The genetic architecture of the human cerebral cortex

Katrina L. Grasby(QIMR Berghofer Medical Research Institute), Neda Jahanshad(University of Southern California), Jodie N. Painter(QIMR Berghofer Medical Research Institute), Lucía Colodro‐Conde(Queensland University of Technology), Janita Bralten(Radboud University Nijmegen), Derrek P. Hibar(University of Southern California), Penelope A. Lind(Queensland University of Technology), Fabrizio Pizzagalli(University of Southern California), Christopher R. K. Ching(University of Southern California), Mary McMahon(University of Southern California), Natalia Shatokhina(University of Southern California), Leo Zsembik(University of North Carolina at Chapel Hill), Sophia I. Thomopoulos(University of Southern California), Alyssa H. Zhu(University of Southern California), Lachlan T. Strike(The University of Queensland), Ingrid Agartz(Oslo University Hospital), Saud Alhusaini(Royal College of Surgeons in Ireland), Marcio Almeida(The University of Texas Rio Grande Valley), Dag Alnæs(Oslo University Hospital), Inge K. Amlien(University of Oslo), Micael Andersson(Umeå University), Tyler Ard(University of Southern California), Nicola J. Armstrong(Murdoch University), Allison E. Ashley‐Koch(Duke Medical Center), Joshua Atkins(University of Newcastle Australia), Manon Bernard(University of Toronto), Rachel M. Brouwer(Utrecht University), Elizabeth E.L. Buimer(Utrecht University), Robin Bülow(Universität Greifswald), Christian Bürger(University of Münster), Dara M. Cannon(Ollscoil na Gaillimhe – University of Galway), M. Mallar Chakravarty(Douglas Mental Health University Institute), Qiang Chen(Lieber Institute for Brain Development), J. Cheung(University of Southern California), Baptiste Couvy‐Duchesne(The University of Queensland), Anders M. Dale(University of California San Diego), Shareefa Dalvie(University of Cape Town), Tânia Kawasaki de Araujo(Universidade Estadual de Campinas (UNICAMP)), Greig I. de Zubicaray(Queensland University of Technology), Sonja M. C. de Zwarte(Utrecht University), Anouk den Braber(Amsterdam Neuroscience), Nhat Trung Doan(Oslo University Hospital), Katharina Dohm(University of Münster), Stefan Ehrlich(Technische Universität Dresden), Hannah-Ruth Engelbrecht(University of Cape Town), Susanne Erk(Humboldt-Universität zu Berlin), Chun Chieh Fan(University of California San Diego), Iryna O. Fedko(Vrije Universiteit Amsterdam), Sonya Foley(Cardiff University), Judith M. Ford(San Francisco VA Medical Center), Masaki Fukunaga(National Institute for Physiological Sciences), Melanie E. Garrett(Duke Medical Center), Tian Ge(Massachusetts General Hospital), Sudheer Giddaluru(University of Bergen), Aaron L. Goldman(Lieber Institute for Brain Development), Melissa J. Green(UNSW Sydney), Nynke A. Groenewold(University of Cape Town), Dominik Grotegerd(University of Münster), Tiril P. Gurholt(Oslo University Hospital), Boris A. Gutman(University of Southern California), Narelle K. Hansell(The University of Queensland), Mathew A. Harris(University of Edinburgh), Marc Harrison(University of Southern California), Courtney C. Haswell(Duke Medical Center), Michael A. Hauser(Duke Medical Center), Stefan Herms(University of Basel), Dirk J. Heslenfeld(Cognitive Research (United States)), New Fei Ho(Institute of Mental Health), David Hoehn(Max Planck Institute of Psychiatry), Per Hoffmann(University of Bonn), Laurena Holleran(Ollscoil na Gaillimhe – University of Galway), Martine Hoogman(Radboud University Nijmegen), Jouke‐Jan Hottenga(Vrije Universiteit Amsterdam), Masashi Ikeda(Fujita Health University), Deborah Janowitz(Universitätsmedizin Greifswald), Iris E. Jansen(Amsterdam Neuroscience), Tianye Jia(King's College London), Christiane Jockwitz(Forschungszentrum Jülich), Ryota Kanai(Tokyo Institute of Technology), Sherif Karama(Montreal Neurological Institute and Hospital), Dalia Kasperavičiūtė(Queen Mary University of London), Tobias Kaufmann(Oslo University Hospital), Sinéad Kelly(Brigham and Women's Hospital), Masataka Kikuchi(The University of Osaka), Marieke Klein(Radboud University Nijmegen), Michael Knapp(University Hospital Bonn), Annchen R. Knodt(Duke University), Bernd Krämer(Heidelberg University), Max Lam(Institute of Mental Health), T. Lancaster(Cardiff University), Phil H. Lee(Harvard University), Tristram A. Lett(Humboldt-Universität zu Berlin), Lindsay B. Lewis(Montreal Neurological Institute and Hospital), Íscia Lopes‐Cendes(Universidade Estadual de Campinas (UNICAMP)), Michelle Luciano(University of Edinburgh), Fabìo Macciardi(University of California, Irvine), André F. Marquand(Radboud University Nijmegen), Samuel R. Mathias(Hartford Hospital), Tracy R. Melzer(New Zealand Brain Research Institute), Yuri Milaneschi(Amsterdam Neuroscience), Nazanin Mirza‐Schreiber(Helmholtz Zentrum München), José C.V. Moreira(Brazilian Institute of Neuroscience and Neurotechnology), Thomas W. Mühleisen(Forschungszentrum Jülich), Bertram Müller‐Myhsok(Munich Cluster for Systems Neurology), Pablo Najt(Ollscoil na Gaillimhe – University of Galway), Soichiro Nakahara(Astellas Pharma (Japan)), Kwangsik Nho(Indiana University School of Medicine), Loes M. Olde Loohuis(University of California, Los Angeles), Dimitri Papadopoulos Orfanos(Commissariat à l'Énergie Atomique et aux Énergies Alternatives), John F. Pearson(University of Otago), Toni L. Pitcher(New Zealand Brain Research Institute), Benno Pütz(Max Planck Institute of Psychiatry), Yann Quidé(UNSW Sydney), Anjanibhargavi Ragothaman(University of Southern California), Faisal Rashid(University of Southern California), William R. Reay(University of Newcastle Australia), Ronny Redlich(University of Münster), Céline S. Reinbold(University of Oslo), Jonathan Repple(University of Münster), Geneviève Richard(Oslo University Hospital), Brandalyn C. Riedel(University of Southern California), Shannon L. Risacher(Indiana University School of Medicine), Cristiane S. Rocha(Universidade Estadual de Campinas (UNICAMP)), Nina Roth Mota(Radboud University Nijmegen), Lauren E. Salminen(University of Southern California), Arvin Saremi(University of Southern California), Andrew J. Saykin(Indiana University School of Medicine), Fenja Schlag(Max Planck Institute for Psycholinguistics), Lianne Schmaal(The University of Melbourne), Peter R. Schofield(UNSW Sydney), Rodrigo Secolin(Universidade Estadual de Campinas (UNICAMP)), Chin Yang Shapland(Max Planck Institute for Psycholinguistics), Li Shen(University of Pennsylvania), Jean Shin(University of Toronto), Elena Shumskaya(Radboud University Nijmegen), Ida E. Sønderby(Oslo University Hospital), Emma Sprooten(Radboud University Nijmegen), Katherine E. Tansey(Cardiff University), Alexander Teumer(Universitätsmedizin Greifswald), Anbupalam Thalamuthu(UNSW Sydney), Diana Tordesillas‐Gutiérrez(Centro de Investigación Biomédica en Red de Salud Mental), Jessica A. Turner(Mind Research Network), Anne Uhlmann(University of Vermont), Costanza L. Vallerga(The University of Queensland), Dennis van der Meer(Oslo University Hospital), Marjolein M. J. van Donkelaar(Max Planck Institute for Psycholinguistics), Liza van Eijk(The University of Queensland), Theo G.M. van Erp(University of California, Irvine), Neeltje E.M. van Haren(Utrecht University), Daan van Rooij(Radboud University Nijmegen), Marie‐José van Tol(University Medical Center Groningen), Jan H. Veldink(University Medical Center Utrecht), Ellen Verhoef(Max Planck Institute for Psycholinguistics), Esther Walton(Georgia State University), Mingyuan Wang(Institute of Mental Health), Yunpeng Wang(Oslo University Hospital), Joanna M. Wardlaw(UK Dementia Research Institute), Wei Wen(UNSW Sydney), Lars T. Westlye(Oslo University Hospital), Christopher D. Whelan(University of Southern California), Stephanie H. Witt(Heidelberg University), Katharina Wittfeld(Universitätsmedizin Greifswald), Christiane Wolf(University of Würzburg), Thomas Wolfers(Radboud University Nijmegen), Jing Wu(University of Newcastle Australia), Clarissa Lin Yasuda(Universidade Estadual de Campinas (UNICAMP)), Dario Zaremba(University of Münster), Zuo Zhang(King's College London), Marcel P. Zwiers(Radboud University Nijmegen), Éric Artiges(Inserm), Amelia A. Assareh(UNSW Sydney), Rosa Ayesa‐Arriola(Universidad de Cantabria), Ayşenil Belger(University of North Carolina at Chapel Hill), Christine L. Brandt(Oslo University Hospital), Gregory G. Brown(University of California San Diego), Sven Cichon(Forschungszentrum Jülich), Joanne E. Curran(The University of Texas Rio Grande Valley), Gareth E. Davies(Avera Health), Franziska Degenhardt(University of Bonn), Michelle F. Dennis(Durham VA Medical Center), Bruno Dietsche(Philipps University of Marburg), Srdjan Djurovic(Oslo University Hospital), Colin P. Doherty(Royal College of Surgeons in Ireland), Ryan Espiritu(University of Southern California), Daniel Garijo(University of Southern California), Yolanda Gil(University of Southern California), Penny Gowland(University of Nottingham), Robert C. Green(Broad Institute), Alexander N. Häusler(University of Bonn), Walter Heindel(University of Münster), Beng‐Choon Ho(University of Iowa), Wolfgang Hoffmann(Universitätsmedizin Greifswald), Florian Holsboer(HolsboerMaschmeyer NeuroChemie (Germany)), Georg Homuth(Universitätsmedizin Greifswald), Norbert Hosten(Universitätsmedizin Greifswald), Clifford R. Jack(Mayo Clinic in Arizona), MiHyun Jang(University of Southern California), Andreas Jansen(Philipps University of Marburg), Nathan A. Kimbrel(Duke University), Knut K. Kolskår(Oslo University Hospital), Sanne Koops(Utrecht University), Axel Krug(Philipps University of Marburg), Kelvin O. Lim(University of Minnesota), Jurjen J. Luykx(Utrecht University), Daniel H. Mathalon(University of California, San Francisco), Karen A. Mather(UNSW Sydney), Venkata S. Mattay(Johns Hopkins University), Sarah Matthews(MRC Integrative Epidemiology Unit), Jacqueline Mayoral-van Son(Universidad de Cantabria), Sarah McEwen(Saint John's Health Center), Ingrid Melle(Oslo University Hospital), Derek W. Morris(Ollscoil na Gaillimhe – University of Galway), Bryon A. Mueller(University of Minnesota), Matthias Nauck(Universitätsmedizin Greifswald), Jan Egil Nordvik(Sunnaas sykehus), Markus M. Nöthen(University of Bonn), Daniel S. OʼLeary(University of Iowa), Nils Opel(University of Münster), Marie‐Laure Paillère Martinot(Inserm), G. Bruce Pike(University of Calgary), Adrian Preda(University of California, Irvine), Erin Burke Quinlan(King's College London), Paul E. Rasser(Hunter Medical Research Institute), Varun Ratnakar(University of Southern California), Simone Reppermund(UNSW Sydney), Vidar M. Steen(Haukeland University Hospital), Paul A. Tooney(Hunter Medical Research Institute), Fábio R. Torres(Universidade Estadual de Campinas (UNICAMP)), Dick J. Veltman(Amsterdam Neuroscience), James Voyvodic(Duke Medical Center), Robert Whelan(Trinity College Dublin), Tonya White(Erasmus MC - Sophia Children’s Hospital), Hidenaga Yamamori(The University of Osaka), Hieab H.H. Adams(Erasmus MC), Joshua C. Bis(University of Washington), Stéphanie Debette(Université de Bordeaux), Charles DeCarli(University of California, Davis), Myriam Fornage(The University of Texas Health Science Center at Houston), Vilmundur Guðnason(University of Iceland), Edith Hofer(Medical University of Graz), M. Arfan Ikram(Erasmus MC), Lenore J. Launer(National Institute on Aging), W.T. Longstreth(University of Washington), Oscar L. López(Erasmus MC), Bernard Mazoyer(Centre National de la Recherche Scientifique), Thomas H. Mosley(Jackson Memorial Hospital), Gennady V. Roshchupkin(Erasmus MC), Claudia L. Satizábal(Boston University), Reinhold Schmidt(Medical University of Graz), Sudha Seshadri(Boston University), Qiong Yang(Boston University), Alzheimer’s Disease Neuroimaging Initiative¶(Universidade Estadual de Campinas (UNICAMP)), Parkinson’s Progression Markers Initiative¶(The University of Melbourne), Marina K. M. Alvim(Universidade Estadual de Campinas (UNICAMP)), David Ames(Oslo University Hospital), Tim Anderson(Radboud University Nijmegen), Ole A. Andreassen(Oslo University Hospital), Alejandro Arias Vásquez(Radboud University Nijmegen), Mark E. Bastin(Duke University), Bernhard T. Baune(The University of Melbourne), Jean C. Beckham(Duke University), John Blangero(The University of Texas Rio Grande Valley), Dorret I. Boomsma(Radboud University Nijmegen), Henry Brodaty(Harvard University), Han G. Brunner(Radboud University Nijmegen), Randy L. Buckner(Harvard University), Jan K. Buitelaar(Radboud University Nijmegen), Juan Bustillo(University of New Mexico), Wiepke Cahn(Georgia Institute of Technology), Murray J. Cairns(UNSW Sydney), Vince D. Calhoun(Georgia Institute of Technology), Vaughan J. Carr(Forschungszentrum Jülich), Xavier Caseras(Royal College of Surgeons in Ireland), Svenja Caspers(Forschungszentrum Jülich), Gianpiero L. Cavalleri(Royal College of Surgeons in Ireland), Fernando Cendes(Universidad de Cantabria), Aiden Corvin(University of Canterbury), Benedicto Crespo‐Facorro(Universidad de Cantabria), John C. Dalrymple‐Alford(University of Canterbury), Udo Dannlowski(University of Münster), Eco J. C. de Geus(Royal College of Surgeons in Ireland), Ian J. Deary(Université Libre de Bruxelles), Norman Delanty(Royal College of Surgeons in Ireland), Chantal Depondt(Université Libre de Bruxelles), Sylvane Desrivières(Oslo University Hospital), Gary Donohoe(Radboud University Nijmegen), Thomas Espeseth(Oslo University Hospital), Guillén Fernández(Radboud University Nijmegen), Simon E. Fisher(University of Bonn), Herta Flor(Radboud University Nijmegen), Andreas J. Forstner(University of Bonn), Clyde Francks(Boston Children's Hospital), Barbara Franke(Harvard University), David C. Glahn(Boston Children's Hospital), Randy L. Gollub(Harvard University), Hans J. Grabe(Norwegian University of Science and Technology), Oliver Gruber(Duke University), Asta K. Håberg(University Medical Center Groningen), Ahmad R. Hariri(Duke University), Catharina A. Hartman(University Medical Center Groningen), Ryota Hashimoto(National Center of Neurology and Psychiatry), Andreas Heinz(Utrecht University), Frans Henskens(University Medical Center Groningen), Manon H. J. Hillegers(Utrecht University), Pieter J. Hoekstra(University of Maryland, Baltimore), Avram J. Holmes(The University of Texas MD Anderson Cancer Center), L. Elliot Hong(University of Maryland, Baltimore), William D. Hopkins(The University of Texas MD Anderson Cancer Center), Hilleke E. Hulshoff Pol(University of Oslo), Terry L. Jernigan(Utrecht University), Erik G. Jönsson(University of Oslo), René S. Kahn(Philipps University of Marburg), Martin A. Kennedy(University of Maryland, Baltimore), Tilo Kircher(The University of Sydney), Peter Kochunov(University of Maryland, Baltimore), John B. Kwok(The University of Sydney), Stéphanie Le Hellard(QIMR Berghofer Medical Research Institute), Carmel M. Loughland(Inserm), Nicholas G. Martin(Ollscoil na Gaillimhe – University of Galway), Jean‐Luc Martinot(Inserm), Colm McDonald(Ollscoil na Gaillimhe – University of Galway), Katie L. McMahon(Queensland University of Technology), Andreas Meyer‐Lindenberg(Heidelberg University), Patricia T. Michie(The University of Queensland), Rajendra A. Morey(Duke Medical Center), Bryan Mowry(The University of Queensland), Lars Nyberg(University of California, Los Angeles), Jaap Oosterlaan(The University of Melbourne), Roel A. Ophoff(University of California, Los Angeles), Christos Pantelis(The University of Melbourne), Tomáš Paus(University of Toronto), Zdenka Pausová(University of Toronto), Brenda W.J.H. Penninx(Amsterdam Neuroscience), Tinca J. C. Polderman(Heidelberg University), Daniëlle Posthuma(Massachusetts General Hospital), Marcella Rietschel(University of Maryland, Baltimore), Joshua L. Roffman(UNSW Sydney), Laura M. Rowland(University of Maryland, Baltimore), Perminder S. Sachdev(UNSW Sydney), Philipp G. Sämann(King's College London), Ulrich Schall(John Hunter Hospital), Günter Schumann(King's College London), Rodney J. Scott(John Hunter Hospital), Kang Sim(Broad Institute), Sanjay M. Sisodiya(University Medical Center Groningen), Jordan W. Smoller(Broad Institute), Iris E. Sommer(University Medical Center Groningen), Beaté St Pourcain(University of Southern California), Dan J. Stein(University of Cape Town), Arthur W. Toga(University of Southern California), Julian N. Trollor(UNSW Sydney), Nic J.A. van der Wee(Universitätsmedizin Greifswald), Dennis van ‘t Ent(Humboldt-Universität zu Berlin), Henry Völzke(University of Bonn), Henrik Walter(Johns Hopkins University), Bernd Weber(University of Bonn), Daniel R. Weinberger(Johns Hopkins University), Margaret J. Wright(University of North Carolina at Chapel Hill), Juan Zhou(University of Southern California), Jason L. Stein(University of North Carolina at Chapel Hill), Paul M. Thompson(University of Southern California), Sarah E. Medland(The University of Queensland)
Science
March 19, 2020
Cited by 877Open Access
Full Text

Abstract

INTRODUCTION The cerebral cortex underlies our complex cognitive capabilities. Variations in human cortical surface area and thickness are associated with neurological, psychological, and behavioral traits and can be measured in vivo by magnetic resonance imaging (MRI). Studies in model organisms have identified genes that influence cortical structure, but little is known about common genetic variants that affect human cortical structure. RATIONALE To identify genetic variants associated with human cortical structure at both global and regional levels, we conducted a genome-wide association meta-analysis of brain MRI data from 51,665 individuals across 60 cohorts. We analyzed the surface area and average thickness of the whole cortex and 34 cortical regions with known functional specializations. RESULTS We identified 369 nominally genome-wide significant loci ( P < 5 × 10 −8 ) associated with cortical structure in a discovery sample of 33,992 participants of European ancestry. Of the 360 loci for which replication data were available, 241 loci influencing surface area and 66 influencing thickness remained significant after replication, with 237 loci passing multiple testing correction ( P < 8.3 × 10 −10 ; 187 influencing surface area and 50 influencing thickness). Common genetic variants explained 34% (SE = 3%) of the variation in total surface area and 26% (SE = 2%) in average thickness; surface area and thickness showed a negative genetic correlation ( r G = −0.32, SE = 0.05, P = 6.5 × 10 −12 ), which suggests that genetic influences have opposing effects on surface area and thickness. Bioinformatic analyses showed that total surface area is influenced by genetic variants that alter gene regulatory activity in neural progenitor cells during fetal development. By contrast, average thickness is influenced by active regulatory elements in adult brain samples, which may reflect processes that occur after mid-fetal development, such as myelination, branching, or pruning. When considered together, these results support the radial unit hypothesis that different developmental mechanisms promote surface area expansion and increases in thickness. To identify specific genetic influences on individual cortical regions, we controlled for global measures (total surface area or average thickness) in the regional analyses. After multiple testing correction, we identified 175 loci that influence regional surface area and 46 that influence regional thickness. Loci that affect regional surface area cluster near genes involved in the Wnt signaling pathway, which is known to influence areal identity. We observed significant positive genetic correlations and evidence of bidirectional causation of total surface area with both general cognitive functioning and educational attainment. We found additional positive genetic correlations between total surface area and Parkinson’s disease but did not find evidence of causation. Negative genetic correlations were evident between total surface area and insomnia, attention deficit hyperactivity disorder, depressive symptoms, major depressive disorder, and neuroticism. CONCLUSION This large-scale collaborative work enhances our understanding of the genetic architecture of the human cerebral cortex and its regional patterning. The highly polygenic architecture of the cortex suggests that distinct genes are involved in the development of specific cortical areas. Moreover, we find evidence that brain structure is a key phenotype along the causal pathway that leads from genetic variation to differences in general cognitive function. Identifying genetic influences on human cortical structure. ( A ) Measurement of cortical surface area and thickness from MRI. ( B ) Genomic locations of common genetic variants that influence global and regional cortical structure. ( C ) Our results support the radial unit hypothesis that the expansion of cortical surface area is driven by proliferating neural progenitor cells. ( D ) Cortical surface area shows genetic correlation with psychiatric and cognitive traits. Error bars indicate SE. IMAGE CREDITS: (A) K. COURTNEY; (C) M. R. GLASS


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