - Thomas E Nichols
- FMRIB Centre, University of Oxford, Oxford, UK
- Department of Statistics and Warwick Manufacturing Group, University of Warwick, Coventry, UK
| | - Wiro J Niessen
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Medical Informatics Erasmus MC, Rotterdam, the Netherlands
- Faculty of Applied Sciences, Delft University of Technology, Delft, the Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany
| | - Lars Nyberg
- Department of Integrative Medical Biology and Umeå center for Functional Brain Imaging, Umeå University, Umeå, Sweden
| | - Kazutaka Ohi
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Rene L Olvera
- University of Texas Health Science Center, San Antonio, Texas, USA
| | - Roel A Ophoff
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, USA
| | - Massimo Pandolfo
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels, Belgium
| | - Tomas Paus
- Rotman Research Institute, University of Toronto, Toronto, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Canada
- Child Mind Institute, New York, New York, USA
| | - Zdenka Pausova
- Hospital for Sick Children, University of Toronto, Toronto, Canada
- Department of Physiology, University of Toronto, Toronto, Canada
- Department of Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Brenda W J H Penninx
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - G Bruce Pike
- Department of Radiology, University of Calgary, Calgary, Canada
- Department of Clinical Neuroscience, University of Calgary, Calgary, Canada
| | - Steven G Potkin
- Department of Psychiatry and Human Behavior, University of California-Irvine, Irvine, California, USA
| | - Bruce M Psaty
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
- Department of Health Services, University of Washington, Seattle, Washington, USA
- Group Health Research Institute, Group Health, Seattle, Washington, USA
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, UNSW Medicine, Australia
| | - Marcella Rietschel
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany
| | - Joshua L Roffman
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Pediatrics at Harbor-UCLA Medical Center, Torrance, California, USA
| | - Mina Ryten
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
- Department of Medical and Molecular Genetics, King's College London, London, UK
| | - Ralph L Sacco
- John P. Hussman Institute for Human Genomics, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, 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
| | - Andrew J Saykin
- Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Austria, Graz, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, UNSW, Sydney, Australia
| | | | - Andy Simmons
- Department of Neuroimaging, Institute of Psychiatry, King's College London, London, UK
- Biomedical Research Centre for Mental Health, King's College London, London, UK
- Biomedical Research Unit for Dementia, King's College London, London, UK
| | - Andrew Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Sanjay M Sisodiya
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, Bucks, UK
| | - Colin Smith
- MRC Edinburgh Brain Bank, University of Edinburgh, Academic Department of Neuropathology, Centre for Clinical Brain Sciences, Edinburgh, UK
| | - Jordan W Smoller
- Department of Psychiatry, Massachusetts General Hospital, Boston, Masschusetts, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
| | - Hilkka Soininen
- Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio, Finland
- Neurocentre Neurology, Kuopio University Hospital, Finland
| | - Velandai Srikanth
- Department of Medicine, Peninsula Health and Monash University, Melbourne, Australia
| | - Vidar M Steen
- NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, UK
| | - Jessika E Sussmann
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, UK
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Henning Tiemeier
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Arthur W Toga
- Laboratory of Neuro Imaging, Institute for Neuroimaging and Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA
| | - Bryan J Traynor
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Juan Troncoso
- Brain Resource Center, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Christophe Tzourio
- Institute for Neurodegenerative Disorders, UMR 5293, CEA, CNRS, Université de Bordeaux, France
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Maria C Valdés Hernández
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | | | - Aad Van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Nic J A Van der Wee
- Department of Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Neeltje E M Van Haren
- Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands
| | - Dennis Van T Ent
- Biological Psychology, Neuroscience Campus Amsterdam, Vrije Universiteit University and Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Marie-Jose Van Tol
- Neuroimaging Centre, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Badri N Vardarajan
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, USA
| | - Dick J Veltman
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin, Germany
| | - Joanna M Wardlaw
- Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Thomas H Wassink
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, Iowa, USA
| | - Michael E Weale
- Department of Medical and Molecular Genetics, King's College London, London, UK
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Departments of Psychiatry, Neurology, Neuroscience and the Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Michael W Weiner
- Center for Imaging of Neurodegenerative Disease, San Francisco VA Medical Center, University of California, San Francisco, California, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Eric Westman
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Tonya White
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Tien Y Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Department of Evolution and Genetics, Dagestan State University, Makhachkala, Dagestan, Russia
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Clinton B Wright
- Department of Neurology, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Department of Epidemiology and Public Health Sciences, University of Miami, Miller School of Medicine, Miami, Florida, USA
- Evelyn F. McKnight Brain Institute, University of Miami, Miller School of Medicine, Miami, Florida, USA
| | - H Ronald Zielke
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland, USA
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK
| | - Charles DeCarli
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, California, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | | | - Anton J M De Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Lenore J Launer
- Intramural Research Program, NIA, NIH, Bethesda, Maryland, USA
| | - Gunter Schumann
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Myriam Fornage
- Institute of Molecular Medicine and Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Stéphanie Debette
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- Lieber Institute for Brain Development, Baltimore, Maryland, USA
- Department of Neurology, Bordeaux University Hospital, Bordeaux, France
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, the Netherlands
| | - Paul M Thompson
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California, Los Angeles, California, USA
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56
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Bos D, Poels MMF, Adams HHH, Akoudad S, Cremers LGM, Zonneveld HI, Hoogendam YY, Verhaaren BFJ, Verlinden VJA, Verbruggen JGJ, Peymani A, Hofman A, Krestin GP, Vincent AJ, Feelders RA, Koudstaal PJ, van der Lugt A, Ikram MA, Vernooij MW. Prevalence, Clinical Management, and Natural Course of Incidental Findings on Brain MR Images: The Population-based Rotterdam Scan Study. Radiology 2016; 281:507-515. [DOI: 10.1148/radiol.2016160218] [Citation(s) in RCA: 83] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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57
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Roshchupkin GV, Adams HHH, Vernooij MW, Hofman A, Van Duijn CM, Ikram MA, Niessen WJ. HASE: Framework for efficient high-dimensional association analyses. Sci Rep 2016; 6:36076. [PMID: 27782180 PMCID: PMC5080584 DOI: 10.1038/srep36076] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Accepted: 10/10/2016] [Indexed: 12/21/2022] Open
Abstract
High-throughput technology can now provide rich information on a person’s biological makeup and environmental surroundings. Important discoveries have been made by relating these data to various health outcomes in fields such as genomics, proteomics, and medical imaging. However, cross-investigations between several high-throughput technologies remain impractical due to demanding computational requirements (hundreds of years of computing resources) and unsuitability for collaborative settings (terabytes of data to share). Here we introduce the HASE framework that overcomes both of these issues. Our approach dramatically reduces computational time from years to only hours and also requires several gigabytes to be exchanged between collaborators. We implemented a novel meta-analytical method that yields identical power as pooled analyses without the need of sharing individual participant data. The efficiency of the framework is illustrated by associating 9 million genetic variants with 1.5 million brain imaging voxels in three cohorts (total N = 4,034) followed by meta-analysis, on a standard computational infrastructure. These experiments indicate that HASE facilitates high-dimensional association studies enabling large multicenter association studies for future discoveries.
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Affiliation(s)
- G V Roshchupkin
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.,Department of Medical Informatics, Erasmus MC, Rotterdam, Netherlands
| | - H H H Adams
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.,Department of Epidemiology, Erasmus MC, Netherlands
| | - M W Vernooij
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.,Department of Epidemiology, Erasmus MC, Netherlands
| | - A Hofman
- Department of Epidemiology, Erasmus MC, Netherlands
| | | | - M A Ikram
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.,Department of Epidemiology, Erasmus MC, Netherlands.,Department of Neurology, Erasmus MC, Rotterdam, Netherlands
| | - W J Niessen
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.,Department of Medical Informatics, Erasmus MC, Rotterdam, Netherlands.,Faculty of Applied Sciences, Delft University of Technology, Delft, Netherlands
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58
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Gormley P, Anttila V, Winsvold BS, Palta P, Esko T, Pers TH, Farh KH, Cuenca-Leon E, Muona M, Furlotte NA, Kurth T, Ingason A, McMahon G, Ligthart L, Terwindt GM, Kallela M, Freilinger TM, Ran C, Gordon SG, Stam AH, Steinberg S, Borck G, Koiranen M, Quaye L, Adams HHH, Lehtimäki T, Sarin AP, Wedenoja J, Hinds DA, Buring JE, Schürks M, Ridker PM, Hrafnsdottir MG, Stefansson H, Ring SM, Hottenga JJ, Penninx BWJH, Färkkilä M, Artto V, Kaunisto M, Vepsäläinen S, Malik R, Heath AC, Madden PAF, Martin NG, Montgomery GW, Kurki MI, Kals M, Mägi R, Pärn K, Hämäläinen E, Huang H, Byrnes AE, Franke L, Huang J, Stergiakouli E, Lee PH, Sandor C, Webber C, Cader Z, Muller-Myhsok B, Schreiber S, Meitinger T, Eriksson JG, Salomaa V, Heikkilä K, Loehrer E, Uitterlinden AG, Hofman A, van Duijn CM, Cherkas L, Pedersen LM, Stubhaug A, Nielsen CS, Männikkö M, Mihailov E, Milani L, Göbel H, Esserlind AL, Christensen AF, Hansen TF, Werge T, Kaprio J, Aromaa AJ, Raitakari O, Ikram MA, Spector T, Järvelin MR, Metspalu A, Kubisch C, Strachan DP, Ferrari MD, Belin AC, Dichgans M, Wessman M, van den Maagdenberg AMJM, Zwart JA, Boomsma DI, Smith GD, Stefansson K, Eriksson N, Daly MJ, Neale BM, Olesen J, Chasman DI, Nyholt DR, Palotie A. Erratum: Corrigendum: Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine. Nat Genet 2016; 48:1296. [DOI: 10.1038/ng1016-1296c] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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59
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Gormley P, Anttila V, Winsvold BS, Palta P, Esko T, Pers TH, Farh KH, Cuenca-Leon E, Muona M, Furlotte NA, Kurth T, Ingason A, McMahon G, Ligthart L, Terwindt GM, Kallela M, Freilinger TM, Ran C, Gordon SG, Stam AH, Steinberg S, Borck G, Koiranen M, Quaye L, Adams HHH, Lehtimäki T, Sarin AP, Wedenoja J, Hinds DA, Buring JE, Schürks M, Ridker PM, Hrafnsdottir MG, Stefansson H, Ring SM, Hottenga JJ, Penninx BWJH, Färkkilä M, Artto V, Kaunisto M, Vepsäläinen S, Malik R, Heath AC, Madden PAF, Martin NG, Montgomery GW, Kurki MI, Kals M, Mägi R, Pärn K, Hämäläinen E, Huang H, Byrnes AE, Franke L, Huang J, Stergiakouli E, Lee PH, Sandor C, Webber C, Cader Z, Muller-Myhsok B, Schreiber S, Meitinger T, Eriksson JG, Salomaa V, Heikkilä K, Loehrer E, Uitterlinden AG, Hofman A, van Duijn CM, Cherkas L, Pedersen LM, Stubhaug A, Nielsen CS, Männikkö M, Mihailov E, Milani L, Göbel H, Esserlind AL, Christensen AF, Hansen TF, Werge T, Kaprio J, Aromaa AJ, Raitakari O, Ikram MA, Spector T, Järvelin MR, Metspalu A, Kubisch C, Strachan DP, Ferrari MD, Belin AC, Dichgans M, Wessman M, van den Maagdenberg AMJM, Zwart JA, Boomsma DI, Smith GD, Stefansson K, Eriksson N, Daly MJ, Neale BM, Olesen J, Chasman DI, Nyholt DR, Palotie A. Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine. Nat Genet 2016; 48:856-66. [PMID: 27322543 DOI: 10.1038/ng.3598] [Citation(s) in RCA: 400] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 05/26/2016] [Indexed: 12/16/2022]
Abstract
Migraine is a debilitating neurological disorder affecting around one in seven people worldwide, but its molecular mechanisms remain poorly understood. There is some debate about whether migraine is a disease of vascular dysfunction or a result of neuronal dysfunction with secondary vascular changes. Genome-wide association (GWA) studies have thus far identified 13 independent loci associated with migraine. To identify new susceptibility loci, we carried out a genetic study of migraine on 59,674 affected subjects and 316,078 controls from 22 GWA studies. We identified 44 independent single-nucleotide polymorphisms (SNPs) significantly associated with migraine risk (P < 5 × 10(-8)) that mapped to 38 distinct genomic loci, including 28 loci not previously reported and a locus that to our knowledge is the first to be identified on chromosome X. In subsequent computational analyses, the identified loci showed enrichment for genes expressed in vascular and smooth muscle tissues, consistent with a predominant theory of migraine that highlights vascular etiologies.
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Affiliation(s)
- Padhraig Gormley
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Verneri Anttila
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Bendik S Winsvold
- FORMI, Oslo University Hospital, Oslo, Norway.,Department of Neurology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Priit Palta
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Tonu Esko
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Estonian Genome Center, University of Tartu, Tartu, Estonia.,Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Tune H Pers
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.,Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark
| | - Kai-How Farh
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Illumina, San Diego, California, USA
| | - Ester Cuenca-Leon
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Pediatric Neurology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Mikko Muona
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Folkhälsan Institute of Genetics, Helsinki, Finland.,Neuroscience Center, University of Helsinki, Helsinki, Finland.,Molecular Neurology Research Program, Research Programs Unit, University of Helsinki, Helsinki, Finland
| | | | - Tobias Kurth
- Institute of Public Health, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | | | - George McMahon
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Lannie Ligthart
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Gisela M Terwindt
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | - Mikko Kallela
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Tobias M Freilinger
- Department of Neurology and Epileptology, Hertie-Institute for Clinical Brain Research, University of Tuebingen, Tuebingen, Germany.,Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Caroline Ran
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Scott G Gordon
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Anine H Stam
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | | | - Guntram Borck
- Institute of Human Genetics, Ulm University, Ulm, Germany
| | - Markku Koiranen
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland
| | - Lydia Quaye
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, School of Medicine, University of Tampere, Tampere, Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Juho Wedenoja
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | | | - Julie E Buring
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Markus Schürks
- Department of Neurology, University Duisburg-Essen, Essen, Germany
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | | | | | - Susan M Ring
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, VU University Medical Centre, Amsterdam, the Netherlands
| | - Markus Färkkilä
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Ville Artto
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Mari Kaunisto
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Salli Vepsäläinen
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Rainer Malik
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Nicholas G Martin
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Grant W Montgomery
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Mitja I Kurki
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Neurosurgery, NeuroCenter, Kuopio University Hospital, Kuopio, Finland
| | - Mart Kals
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Kalle Pärn
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Eija Hämäläinen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Hailiang Huang
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Andrea E Byrnes
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Jie Huang
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Evie Stergiakouli
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Phil H Lee
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Cynthia Sandor
- MRC Functional Genomics Unit, Department of Physiology, Anatomy &Genetics, Oxford University, Oxford, UK
| | - Caleb Webber
- MRC Functional Genomics Unit, Department of Physiology, Anatomy &Genetics, Oxford University, Oxford, UK
| | - Zameel Cader
- Nuffield Department of Clinical Neuroscience, University of Oxford, Oxford, UK.,Oxford Headache Centre, John Radcliffe Hospital, Oxford, UK
| | - Bertram Muller-Myhsok
- Max Planck Institute of Psychiatry, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.,Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology, Christian Albrechts University, Kiel, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg, Germany.,Institute of Human Genetics, Technische Universität München, Munich, Germany
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,National Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Kauko Heikkilä
- Institute of Clinical Medicine, University of Helsinki, Helsinki, Finland
| | - Elizabeth Loehrer
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Andre G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Lynn Cherkas
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | | | - Audun Stubhaug
- Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.,Medical Faculty, University of Oslo, Oslo, Norway
| | - Christopher S Nielsen
- Department of Pain Management and Research, Oslo University Hospital, Oslo, Norway.,Department of Ageing and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Minna Männikkö
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland
| | | | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | | | - Ann-Louise Esserlind
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Anne Francke Christensen
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Thomas Folkmann Hansen
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, University of Copenhagen, Roskilde, Denmark
| | - Thomas Werge
- Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Copenhagen, Denmark.,Institute of Clinical Sciences, Faculty of Medicine and Health Sciences, University of Copenhagen, Copenhagen, Denmark.,iPSYCH-The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
| | | | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Public Health, University of Helsinki, Helsinki, Finland.,Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Arpo J Aromaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.,Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Neurology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Tim Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Marjo-Riitta Järvelin
- Center for Life Course Epidemiology and Systems Medicine, University of Oulu, Oulu, Finland.,Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPE) Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.,Biocenter Oulu, University of Oulu, Oulu, Finland.,Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | | | - Christian Kubisch
- Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - David P Strachan
- Population Health Research Institute, St George's, University of London, London, UK
| | - Michel D Ferrari
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands
| | - Andrea C Belin
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität München, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Maija Wessman
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Arn M J M van den Maagdenberg
- Department of Neurology, Leiden University Medical Centre, Leiden, the Netherlands.,Department of Human Genetics, Leiden University Medical Centre, Leiden, the Netherlands
| | - John-Anker Zwart
- FORMI, Oslo University Hospital, Oslo, Norway.,Department of Neurology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit, Amsterdam, the Netherlands
| | - George Davey Smith
- Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Kari Stefansson
- deCODE Genetics, Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Mark J Daly
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Benjamin M Neale
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Jes Olesen
- Danish Headache Center, Department of Neurology, Rigshospitalet, Glostrup Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Dale R Nyholt
- Statistical and Genomic Epidemiology Laboratory, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Aarno Palotie
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK.,Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.,Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
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Mutlu U, Adams HHH, Hofman A, Lugt AVD, Klaver CCW, Vernooij MW, Ikram MK, Ikram MA. Retinal Microvascular Calibers Are Associated With Enlarged Perivascular Spaces in the Brain. Stroke 2016; 47:1374-6. [PMID: 26979867 DOI: 10.1161/strokeaha.115.012438] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 02/11/2016] [Indexed: 01/09/2023]
Abstract
BACKGROUND AND PURPOSE Perivascular enlargement in the brain is a putative imaging marker for microvascular brain damage, but this link has not yet been confirmed using direct in vivo visualization of small vessels. We investigated the relation between microvascular calibers on retinal imaging and enlarged perivascular spaces (ePVSs) on brain magnetic resonance imaging. METHODS We included 704 participants from the Rotterdam study. Retinal arteriolar and venular calibers were measured semiautomatically on fundus photographs. ePVSs were counted in the centrum semiovale, basal ganglia, hippocampus, and mesencephalon, using a standardized rating method. We determined the association between retinal microvascular calibers and ePVSs with negative binomial regression models, adjusting for age, sex, the other vascular caliber, structural brain magnetic resonance imaging markers, and cardiovascular risk factors. RESULTS Both narrower arteriolar and wider venular calibers were associated with more ePVSs in the centrum semiovale and hippocampal region. Rate ratios (95% confidence interval) for arterioles in the centrum semiovale and hippocampus were 1.07 (1.01-1.14) and 1.13 (1.04-1.22), respectively, and for venules 1.08 (1.01-1.16) and 1.09 (1.00-1.18), respectively. These associations were independent from other brain magnetic resonance imaging markers and cardiovascular risk factors. CONCLUSIONS Retinal microvascular calibers are related to ePVSs, confirming the putative link between microvascular damage and ePVSs.
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Affiliation(s)
- Unal Mutlu
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - Hieab H H Adams
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - Albert Hofman
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - Aad van der Lugt
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - Caroline C W Klaver
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - Meike W Vernooij
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - M Kamran Ikram
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.)
| | - M Arfan Ikram
- From the Departments of Epidemiology (U.M., H.H.H.A., A.H., C.C.W.K., M.W.V., M.K.I., M.A.I.), Ophthalmology (U.M., C.C.W.K.), Radiology (H.H.H.A., A.v.d.L., M.W.V., M.A.I.), Neurology (M.A.I.), Erasmus MC, Rotterdam, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA (A.H.); Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Department of Neurology, University Medical Center Utrecht, Utrecht, the Netherlands (M.K.I.).
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Adams H, Adams HHH, Jackson C, Rincon-Torroella J, Jallo GI, Quiñones-Hinojosa A. Evaluating extent of resection in pediatric glioblastoma: a multiple propensity score-adjusted population-based analysis. Childs Nerv Syst 2016; 32:493-503. [PMID: 26767842 DOI: 10.1007/s00381-015-3006-x] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Accepted: 12/23/2015] [Indexed: 01/17/2023]
Abstract
PURPOSE The benefit of radical resections for glioblastoma patients remains a source of contention in the literature. Few studies have been conducted in pediatric patients, and it is becoming increasingly evident that data regarding adult glioblastoma (GB) patients cannot be generalized to pediatric patients affected by this neoplasm. A comparative effectiveness study is performed for different extent of resection (EOR) groups in the largest cohort of pediatric GB (pGB) patients. METHODS The Surveillance, Epidemiology, and End Results (SEER) cancer registry was used to identify pGB patients from 1988 through 2009. Multivariate- and multiple propensity score (mPS)-adjusted analyses were used to determine the effect of gross total resection (GTR), partial resection (PR), and biopsy (Bx) on overall survival. Survival prospects were summarized using direct adjusted survival curves. RESULTS A total of 342 pGB patients were identified, and 35.4 % of patients received a GTR, 28.8 % PR, 17.3 % Bx, and 17.0 % did not undergo surgery. In our cohort, a median overall survival of 12 months was observed with 1-, 2-, and 5-year survival rates of 51.7, 28.3, and 15.7 %, respectively. EOR was a predictor of survival in both the multivariate- (P < 0.001) and mPS-adjusted model (P < 0.001). Compared to the GTR group, a higher mortality rate was observed in patients who underwent a PR (HR 1.50; 95 % CI, 1.02-2.21) or Bx (HR 1.87; 95 % CI, 1.18-2.98). There were no significant differences in (adjusted) mortality risk between the PR and Bx groups. CONCLUSION Our study suggests that GTR is independently associated with improved survival for pediatric patients with glioblastoma.
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Affiliation(s)
- Hadie Adams
- Department of Neurosurgery and Oncology, Johns Hopkins School of Medicine, 1550 Orleans Street, Cancer Research Building II Room 253, Baltimore, MD, 21231, USA.,Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital and University of Cambridge, Cambridge, UK
| | - Hieab H H Adams
- Division of Neuro-Epidemiology, Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Christina Jackson
- Department of Neurosurgery and Oncology, Johns Hopkins School of Medicine, 1550 Orleans Street, Cancer Research Building II Room 253, Baltimore, MD, 21231, USA
| | - Jordina Rincon-Torroella
- Department of Neurosurgery and Oncology, Johns Hopkins School of Medicine, 1550 Orleans Street, Cancer Research Building II Room 253, Baltimore, MD, 21231, USA
| | - George I Jallo
- Department of Neurosurgery and Oncology, Johns Hopkins School of Medicine, 1550 Orleans Street, Cancer Research Building II Room 253, Baltimore, MD, 21231, USA
| | - Alfredo Quiñones-Hinojosa
- Department of Neurosurgery and Oncology, Johns Hopkins School of Medicine, 1550 Orleans Street, Cancer Research Building II Room 253, Baltimore, MD, 21231, USA.
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Adams HHH, Hilal S, Schwingenschuh P, Wittfeld K, van der Lee SJ, DeCarli C, Vernooij MW, Katschnig-Winter P, Habes M, Chen C, Seshadri S, van Duijn CM, Ikram MK, Grabe HJ, Schmidt R, Ikram MA. A priori collaboration in population imaging: The Uniform Neuro-Imaging of Virchow-Robin Spaces Enlargement consortium. Alzheimers Dement (Amst) 2015; 1:513-20. [PMID: 27239529 PMCID: PMC4879491 DOI: 10.1016/j.dadm.2015.10.004] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Introduction Virchow-Robin spaces (VRS), or perivascular spaces, are compartments of interstitial fluid enclosing cerebral blood vessels and are potential imaging markers of various underlying brain pathologies. Despite a growing interest in the study of enlarged VRS, the heterogeneity in rating and quantification methods combined with small sample sizes have so far hampered advancement in the field. Methods The Uniform Neuro-Imaging of Virchow-Robin Spaces Enlargement (UNIVRSE) consortium was established with primary aims to harmonize rating and analysis (www.uconsortium.org). The UNIVRSE consortium brings together 13 (sub)cohorts from five countries, totaling 16,000 subjects and over 25,000 scans. Eight different magnetic resonance imaging protocols were used in the consortium. Results VRS rating was harmonized using a validated protocol that was developed by the two founding members, with high reliability independent of scanner type, rater experience, or concomitant brain pathology. Initial analyses revealed risk factors for enlarged VRS including increased age, sex, high blood pressure, brain infarcts, and white matter lesions, but this varied by brain region. Discussion Early collaborative efforts between cohort studies with respect to data harmonization and joint analyses can advance the field of population (neuro)imaging. The UNIVRSE consortium will focus efforts on other potential correlates of enlarged VRS, including genetics, cognition, stroke, and dementia.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands; Department of Radiology, Erasmus MC, Rotterdam, The Netherlands
| | - Saima Hilal
- Department of Ophthalmology, National University of Singapore, Singapore; Memory Aging and Cognition Center, National University Health System, Singapore
| | | | - Katharina Wittfeld
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany
| | - Sven J van der Lee
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Charles DeCarli
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, Davis, CA, USA
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands; Department of Radiology, Erasmus MC, Rotterdam, The Netherlands
| | | | - Mohamad Habes
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany; Section of Biomedical Image Analysis, Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Christopher Chen
- Memory Aging and Cognition Center, National University Health System, Singapore
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA; Framingham Heart Study, Framingham, MA, USA
| | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - M Kamran Ikram
- Department of Ophthalmology, National University of Singapore, Singapore; Memory Aging and Cognition Center, National University Health System, Singapore
| | - Hans J Grabe
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/ Greifswald, Greifswald, Germany; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Reinhold Schmidt
- Department of Neurology, Medical University of Graz, Graz, Austria
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, The Netherlands; Department of Radiology, Erasmus MC, Rotterdam, The Netherlands; Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
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63
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Hofer E, Cavalieri M, Bis JC, DeCarli C, Fornage M, Sigurdsson S, Srikanth V, Trompet S, Verhaaren BFJ, Wolf C, Yang Q, Adams HHH, Amouyel P, Beiser A, Buckley BM, Callisaya M, Chauhan G, de Craen AJM, Dufouil C, van Duijn CM, Ford I, Freudenberger P, Gottesman RF, Gudnason V, Heiss G, Hofman A, Lumley T, Martinez O, Mazoyer B, Moran C, Niessen WJ, Phan T, Psaty BM, Satizabal CL, Sattar N, Schilling S, Shibata DK, Slagboom PE, Smith A, Stott DJ, Taylor KD, Thomson R, Töglhofer AM, Tzourio C, van Buchem M, Wang J, Westendorp RGJ, Windham BG, Vernooij MW, Zijdenbos A, Beare R, Debette S, Ikram MA, Jukema JW, Launer LJ, Longstreth WT, Mosley TH, Seshadri S, Schmidt H, Schmidt R. White Matter Lesion Progression: Genome-Wide Search for Genetic Influences. Stroke 2015; 46:3048-57. [PMID: 26451028 DOI: 10.1161/strokeaha.115.009252] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [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: 03/02/2015] [Accepted: 08/21/2015] [Indexed: 01/11/2023]
Abstract
BACKGROUND AND PURPOSE White matter lesion (WML) progression on magnetic resonance imaging is related to cognitive decline and stroke, but its determinants besides baseline WML burden are largely unknown. Here, we estimated heritability of WML progression, and sought common genetic variants associated with WML progression in elderly participants from the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium. METHODS Heritability of WML progression was calculated in the Framingham Heart Study. The genome-wide association study included 7773 elderly participants from 10 cohorts. To assess the relative contribution of genetic factors to progression of WML, we compared in 7 cohorts risk models including demographics, vascular risk factors plus single-nucleotide polymorphisms that have been shown to be associated cross-sectionally with WML in the current and previous association studies. RESULTS A total of 1085 subjects showed WML progression. The heritability estimate for WML progression was low at 6.5%, and no single-nucleotide polymorphisms achieved genome-wide significance (P<5×10(-8)). Four loci were suggestive (P<1×10(-5)) of an association with WML progression: 10q24.32 (rs10883817, P=1.46×10(-6)); 12q13.13 (rs4761974, P=8.71×10(-7)); 20p12.1 (rs6135309, P=3.69×10(-6)); and 4p15.31 (rs7664442, P=2.26×10(-6)). Variants that have been previously related to WML explained only 0.8% to 11.7% more of the variance in WML progression than age, vascular risk factors, and baseline WML burden. CONCLUSIONS Common genetic factors contribute little to the progression of age-related WML in middle-aged and older adults. Future research on determinants of WML progression should focus more on environmental, lifestyle, or host-related biological factors.
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Affiliation(s)
- Edith Hofer
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Margherita Cavalieri
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Joshua C Bis
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Charles DeCarli
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Myriam Fornage
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Sigurdur Sigurdsson
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Velandai Srikanth
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Stella Trompet
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Benjamin F J Verhaaren
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Christiane Wolf
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Qiong Yang
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Hieab H H Adams
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Philippe Amouyel
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Alexa Beiser
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Brendan M Buckley
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Michele Callisaya
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Ganesh Chauhan
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Anton J M de Craen
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Carole Dufouil
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Cornelia M van Duijn
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Ian Ford
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Paul Freudenberger
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Rebecca F Gottesman
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Vilmundur Gudnason
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Gerardo Heiss
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Albert Hofman
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Thomas Lumley
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Oliver Martinez
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Bernard Mazoyer
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Chris Moran
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Wiro J Niessen
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Thanh Phan
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Bruce M Psaty
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Claudia L Satizabal
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Naveed Sattar
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Sabrina Schilling
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Dean K Shibata
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - P Eline Slagboom
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Albert Smith
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - David J Stott
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Kent D Taylor
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Russell Thomson
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Anna M Töglhofer
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Christophe Tzourio
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Mark van Buchem
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Jing Wang
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Rudi G J Westendorp
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - B Gwen Windham
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Meike W Vernooij
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Alex Zijdenbos
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Richard Beare
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Stéphanie Debette
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - M Arfan Ikram
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - J Wouter Jukema
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Lenore J Launer
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - W T Longstreth
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Thomas H Mosley
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Sudha Seshadri
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Helena Schmidt
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
| | - Reinhold Schmidt
- From the Department of Neurology (E.H., M.C., H.S., R.S.) and Institute for Medical Informatics, Statistics and Documentation (E.H.), Medical University of Graz, Graz, Austria; Cardiovascular Health Research Unit, Departments of Medicine (J.C.B., B.M.P.), Radiology (D.K.S.), and Neurology and Epidemiology (W.T.L.), University of Washington, Seattle; Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento (C.D.C., O.M.); Brown Foundation Institute of Molecular Medicine (M.F.) and Human Genetics Center (M.F.), University of Texas Health Science Center, Houston; Icelandic Heart Association, Kopavogur, Iceland (S.S., V.G., A.S.); Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash University, Melbourne, Victoria, Australia (V.S., M.C., C.M., T.P., R.B.); Departments of Cardiology (S.T., J.W.J.), Gerontology and Geriatrics (S.T., A.J.M.C., R.G.J.W.), Molecular Epidemiology (P.E.S.), and Radiology (M.B.), Leiden University Medical Center, Leiden, The Netherlands; Departments of Epidemiology (B.F.J.V., H.H.H.A., C.M.D., A.H., M.W.V., M.A.I.), Radiology (B.F.J.V., H.H.H.A., M.W.V., M.A.I.), and Medical Informatics (W.J.N.), Erasmus Medical Center, Rotterdam, The Netherlands; INSERM U897 (C.W., G.C., C.D., S.S., S.D.), CNRS-CEA UMR5296 (B.M.), and INSERM U708 (C.T.), Université Bordeaux Segalen, Bordeaux, France; Department of Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany (C.W.); Department of Biostatistics, Boston University School of Public Health, MA (Q.Y., A.B., J.W.); INSERM U744, Pasteur Institute, Lille, France (P.A.); Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland (B.M.B.); INSERM U1161 and Lariboisière Hospital, Paris 7 University, Paris, France (G.C., S.S., S.D.); Centre for Medical Systems Biology, Leiden, The Netherlands (C.M.D.); Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom (I.F
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Adams HHH, Verlinden VJA, Callisaya ML, van Duijn CM, Hofman A, Thomson R, Uitterlinden AG, Vernooij MW, van der Geest JN, Srikanth V, Ikram MA. Heritability and Genome-Wide Association Analyses of Human Gait Suggest Contribution of Common Variants. J Gerontol A Biol Sci Med Sci 2015. [PMID: 26219847 DOI: 10.1093/gerona/glv081] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [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: 11/13/2022] Open
Abstract
Human gait is a complex neurological and musculoskeletal function, of which the genetic basis remains largely unknown. To determine the influence of common genetic variants on gait parameters, we studied 2,946 participants of the Rotterdam Study, a population-based cohort of unrelated elderly individuals. We assessed 30 gait parameters using an electronic walkway, which yielded seven independent gait domains after principal component analysis. Genotypes of participants were imputed to the 1,000 Genomes reference panel for generating genetic relationship matrices to estimate heritability of gait parameters, and for subsequent genome-wide association scans (GWASs) to identify specific variants. Gait domains with the highest age- and sex-adjusted heritability were Variability (h (2) = 61%), Rhythm (37%), and Tandem (32%). For other gait domains, heritability estimates attenuated after adjustment for height and weight. Genome-wide association scans identified a variant on 1p22.3 that was significantly associated with single support time, a variable from the Rhythm domain (rs72953990; N = 2,946; β [SE] = 0.0069 (0.0012), p = 2.30×10(-8)). This variant did not replicate in an independent sample (N = 362; p = .78). In conclusion, human gait has highly heritable components that are explained by common genetic variation, which are partly attributed to height and weight. Collaborative efforts are needed to identify robust single variant associations for the heritable parameters.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology and Department of Radiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Michele L Callisaya
- Stroke and Ageing Research Centre, Medicine, School of Clinical Sciences, Monash Medical Centre, Monash University, Melbourne, Australia. Menzies Research Institute, University of Tasmania, Hobart, Tasmania, Australia
| | | | | | - Russell Thomson
- Menzies Research Institute, University of Tasmania, Hobart, Tasmania, Australia
| | | | - Meike W Vernooij
- Department of Epidemiology and Department of Radiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Velandai Srikanth
- Stroke and Ageing Research Centre, Medicine, School of Clinical Sciences, Monash Medical Centre, Monash University, Melbourne, Australia. Menzies Research Institute, University of Tasmania, Hobart, Tasmania, Australia
| | - M Arfan Ikram
- Department of Epidemiology and Department of Radiology, Erasmus Medical Center, Rotterdam, The Netherlands. Department of Neurology, Erasmus Medical Center, Rotterdam, The Netherlands.
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65
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Hibar DP, Stein JL, Renteria ME, Arias-Vasquez A, Desrivières S, Jahanshad N, Toro R, Wittfeld K, Abramovic L, Andersson M, Aribisala BS, Armstrong NJ, Bernard M, Bohlken MM, Boks MP, Bralten J, Brown AA, Chakravarty MM, Chen Q, Ching CRK, Cuellar-Partida G, den Braber A, Giddaluru S, Goldman AL, Grimm O, Guadalupe T, Hass J, Woldehawariat G, Holmes AJ, Hoogman M, Janowitz D, Jia T, Kim S, Klein M, Kraemer B, Lee PH, Olde Loohuis LM, Luciano M, Macare C, Mather KA, Mattheisen M, Milaneschi Y, Nho K, Papmeyer M, Ramasamy A, Risacher SL, Roiz-Santiañez R, Rose EJ, Salami A, Sämann PG, Schmaal L, Schork AJ, Shin J, Strike LT, Teumer A, van Donkelaar MMJ, van Eijk KR, Walters RK, Westlye LT, Whelan CD, Winkler AM, Zwiers MP, Alhusaini S, Athanasiu L, Ehrlich S, Hakobjan MMH, Hartberg CB, Haukvik UK, Heister AJGAM, Hoehn D, Kasperaviciute D, Liewald DCM, Lopez LM, Makkinje RRR, Matarin M, Naber MAM, McKay DR, Needham M, Nugent AC, Pütz B, Royle NA, Shen L, Sprooten E, Trabzuni D, van der Marel SSL, van Hulzen KJE, Walton E, Wolf C, Almasy L, Ames D, Arepalli S, Assareh AA, Bastin ME, Brodaty H, Bulayeva KB, Carless MA, Cichon S, Corvin A, Curran JE, Czisch M, de Zubicaray GI, Dillman A, Duggirala R, Dyer TD, Erk S, Fedko IO, Ferrucci L, Foroud TM, Fox PT, Fukunaga M, Gibbs JR, Göring HHH, Green RC, Guelfi S, Hansell NK, Hartman CA, Hegenscheid K, Heinz A, Hernandez DG, Heslenfeld DJ, Hoekstra PJ, Holsboer F, Homuth G, Hottenga JJ, Ikeda M, Jack CR, Jenkinson M, Johnson R, Kanai R, Keil M, Kent JW, Kochunov P, Kwok JB, Lawrie SM, Liu X, Longo DL, McMahon KL, Meisenzahl E, Melle I, Mohnke S, Montgomery GW, Mostert JC, Mühleisen TW, Nalls MA, Nichols TE, Nilsson LG, Nöthen MM, Ohi K, Olvera RL, Perez-Iglesias R, Pike GB, Potkin SG, Reinvang I, Reppermund S, Rietschel M, Romanczuk-Seiferth N, Rosen GD, Rujescu D, Schnell K, Schofield PR, Smith C, Steen VM, Sussmann JE, Thalamuthu A, Toga AW, Traynor BJ, Troncoso J, Turner JA, Valdés Hernández MC, van 't Ent D, van der Brug M, van der Wee NJA, van Tol MJ, Veltman DJ, Wassink TH, Westman E, Zielke RH, Zonderman AB, Ashbrook DG, Hager R, Lu L, McMahon FJ, Morris DW, Williams RW, Brunner HG, Buckner RL, Buitelaar JK, Cahn W, Calhoun VD, Cavalleri GL, Crespo-Facorro B, Dale AM, Davies GE, Delanty N, Depondt C, Djurovic S, Drevets WC, Espeseth T, Gollub RL, Ho BC, Hoffmann W, Hosten N, Kahn RS, Le Hellard S, Meyer-Lindenberg A, Müller-Myhsok B, Nauck M, Nyberg L, Pandolfo M, Penninx BWJH, Roffman JL, Sisodiya SM, Smoller JW, van Bokhoven H, van Haren NEM, Völzke H, Walter H, Weiner MW, Wen W, White T, Agartz I, Andreassen OA, Blangero J, Boomsma DI, Brouwer RM, Cannon DM, Cookson MR, de Geus EJC, Deary IJ, Donohoe G, Fernández G, Fisher SE, Francks C, Glahn DC, Grabe HJ, Gruber O, Hardy J, Hashimoto R, Hulshoff Pol HE, Jönsson EG, Kloszewska I, Lovestone S, Mattay VS, Mecocci P, McDonald C, McIntosh AM, Ophoff RA, Paus T, Pausova Z, Ryten M, Sachdev PS, Saykin AJ, Simmons A, Singleton A, Soininen H, Wardlaw JM, Weale ME, Weinberger DR, Adams HHH, Launer LJ, Seiler S, Schmidt R, Chauhan G, Satizabal CL, Becker JT, Yanek L, van der Lee SJ, Ebling M, Fischl B, Longstreth WT, Greve D, Schmidt H, Nyquist P, Vinke LN, van Duijn CM, Xue L, Mazoyer B, Bis JC, Gudnason V, Seshadri S, Ikram MA, Martin NG, Wright MJ, Schumann G, Franke B, Thompson PM, Medland SE. Common genetic variants influence human subcortical brain structures. Nature 2015; 520:224-9. [PMID: 25607358 DOI: 10.1038/nature14101] [Citation(s) in RCA: 551] [Impact Index Per Article: 61.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2014] [Accepted: 11/19/2014] [Indexed: 12/11/2022]
Abstract
The highly complex structure of the human brain is strongly shaped by genetic influences. Subcortical brain regions form circuits with cortical areas to coordinate movement, learning, memory and motivation, and altered circuits can lead to abnormal behaviour and disease. To investigate how common genetic variants affect the structure of these brain regions, here we conduct genome-wide association studies of the volumes of seven subcortical regions and the intracranial volume derived from magnetic resonance images of 30,717 individuals from 50 cohorts. We identify five novel genetic variants influencing the volumes of the putamen and caudate nucleus. We also find stronger evidence for three loci with previously established influences on hippocampal volume and intracranial volume. These variants show specific volumetric effects on brain structures rather than global effects across structures. The strongest effects were found for the putamen, where a novel intergenic locus with replicable influence on volume (rs945270; P = 1.08 × 10(-33); 0.52% variance explained) showed evidence of altering the expression of the KTN1 gene in both brain and blood tissue. Variants influencing putamen volume clustered near developmental genes that regulate apoptosis, axon guidance and vesicle transport. Identification of these genetic variants provides insight into the causes of variability in human brain development, and may help to determine mechanisms of neuropsychiatric dysfunction.
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Affiliation(s)
- Derrek P Hibar
- Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA
| | - Jason L Stein
- 1] Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA. [2] Neurogenetics Program, Department of Neurology, UCLA School of Medicine, Los Angeles, California 90095, USA
| | | | - Alejandro Arias-Vasquez
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Department of Psychiatry, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [3] Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [4] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Sylvane Desrivières
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Neda Jahanshad
- Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA
| | - Roberto Toro
- 1] Laboratory of Human Genetics and Cognitive Functions, Institut Pasteur, Paris 75015, France. [2] Centre Nationale de Recherche Scientifique (CNRS) Unité de Recherche Associée (URA) 2182 Genes, Synapses and Cognition, Institut Pasteur, Paris 75015, France. [3] Université Paris Diderot, Sorbonne Paris Cité, Paris 75015, France
| | - Katharina Wittfeld
- 1] German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald 17487, Germany. [2] Department of Psychiatry, University Medicine Greifswald, Greifswald 17489, Germany
| | - Lucija Abramovic
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Micael Andersson
- Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå 901 87, Sweden
| | - Benjamin S Aribisala
- 1] Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK. [2] Department of Computer Science, Lagos State University, Lagos, Nigeria. [3] Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Nicola J Armstrong
- 1] Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia. [2] School of Mathematics and Statistics, University of Sydney, Sydney 2006, Australia
| | - Manon Bernard
- The Hospital for Sick Children, University of Toronto, Toronto M5G 1X8, Canada
| | - Marc M Bohlken
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Marco P Boks
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Janita Bralten
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [3] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Andrew A Brown
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway
| | - M Mallar Chakravarty
- 1] Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal H4H 1R3, Canada. [2] Department of Psychiatry and Biomedical Engineering, McGill University, Montreal H3A 2B4, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
| | - Christopher R K Ching
- 1] Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA. [2] Interdepartmental Neuroscience Graduate Program, UCLA School of Medicine, Los Angeles, California 90095, USA
| | | | - Anouk den Braber
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Sudheer Giddaluru
- 1] NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway. [2] Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 5021, Norway
| | - Aaron L Goldman
- Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim 68159, Germany
| | - Tulio Guadalupe
- 1] Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands. [2] International Max Planck Research School for Language Sciences, Nijmegen 6525 XD, The Netherlands
| | - Johanna Hass
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden 01307 Germany
| | - Girma Woldehawariat
- Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA
| | - Avram J Holmes
- 1] Department of Psychology, Yale University, New Haven, Connecticut 06511, USA. [2] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA
| | - Martine Hoogman
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Deborah Janowitz
- Department of Psychiatry, University Medicine Greifswald, Greifswald 17489, Germany
| | - Tianye Jia
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Sungeun Kim
- 1] Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [3] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Marieke Klein
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Bernd Kraemer
- Center for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center, Goettingen 37075, Germany
| | - Phil H Lee
- 1] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [2] Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [3] Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts 02141, USA. [4] Department of Psychiatry, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California 90095, USA
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Christine Macare
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Manuel Mattheisen
- 1] Department of Biomedicine, Aarhus University, Aarhus DK-8000, Denmark. [2] The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus and Copenhagen DK-8000, Denmark. [3] Center for integrated Sequencing, iSEQ, Aarhus University, Aarhus DK-8000, Denmark
| | - Yuri Milaneschi
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam 1081 HL, The Netherlands
| | - Kwangsik Nho
- 1] Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [3] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Martina Papmeyer
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Adaikalavan Ramasamy
- 1] Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK. [2] Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Shannon L Risacher
- 1] Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Roberto Roiz-Santiañez
- 1] Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander 39008, Spain. [2] Cibersam (Centro Investigación Biomédica en Red Salud Mental), Madrid 28029, Spain
| | - Emma J Rose
- 1] Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland. [2] Center for Translational Research on Adversity, Neurodevelopment and Substance Abuse (C-TRANS), Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland 21045, USA
| | - Alireza Salami
- 1] Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå 901 87, Sweden. [2] Aging Research Center, Karolinska Institutet and Stockholm University, 11330 Stockholm, Sweden
| | | | - Lianne Schmaal
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam 1081 HL, The Netherlands
| | - Andrew J Schork
- 1] Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, California 92093, USA. [2] Department of Cognitive Sciences, University of California, San Diego, California 92161, USA
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto M5G 1X8, Canada
| | - Lachlan T Strike
- 1] QIMR Berghofer Medical Research Institute, Brisbane 4006, Australia. [2] School of Psychology, University of Queensland, Brisbane 4072, Australia. [3] Centre for Advanced Imaging, University of Queensland, Brisbane 4072, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald D-17475, Germany
| | - Marjolein M J van Donkelaar
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Kristel R van Eijk
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Raymond K Walters
- 1] Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts 02114, USA. [2] Medical and Population Genetics Program, Broad Institute of Harvard and MIT, Boston, Massachusetts 02142, USA
| | - Lars T Westlye
- 1] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway. [2] Department of Psychology, University of Oslo, Oslo 0373, Norway
| | - Christopher D Whelan
- Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA
| | - Anderson M Winkler
- 1] The Oxford Centre for Functional MRI of the Brain, Nuffield Department of Clinical Neurosciences, Oxford University, Oxford OX3 9DU, UK. [2] Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut 06511, USA
| | - Marcel P Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Saud Alhusaini
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal H3A 2B4, Canada
| | - Lavinia Athanasiu
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway
| | - Stefan Ehrlich
- 1] Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden 01307 Germany. [2] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [3] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA
| | - Marina M H Hakobjan
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Cecilie B Hartberg
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] Department of Psychiatric Research and Development, Diakonhjemmet Hospital, Oslo 0319, Norway
| | - Unn K Haukvik
- NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway
| | - Angelien J G A M Heister
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - David Hoehn
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Dalia Kasperaviciute
- 1] UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, London WC1N 3BG, UK. [2] Department of Medicine, Imperial College London, London W12 0NN, UK
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Lorna M Lopez
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Remco R R Makkinje
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Mar Matarin
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Marlies A M Naber
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - D Reese McKay
- 1] Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut 06511, USA. [2] Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, Connecticut 06106, USA
| | - Margaret Needham
- Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland
| | - Allison C Nugent
- Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA
| | - Benno Pütz
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Natalie A Royle
- 1] Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK. [2] Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK. [3] Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Li Shen
- 1] Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [3] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Emma Sprooten
- 1] Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK. [2] Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut 06511, USA. [3] Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, Connecticut 06106, USA
| | - Daniah Trabzuni
- 1] Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK. [2] Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh 11211, Saudi Arabia
| | - Saskia S L van der Marel
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Kimm J E van Hulzen
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Esther Walton
- Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Dresden 01307 Germany
| | | | - Laura Almasy
- 1] Texas Biomedical Research Institute, San Antonio, Texas 78245, USA. [2] University of Texas Health Science Center, San Antonio, Texas 78229, USA
| | - David Ames
- 1] National Ageing Research Institute, Royal Melbourne Hospital, Melbourne 3052, Australia. [2] Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne 3101, Australia
| | - Sampath Arepalli
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Amelia A Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Mark E Bastin
- 1] Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK. [2] Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK. [3] Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK. [4] Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Kazima B Bulayeva
- N.I. Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow 119333, Russia
| | | | - Sven Cichon
- 1] Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel 4055, Switzerland. [2] Institute of Human Genetics, University of Bonn, Bonn, D-53127, Germany. [3] Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, D-52425, Germany. [4] Department of Genomics, Life &Brain Center, University of Bonn, Bonn D-53127, Germany
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland
| | - Joanne E Curran
- Texas Biomedical Research Institute, San Antonio, Texas 78245, USA
| | - Michael Czisch
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | | | - Allissa Dillman
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Ravi Duggirala
- Texas Biomedical Research Institute, San Antonio, Texas 78245, USA
| | - Thomas D Dyer
- 1] Texas Biomedical Research Institute, San Antonio, Texas 78245, USA. [2] University of Texas Health Science Center, San Antonio, Texas 78229, USA
| | - Susanne Erk
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | - Iryna O Fedko
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Luigi Ferrucci
- Clinical Research Branch, National Institute on Aging, Baltimore, Maryland 20892, USA
| | - Tatiana M Foroud
- 1] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Peter T Fox
- 1] University of Texas Health Science Center, San Antonio, Texas 78229, USA. [2] South Texas Veterans Health Care System, San Antonio, Texas 78229, USA
| | - Masaki Fukunaga
- Biofunctional Imaging, Immunology Frontier Research Center, Osaka University, Osaka 565-0871, Japan
| | - J Raphael Gibbs
- 1] Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK. [2] Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne 3101, Australia
| | | | - Robert C Green
- 1] Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA. [2] Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Sebastian Guelfi
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | | | - Catharina A Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, 9713 GZ Groningen, The Netherlands
| | - Katrin Hegenscheid
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald 17475, Germany
| | - Andreas Heinz
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn D-53127, Germany
| | - Dena G Hernandez
- 1] Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK. [2] Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne 3101, Australia
| | - Dirk J Heslenfeld
- Departments of Cognitive and Clinical Neuropsychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Pieter J Hoekstra
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, 9713 GZ Groningen, The Netherlands
| | | | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17489, Germany
| | - Jouke-Jan Hottenga
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake 470-1192, Japan
| | | | | | - Robert Johnson
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland 21201, USA
| | - Ryota Kanai
- 1] School of Psychology, University of Sussex, Brighton BN1 9QH, UK. [2] Institute of Cognitive Neuroscience, University College London, London WC1N 3AR, UK
| | - Maria Keil
- Center for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center, Goettingen 37075, Germany
| | - Jack W Kent
- Texas Biomedical Research Institute, San Antonio, Texas 78245, USA
| | - Peter Kochunov
- Department of Psychiatry, Maryland Psychiatric Research Center, University of Maryland, Baltimore, Maryland 21201, USA
| | - John B Kwok
- 1] Neuroscience Research Australia, Sydney 2031, Australia. [2] School of Medical Sciences, UNSW, Sydney 2052, Australia
| | - Stephen M Lawrie
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Xinmin Liu
- 1] Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA. [2] Department of Pathology and Cell Biology, Columbia University Medical Center, New York 10032, USA
| | - Dan L Longo
- Lymphocyte Cell Biology Unit, Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA
| | - Katie L McMahon
- Centre for Advanced Imaging, University of Queensland, Brisbane 4072, Australia
| | - Eva Meisenzahl
- Department of Psychiatry, Ludwig-Maximilians-Universität, Munich 80336, Germany
| | - Ingrid Melle
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway
| | - Sebastian Mohnke
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | | | - Jeanette C Mostert
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Thomas W Mühleisen
- 1] Institute of Human Genetics, University of Bonn, Bonn, D-53127, Germany. [2] Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, D-52425, Germany. [3] Department of Genomics, Life &Brain Center, University of Bonn, Bonn D-53127, Germany
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Thomas E Nichols
- 1] FMRIB Centre, University of Oxford, Oxford OX3 9DU, UK. [2] Department of Statistics &WMG, University of Warwick, Coventry CV4 7AL, UK
| | - Lars G Nilsson
- Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå 901 87, Sweden
| | - Markus M Nöthen
- 1] Institute of Human Genetics, University of Bonn, Bonn, D-53127, Germany. [2] Department of Genomics, Life &Brain Center, University of Bonn, Bonn D-53127, Germany
| | - Kazutaka Ohi
- Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka 565-0871, Japan
| | - Rene L Olvera
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA
| | - Rocio Perez-Iglesias
- 1] Cibersam (Centro Investigación Biomédica en Red Salud Mental), Madrid 28029, Spain. [2] Institute of Psychiatry, King's College London, London SE5 8AF, UK
| | - G Bruce Pike
- 1] Department of Neurology, University of Calgary, Calgary T2N 2T9, Canada. [2] Department of Clinical Neuroscience, University of Calgary, Calgary T2N 2T9, Canada
| | - Steven G Potkin
- Psychiatry and Human Behavior, University of California, Irvine, California 92617, USA
| | - Ivar Reinvang
- Department of Psychology, University of Oslo, Oslo 0373, Norway
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Marcella Rietschel
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim 68159, Germany
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | - Glenn D Rosen
- 1] Department of Neurology, Beth Israel Deaconess Medical Center, Boston, Massachusetts 02215, USA. [2] Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Dan Rujescu
- Department of Psychiatry, Ludwig-Maximilians-Universität, Munich 80336, Germany
| | - Knut Schnell
- Department of General Psychiatry, Heidelberg University Hospital, Heidelberg 69115, Germany
| | - Peter R Schofield
- 1] Neuroscience Research Australia, Sydney 2031, Australia. [2] School of Medical Sciences, UNSW, Sydney 2052, Australia
| | - Colin Smith
- Department of Neuropathology, MRC Sudden Death Brain Bank Project, University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Vidar M Steen
- 1] NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway. [2] Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 5021, Norway
| | - Jessika E Sussmann
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Arthur W Toga
- Laboratory of Neuro Imaging, Institute for Neuroimaging and Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90033, USA
| | - Bryan J Traynor
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Juan Troncoso
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland 21287, USA
| | - Jessica A Turner
- Psychology Department and Neuroscience Institute, Georgia State University, Atlanta, Georgia 30302, USA
| | | | - Dennis van 't Ent
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | | | - Nic J A van der Wee
- Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden 2333 ZA, The Netherlands
| | - Marie-Jose van Tol
- Neuroimaging Centre, University of Groningen, University Medical Center Groningen, Groningen 9713 AW, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam 1081 HL, The Netherlands
| | - Thomas H Wassink
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, Iowa 52242, USA
| | - Eric Westman
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm SE-141 83, Sweden
| | - Ronald H Zielke
- NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland 21201, USA
| | - Alan B Zonderman
- Behavioral Epidemiology Section, National Institute on Aging Intramural Research Program, Baltimore, Maryland 20892, USA
| | - David G Ashbrook
- Faculty of Life Sciences, University of Manchester, Manchester M13 9PT, UK
| | - Reinmar Hager
- Faculty of Life Sciences, University of Manchester, Manchester M13 9PT, UK
| | - Lu Lu
- 1] Center for Integrative and Translational Genomics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA. [2] Department of Genetics, Genomics, and Informatics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA. [3] Jiangsu Province Key Laboratory for Inflammation and Molecular Drug Target, Medical College of Nantong University, Nantong 226001, China
| | - Francis J McMahon
- Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA
| | - Derek W Morris
- 1] Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland. [2] Cognitive Genetics and Therapy Group, School of Psychology &Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Robert W Williams
- 1] Center for Integrative and Translational Genomics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA. [2] Department of Genetics, Genomics, and Informatics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA
| | - Han G Brunner
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands. [3] Department of Clinical Genetics, Maastricht University Medical Center, Maastricht 6200 MD, The Netherlands
| | - Randy L Buckner
- 1] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [2] Department of Psychology, Center for Brain Science, Harvard University, Boston, Massachusetts 02138, USA
| | - Jan K Buitelaar
- 1] Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands. [3] Karakter Child and Adolescent Psychiatry, Radboud university medical center, Nijmegen 6500 HB, The Netherlands
| | - Wiepke Cahn
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Vince D Calhoun
- 1] The Mind Research Network &LBERI, Albuquerque, New Mexico 87106, USA. [2] Department of ECE, University of New Mexico, Albuquerque, New Mexico 87131, USA
| | - Gianpiero L Cavalleri
- Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA
| | - Benedicto Crespo-Facorro
- 1] Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander 39008, Spain. [2] Cibersam (Centro Investigación Biomédica en Red Salud Mental), Madrid 28029, Spain
| | - Anders M Dale
- 1] Center for Translational Imaging and Personalized Medicine, University of California, San Diego, California 92093, USA. [2] Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego, California 92093, USA
| | - Gareth E Davies
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, 57108, USA
| | - Norman Delanty
- 1] Molecular and Cellular Therapeutics, The Royal College of Surgeons, Dublin 2, Ireland. [2] Neurology Division, Beaumont Hospital, Dublin 9, Ireland
| | - Chantal Depondt
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels 1070, Belgium
| | - Srdjan Djurovic
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] Department of Medical Genetics, Oslo University Hospital, Oslo 0450, Norway
| | - Wayne C Drevets
- 1] Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA. [2] Janssen Research &Development, Johnson &Johnson, Titusville, New Jersey 08560, USA
| | - Thomas Espeseth
- 1] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway. [2] Department of Psychology, University of Oslo, Oslo 0373, Norway
| | - Randy L Gollub
- 1] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [2] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA. [3] Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Beng-Choon Ho
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242, USA
| | - Wolfgang Hoffmann
- 1] German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald 17487, Germany. [2] Institute for Community Medicine, University Medicine Greifswald, Greifswald D-17475, Germany
| | - Norbert Hosten
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald 17475, Germany
| | - René S Kahn
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Stephanie Le Hellard
- 1] NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway. [2] Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 5021, Norway
| | - Andreas Meyer-Lindenberg
- Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim 68159, Germany
| | - Bertram Müller-Myhsok
- 1] Max Planck Institute of Psychiatry, Munich 80804, Germany. [2] Munich Cluster for Systems Neurology (SyNergy), Munich 81377, Germany. [3] University of Liverpool, Institute of Translational Medicine, Liverpool L69 3BX, UK
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald 17475, Germany
| | - Lars Nyberg
- Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå 901 87, Sweden
| | - Massimo Pandolfo
- Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels 1070, Belgium
| | - Brenda W J H Penninx
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam 1081 HL, The Netherlands
| | - Joshua L Roffman
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA
| | - Sanjay M Sisodiya
- UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, London WC1N 3BG, UK
| | - Jordan W Smoller
- 1] Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [2] Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts 02115, USA. [3] Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts 02141, USA. [4] Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Hans van Bokhoven
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Neeltje E M van Haren
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald D-17475, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | - Michael W Weiner
- Center for Imaging of Neurodegenerative Disease, San Francisco VA Medical Center, University of California, San Francisco, California 94121, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia
| | - Tonya White
- 1] Department of Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam 3000 CB, The Netherlands. [2] Department of Radiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands
| | - Ingrid Agartz
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] Department of Psychiatric Research and Development, Diakonhjemmet Hospital, Oslo 0319, Norway. [3] Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm SE-171 76, Sweden
| | - Ole A Andreassen
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway
| | - John Blangero
- 1] Texas Biomedical Research Institute, San Antonio, Texas 78245, USA. [2] University of Texas Health Science Center, San Antonio, Texas 78229, USA
| | - Dorret I Boomsma
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Rachel M Brouwer
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Dara M Cannon
- 1] Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA. [2] Clinical Neuroimaging Laboratory, College of Medicine, Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | - Mark R Cookson
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Eco J C de Geus
- Biological Psychology, Neuroscience Campus Amsterdam &EMGO Institute for Health and Care Research, VU University &VU Medical Center, Amsterdam 1081 BT, The Netherlands
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Gary Donohoe
- 1] Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland. [2] Cognitive Genetics and Therapy Group, School of Psychology &Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Guillén Fernández
- 1] Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Simon E Fisher
- 1] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands. [2] Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands
| | - Clyde Francks
- 1] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands. [2] Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands
| | - David C Glahn
- 1] Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut 06511, USA. [2] Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, Connecticut 06106, USA
| | - Hans J Grabe
- 1] Department of Psychiatry, University Medicine Greifswald, Greifswald 17489, Germany. [2] Department of Psychiatry and Psychotherapy, HELIOS Hospital Stralsund 18435, Germany
| | - Oliver Gruber
- 1] Center for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center, Goettingen 37075, Germany. [2] Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - John Hardy
- Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK
| | - Ryota Hashimoto
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka 565-0871, Japan
| | - Hilleke E Hulshoff Pol
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands
| | - Erik G Jönsson
- 1] NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway. [2] Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm SE-171 76, Sweden
| | | | - Simon Lovestone
- 1] Department of Psychiatry, University of Oxford, Oxford OX3 7JX, UK. [2] NIHR Dementia Biomedical Research Unit, King's College London, London SE5 8AF, UK
| | - Venkata S Mattay
- 1] Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA. [2] Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Patrizia Mecocci
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia 06156, Italy
| | - Colm McDonald
- Clinical Neuroimaging Laboratory, College of Medicine, Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland
| | - Andrew M McIntosh
- 1] Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK. [2] Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK
| | - Roel A Ophoff
- 1] Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands. [2] Center for Neurobehavioral Genetics, University of California, Los Angeles, California 90095, USA
| | - Tomas Paus
- 1] Rotman Research Institute, University of Toronto, Toronto M6A 2E1, Canada. [2] Departments of Psychology and Psychiatry, University of Toronto, Toronto M5T 1R8, Canada
| | - Zdenka Pausova
- 1] The Hospital for Sick Children, University of Toronto, Toronto M5G 1X8, Canada. [2] Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto M5S 3E2, Canada
| | - Mina Ryten
- 1] Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK. [2] Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK
| | - Perminder S Sachdev
- 1] Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia. [2] Neuropsychiatric Institute, Prince of Wales Hospital, Sydney 2031, Australia
| | - Andrew J Saykin
- 1] Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [2] Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA. [3] Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany
| | - Andy Simmons
- 1] Department of Neuroimaging, Institute of Psychiatry, King's College London, London SE5 8AF, UK. [2] Biomedical Research Centre for Mental Health, King's College London, London SE5 8AF, UK. [3] Biomedical Research Unit for Dementia, King's College London, London SE5 8AF, UK
| | - Andrew Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Hilkka Soininen
- 1] Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio FI-70211, Finland. [2] Neurocentre Neurology, Kuopio University Hospital, Kuopio FI-70211, Finland
| | - Joanna M Wardlaw
- 1] Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK. [2] Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK. [3] Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK. [4] Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Michael E Weale
- Department of Medical and Molecular Genetics, King's College London, London SE1 9RT, UK
| | - Daniel R Weinberger
- 1] Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA. [2] Departments of Psychiatry, Neurology, Neuroscience and the Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Hieab H H Adams
- 1] Department of Radiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands. [2] Department of Epidemiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, Maryland 20892, USA
| | - Stephan Seiler
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz 8010, Austria
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz 8010, Austria
| | - Ganesh Chauhan
- INSERM U897, University of Bordeaux, Bordeaux 33076, France
| | - Claudia L Satizabal
- 1] Department of Neurology, Boston University School of Medicine, Boston, Massachusetts 02118, USA. [2] Framingham Heart Study, Framingham, Massachusetts 01702, USA
| | - James T Becker
- 1] Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, USA. [2] Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, USA. [3] Department of Psychology, Dietrich School of Arts and Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, USA
| | - Lisa Yanek
- General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands
| | - Maritza Ebling
- 1] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA. [2] Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, USA
| | - Bruce Fischl
- 1] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA. [2] Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, USA. [3] Computer Science and AI Lab, Massachusetts Institute of Technology, Boston, Massachusetts 02141, USA
| | - W T Longstreth
- Department of Neurology University of Washington, Seattle, Washington 98195, USA
| | - Douglas Greve
- 1] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA. [2] Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, 8010 Graz, Austria
| | - Paul Nyquist
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Louis N Vinke
- 1] The Athinoula A.Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts 02129, USA. [2] Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, USA
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands
| | - Luting Xue
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA
| | - Bernard Mazoyer
- Groupe d'Imagerie Neurofonctionnelle, UMR5296 CNRS, CEA and University of Bordeaux, Bordeaux 33076, France
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington 98101, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, University of Iceland, Faculty of Medicine, Reykjavik 101, Iceland
| | - Sudha Seshadri
- 1] Department of Neurology, Boston University School of Medicine, Boston, Massachusetts 02118, USA. [2] Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, USA
| | - M Arfan Ikram
- 1] Department of Radiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands. [2] Department of Epidemiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands
| | | | | | | | | | | | | | - Margaret J Wright
- 1] QIMR Berghofer Medical Research Institute, Brisbane 4006, Australia. [2] School of Psychology, University of Queensland, Brisbane 4072, Australia
| | - Gunter Schumann
- MRC-SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Barbara Franke
- 1] Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [2] Department of Psychiatry, Radboud university medical center, Nijmegen 6500 HB, The Netherlands. [3] Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 GL, The Netherlands
| | - Paul M Thompson
- Imaging Genetics Center, Institute for Neuroimaging &Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California 90292, USA
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane 4006, Australia
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Chauhan G, Adams HHH, Bis JC, Weinstein G, Yu L, Töglhofer AM, Smith AV, van der Lee SJ, Gottesman RF, Thomson R, Wang J, Yang Q, Niessen WJ, Lopez OL, Becker JT, Phan TG, Beare RJ, Arfanakis K, Fleischman D, Vernooij MW, Mazoyer B, Schmidt H, Srikanth V, Knopman DS, Jack CR, Amouyel P, Hofman A, DeCarli C, Tzourio C, van Duijn CM, Bennett DA, Schmidt R, Longstreth WT, Mosley TH, Fornage M, Launer LJ, Seshadri S, Ikram MA, Debette S. Association of Alzheimer's disease GWAS loci with MRI markers of brain aging. Neurobiol Aging 2015; 36:1765.e7-1765.e16. [PMID: 25670335 DOI: 10.1016/j.neurobiolaging.2014.12.028] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [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: 06/18/2014] [Revised: 12/22/2014] [Accepted: 12/26/2014] [Indexed: 10/24/2022]
Abstract
Whether novel risk variants of Alzheimer's disease (AD) identified through genome-wide association studies also influence magnetic resonance imaging-based intermediate phenotypes of AD in the general population is unclear. We studied association of 24 AD risk loci with intracranial volume, total brain volume, hippocampal volume (HV), white matter hyperintensity burden, and brain infarcts in a meta-analysis of genetic association studies from large population-based samples (N = 8175-11,550). In single-SNP based tests, AD risk allele of APOE (rs2075650) was associated with smaller HV (p = 0.0054) and CD33 (rs3865444) with smaller intracranial volume (p = 0.0058). In gene-based tests, there was associations of HLA-DRB1 with total brain volume (p = 0.0006) and BIN1 with HV (p = 0.00089). A weighted AD genetic risk score was associated with smaller HV (beta ± SE = -0.047 ± 0.013, p = 0.00041), even after excluding the APOE locus (p = 0.029). However, only association of AD genetic risk score with HV, including APOE, was significant after multiple testing correction (including number of independent phenotypes tested). These results suggest that novel AD genetic risk variants may contribute to structural brain aging in nondemented older community persons.
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Affiliation(s)
- Ganesh Chauhan
- INSERM U897, University of Bordeaux, Bordeaux, France; University of Bordeaux, Bordeaux, FranceINSERM U897, University of Bordeaux, Bordeaux, France
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Department of Radiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Galit Weinstein
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA; The Framingham Heart Study, Boston, MA, USA
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Anna Maria Töglhofer
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, Austria
| | - Albert Vernon Smith
- Icelandic Heart Association, Iceland; Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Rebecca F Gottesman
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, USA; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA
| | - Russell Thomson
- Menzies Research Institute Tasmania, University of Tasmania, Hobart, Tasmania, Australia
| | - Jing Wang
- The Framingham Heart Study, Boston, MA, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Qiong Yang
- The Framingham Heart Study, Boston, MA, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Wiro J Niessen
- Department of Radiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Oscar L Lopez
- Department of Neurology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - James T Becker
- Department of Neurology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Department of Psychology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Thanh G Phan
- Stroke and Ageing Research Centre, Southern Clinical School, Department of Medicine, Monash University, Melbourne, Victoria, Australia
| | - Richard J Beare
- Stroke and Ageing Research Centre, Southern Clinical School, Department of Medicine, Monash University, Melbourne, Victoria, Australia; Developmental Imaging Group, Murdoch Childrens Research Institute, The Royal Children's Hospital, Parkville, Victoria, Australia
| | - Konstantinos Arfanakis
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Debra Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Department of Radiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Bernard Mazoyer
- Groupe d'Imagerie Neurofonctionnelle, UMR5296, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, Austria
| | - Velandai Srikanth
- Stroke and Ageing Research Centre, Southern Clinical School, Department of Medicine, Monash University, Melbourne, Victoria, Australia; Menzies Research Institute Tasmania, University of Tasmania, Hobart, Tasmania, Australia
| | - David S Knopman
- Department of Neurology, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Philippe Amouyel
- Department of Epidemiology and Public Health, Pasteur Institute of Lille, Lille, France; INSERM, U744, Lille, France; Université Lille 2, Lille, France
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Charles DeCarli
- Department of Neurology, University of California at Davis, Davis, CA, USA
| | | | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Netherlands Consortium for Healthy Aging, Leiden, the Netherlands; Center for Medical Systems Biology, Leiden, the Netherlands
| | - 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
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Austria
| | - William T Longstreth
- Departments of Neurology and Epidemiology, University of Washington, Seattle, WA, USA
| | - Thomas H Mosley
- Department of Medicine-Geriatrics/Gerontology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Myriam Fornage
- The Human Genetics Center and Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, USA
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA; The Framingham Heart Study, Boston, MA, USA
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Department of Radiology, Erasmus Medical Center, Rotterdam, the Netherlands; Netherlands Consortium for Healthy Aging, Leiden, the Netherlands
| | - Stephanie Debette
- INSERM U897, University of Bordeaux, Bordeaux, France; University of Bordeaux, Bordeaux, FranceINSERM U897, University of Bordeaux, Bordeaux, France; Department of Neurology, Boston University School of Medicine, Boston, MA, USA; Department of Neurology, Bordeaux University Hospital, Bordeaux, France.
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Vojinovic D, Adams HHH, van der Lee SJ, Ibrahim-Verbaas CA, Brouwer R, van den Hout MCGN, Oole E, van Rooij J, Uitterlinden A, Hofman A, van IJcken WFJ, Aartsma-Rus A, van Ommen GB, Ikram MA, van Duijn CM, Amin N. The dystrophin gene and cognitive function in the general population. Eur J Hum Genet 2014; 23:837-43. [PMID: 25227141 DOI: 10.1038/ejhg.2014.183] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2014] [Revised: 08/04/2014] [Accepted: 08/10/2014] [Indexed: 12/26/2022] Open
Abstract
The aim of our study is to investigate whether single-nucleotide dystrophin gene (DMD) variants associate with variability in cognitive functions in healthy populations. The study included 1240 participants from the Erasmus Rucphen family (ERF) study and 1464 individuals from the Rotterdam Study (RS). The participants whose exomes were sequenced and who were assessed for various cognitive traits were included in the analysis. To determine the association between DMD variants and cognitive ability, linear (mixed) modeling with adjustment for age, sex and education was used. Moreover, Sequence Kernel Association Test (SKAT) was used to test the overall association of the rare genetic variants present in the DMD with cognitive traits. Although no DMD variant surpassed the prespecified significance threshold (P<1 × 10(-4)), rs147546024:A>G showed strong association (β = 1.786, P-value = 2.56 × 10(-4)) with block-design test in the ERF study, while another variant rs1800273:G>A showed suggestive association (β = -0.465, P-value = 0.002) with Mini-Mental State Examination test in the RS. Both variants are highly conserved, although rs147546024:A>G is an intronic variant, whereas rs1800273:G>A is a missense variant in the DMD which has a predicted damaging effect on the protein. Further gene-based analysis of DMD revealed suggestive association (P-values = 0.087 and 0.074) with general cognitive ability in both cohorts. In conclusion, both single variant and gene-based analyses suggest the existence of variants in the DMD which may affect cognitive functioning in the general populations.
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Affiliation(s)
- Dina Vojinovic
- 1] Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands [2] Clinic for Neurology and Psychiatry for Children and Youth, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Hieab H H Adams
- 1] Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands [2] Department of Radiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Rutger Brouwer
- Center for Biomics, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Edwin Oole
- Center for Biomics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Jeroen van Rooij
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Andre Uitterlinden
- 1] Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands [2] Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands [3] Netherlands Consortium on Health Aging and National Genomics Initiative, Leiden, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Annemieke Aartsma-Rus
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - GertJan B van Ommen
- 1] Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands [2] Center of Medical Systems Biology, Leiden, The Netherlands
| | - M Arfan Ikram
- 1] Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands [2] Department of Radiology, Erasmus University Medical Center, Rotterdam, The Netherlands [3] Department of Neurology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Cornelia M van Duijn
- 1] Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands [2] Netherlands Consortium on Health Aging and National Genomics Initiative, Leiden, The Netherlands [3] Center of Medical Systems Biology, Leiden, The Netherlands
| | - Najaf Amin
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
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Adams HHH, Verhaaren BFJ, Vrooman HA, Uitterlinden AG, Hofman A, van Duijn CM, van der Lugt A, Niessen WJ, Vernooij MW, Ikram MA. TMEM106B influences volume of left-sided temporal lobe and interhemispheric structures in the general population. Biol Psychiatry 2014; 76:503-8. [PMID: 24731779 DOI: 10.1016/j.biopsych.2014.03.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2013] [Revised: 02/10/2014] [Accepted: 03/02/2014] [Indexed: 12/14/2022]
Abstract
BACKGROUND Frontotemporal lobar degeneration is a neurodegenerative disease characterized by brain atrophy of the frontal and anterior temporal lobes. The associated frontotemporal dementia syndromes are clinically heterogeneous, and the pattern of affected cortical regions varies among subtypes. The TMEM106B rs1990622 polymorphism is associated with frontotemporal lobar degeneration, but little is known about how it affects the brain. METHODS We investigated the rs1990622 polymorphism in relation to regional brain volumes to identify potential structures through which TMEM106B confers risk for frontotemporal lobar degeneration. In 4413 nondemented and stroke-free participants from the population-based Rotterdam Study, 150 cortical brain structures and 6 commissural regions were segmented from magnetic resonance imaging. RESULTS A distinct pattern of association was found between rs1990622 and gray matter volume of left-sided temporal brain regions important for language processing, including the superior temporal gyrus (β=-88.8 μL per risk allele, p=7.64×10(-5)), which contains Wernicke's area. The risk allele was also associated with a smaller anterior commissure cross-sectional area (β=-.167 mm2 per risk allele, p=4.90×10(-5)) and posterior part of the corpus callosum (β=-15.3 μL per risk allele, p=1.23×10(-5)), both of which contain temporal lobe commissural tracts. CONCLUSIONS The asymmetric, predominantly left-sided involvement suggests an effect of TMEM106B on functions lateralized to the dominant hemisphere, such as language. These results show that, in nondemented persons, TMEM106B influences the volume of temporal brain regions that are important for language processing.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands; Department of Radiology, Erasmus MC, Rotterdam, the Netherlands
| | - Benjamin F J Verhaaren
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands; Department of Radiology, Erasmus MC, Rotterdam, the Netherlands
| | - Henri A Vrooman
- Department of Radiology, Erasmus MC, Rotterdam, the Netherlands; Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands
| | | | - Albert Hofman
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | | | - Wiro J Niessen
- Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands; Faculty of Applied Sciences, Delft University, Delft, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands; Department of Radiology, Erasmus MC, Rotterdam, the Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands; Department of Radiology, Erasmus MC, Rotterdam, the Netherlands; Department of Neurology, Erasmus MC, Rotterdam, the Netherlands.
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Adams HHH, Cavalieri M, Verhaaren BFJ, Bos D, van der Lugt A, Enzinger C, Vernooij MW, Schmidt R, Ikram MA. Rating method for dilated Virchow-Robin spaces on magnetic resonance imaging. Stroke 2013; 44:1732-5. [PMID: 23640831 DOI: 10.1161/strokeaha.111.000620] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND AND PURPOSE Dilated Virchow-Robin spaces are an emerging neuroimaging biomarker, but their assessment on MRI needs standardization. METHODS We developed a rating method for dilated Virchow-Robin spaces in 4 brain regions (centrum semiovale, basal ganglia, hippocampus, and mesencephalon) and tested its reliability in a total of 125 MRI scans from 2 population-based studies. Six investigators with varying levels of experience performed the ratings. Intraclass correlation coefficients were calculated to determine intra- and interrater reliability. RESULTS Intrarater reliability was excellent for all 4 regions (intraclass correlation coefficient, >0.8). Interrater reliability was excellent for the centrum semiovale and hippocampus (intraclass correlation coefficient, >0.8) and good for the basal ganglia and mesencephalon (intraclass correlation coefficient, 0.6-0.8). This did not differ between the cohorts or experience levels. CONCLUSIONS We describe a reliable rating method that can facilitate pathogenic and prognostic research on dilated Virchow-Robin spaces using MRI.
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Affiliation(s)
- Hieab H H Adams
- Department of Epidemiology, Erasmus MC, Dr Molewaterplein 50, 3015GE Rotterdam, the Netherlands
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