Abstract
Schizophrenia is a devastating psychiatric illness with high heritability. Brain structure and function differ, on average, between people with schizophrenia and healthy individuals. As common genetic associations are emerging for both schizophrenia and brain imaging phenotypes, we can now use genome-wide data to investigate genetic overlap. Here we integrated results from common variant studies of schizophrenia (33,636 cases, 43,008 controls) and volumes of several (mainly subcortical) brain structures (11,840 subjects). We did not find evidence of genetic overlap between schizophrenia risk and subcortical volume measures either at the level of common variant genetic architecture or for single genetic markers. These results provide a proof of concept (albeit based on a limited set of structural brain measures) and define a roadmap for future studies investigating the genetic covariance between structural or functional brain phenotypes and risk for psychiatric disorders.
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Acknowledgements
PGC. The authors are grateful to the many family members who participated in the studies that recruited these samples, to the many clinicians who assisted in their recruitment, and to our team members, without whom this study would have been impossible. Core funding for the PGC is from the US National Institute of Mental Health (NIMH; U01 MH094421). Statistical analyses were carried out on the Genetic Cluster Computer (http://www.geneticcluster.org/) hosted by SURFsara and financially supported by the Netherlands Scientific Organization (NWO 480-05-003), along with a supplement from the Dutch Brain Foundation and the VU University Amsterdam. The GRAS data collection was supported by the Max Planck Society, the Max-Planck-Förderstiftung and the DFG Center for Nanoscale Microscopy & Molecular Physiology of the Brain (CNMPB), Göttingen, Germany. The Boston CIDAR project was supported by the NIMH (P50 MH080272, R.W.M.; U01 MH081928, L.J.S.; R01 MH092380, T.L.P.) and the Massachusetts General Hospital Executive Committee on Research (T.L.P.). P.H.L. is supported by NIMH K99 MH101367. ISC Portugal: C.N.P. and M.T.P. have been supported by NIMH grants MH085548, MH085542, MH071681, MH061884, MH58693 and MH52618 and NCRR grant RR026075. C.N.P., M.T.P. and A.H.F. have been supported by grants from the Department of Veterans Affairs Merit Review Program. The Danish Aarhus study was supported by grants from Lundbeck Foundation, Danish Strategic Research Council, Aarhus University, and Stanley Research Foundation. Work in Cardiff was supported by UK Medical Research Council (MRC) Centre (G0800509) and MRC Programme (G0801418) grants, the European Community's Seventh Framework Programme (HEALTH-F2-2010-241909, Project EU-GEI) the European Union Seventh Framework Programme (FP7/2007-2013) under grant agreement 279227, a fellowship to J.W. from the MRC/Welsh Assembly Government and the Margaret Temple Award from the British Medical Association. We thank Novartis for their input in obtaining CLOZUK samples, staff at The Doctor's Laboratory (L. Levett and A. Levett) for help with sample acquisition and data linkage, and staff in Cardiff (K. Mantripragada and L. Hopkins) for sample management. CLOZUK and some other samples were genotyped at the Broad Institute or by the Wellcome Trust Case Control Consortium (WTCCC) and Wellcome Trust Case Control Consortium 2 (WTCCC2) (WT 083948/Z/07/Z). We acknowledge use of the British 1958 Birth Cohort DNA (MRC: G0000934) and the Wellcome Trust (068545/Z/0 and 076113/C/04/Z), the UK Blood Services Common Controls (UKBS-CC collection), funded by the Wellcome Trust (076113/C/04/Z) and by a National Institute for Health Research programme grant to National Health Service Blood and Transplant (RP-PG-0310-1002). Virginia Commonwealth University investigators were supported by NIMH grants R01 MH083094, R01 MH041953, and R01 MH068881 and WTCCC2 grant WTCCC-084710. Recruitment of families in Bulgaria was funded by the Janssen Research Foundation, Beerse, Belgium. We thank the staff in the Neuroscience Biomarkers Genomic Lab led by R. Favis at Janssen for sample processing and the staff at Illumina for genotyping Janssen DNA samples. We also thank A. Santos, N. Bottrel, M.-A. Franc and W. Cafferty of Janssen Research & Development) for operational support. Dutch samples were funded by the Netherlands Organization for Health Research and Development (ZonMw) in the Mental Health program and by NIMH R01 MH078075. Danish samples were funded by the Danish Council for Strategic Research (Journ.nr. 09-067048), the Danish National Advanced Technology Foundation (Journ.nr. 001-2009-2), the Lundbeck Foundation (Journ.nr. R24-A3243), and the EU 7th Framework Programme. The Wellcome Trust supported this study as part of the WTCCC2 project. E. Bramon holds a MRC New Investigator Award and a MRC Centenary Award. The TOP Study was supported by the Research Council of Norway (213837, 217776, 223273), South-East Norway Health Authority (2013-123) and K.G. Jebsen Foundation. This work was supported by the Donald and Barbara Zucker Foundation, the North Shore – Long Island Jewish Health System Foundation and grants from the Stanley Foundation (A.K.M.), NARSAD (A.K.M.), NIMH (MH065580 to T. Lencz; MH001760 to A.K.M.), and NIMH RC2 MH089964 and R01 MH084098. Finnish samples were funded by SynSys (EU FP7-242167), Sigrid Juselius Foundation, the Academy of Finland (grant 251704), and the Sohlberg Foundation. The Swedish Research Council (grants 2006-4472, 2009-5269, 2009-3413) and the County Councils of Västerbotten and Norrbotten, Sweden, supported the collection of the Umeå samples. The Betula Study, from which the Umeå controls were recruited, is supported by grants from the Swedish Research Council (grants 345-2003-3883, 315-2004-6977) and the Bank of Sweden Tercentenary Foundation, the Swedish Council for Planning and Coordination of Research, the Swedish Council for Research in the Humanities and Social Sciences and the Swedish Council for Social Research. We acknowledge support from NIMH K01 MH085812 (M.C.K.) and NIMH R01 MH100141 (M.C.K.). Estonian Genome Center at the University of Tartu (EGCUT) work was supported by Targeted Financing from the Estonian Ministry of Science and Education (SF0180142s08), US National Institutes of Health (NIH) grant R01 DK075787, the Development Fund of the University of Tartu (grant SP1GVARENG), the European Regional Development Fund to the Centre of Excellence in Genomics (EXCEGEN; grant 3.2.0304.11-0312) and FP7 grant 313010. M. Macek was supported by CZ.2.16/3.1.00/24022OPPK, NT/13770-4 and 00064203 FN Motol. Funding from the Singapore National Medical Research Council (NMRC/TCR/003/2008) and the Singapore Biomedical Research Council. We acknowledge the support of the Singapore Agency for Science, Technology and Research (A*STAR). Genotyping of the Swedish Hubin sample was performed by the SNP&SEQ Technology Platform in Uppsala, which is supported by Uppsala University, Uppsala University Hospital, Science for Life Laboratory and the Swedish Research Council (contracts 80576801 and 70374401). The Swedish Hubin sample was supported by Swedish Research Council (I.A., E.G.J.) and Stockholm County Council and the Karolinska Insititutet (E.G.J.). B.J.M., V.J.C., R.J.S., S.V.C., F.A.H., A.V.J., C.M.L., P.T.M., C.P. and U.S. were supported by the Australian Schizophrenia Research Bank, which is supported by an enabling grant from the National Health and Medical Research Council (386500), the Pratt Foundation, Ramsay Health Care, the Viertel Charitable Foundation, the Schizophrenia Research Institute and the NSW Department of Health. C.P. is supported by a Senior Principal Research Fellowship from the National Health and Medical Research Council (Australia). The Perth sample collection was funded by Australian National Health and Medical Research Council project grants and the Australian Schizophrenia Research Bank. The Bonn/Mannheim sample was genotyped in a study that was supported by the German Federal Ministry of Education and Research (BMBF) through the Integrated Genome Research Network MooDS (Systematic Investigation of the Molecular Causes of Major Mood Disorders and Schizophrenia; grant 01GS08144 to M.M.N. and S.C., grant 01GS08147 to M.R.), under the National Genome Research Network plus (NGFNplus), and the Integrated Network IntegraMent (Integrated Understanding of Causes and Mechanisms in Mental Disorders), under e:Med Programme (GlaxoSmithKline control sample; B.M.-M.) This work has been funded by the Bavarian Ministry of Commerce and by the BMBF in the framework of the National Genome Research Network, Förderkennzeichen 01GS0481 and the Bavarian Ministry of Commerce. M.M.N. is a member of the German Research Foundation (DFG)-funded Excellence Cluster ImmunoSensation. M.M.N. also received support from the Alfried Krupp von Bohlen und Halbach-Stiftung. M.R. was supported by the 7th Framework Programme of the European Union (ADAMS project, HEALTH-F4-2009-242257; CRESTAR project, HEALTH-2011-1.1-2) grant 279227. J. Knight holds the Joanne Murphy Professor in Behavioural Science. The Stanley Center for Psychiatric Research at the Broad Institute acknowledges funding from the Stanley Medical Research Institute. Support for the Sweden Schizophrenia Study (principal investigators P.F.S., C.M.H. and P. Sklar) was provided by the NIMH (R01 MH077139 and R01 MH095034), the Stanley Center for Psychiatric Research, the Sylvan Herman Foundation, the Friedman Brain Institute at the Mount Sinai School of Medicine, the Karolinska Institutet, Karolinska University Hospital, the Swedish Research Council, the Swedish County Council and the Söderström Königska Foundation. We acknowledge use of DNA from the UK Blood Services Collection of Common Controls (UKBS collection), funded by the Wellcome Trust grant 076113/CI04/Z, by Juvenile Diabetes Research Foundation grant WT0618S8, and by the National Institute of Health Research of England. The Multicenter Genetics Studies of Schizophrenia and Molecular Genetics of Schizophrenia studies study were supported by NIMH grant R01 MH062276 (to D.F.L., C.L., M.J.O. and D.B.W.), grant R01 MH068922 (to P.V.G.), grant R01 MH068921 (to A.E.P.) and grant R01 MH068881 (to B.P.R.). D.F.L. was supported by the Walter E. Nichols, M.D., Professorship in the School of Medicine, the Eleanor Nichols Endowment, the Walter F. & Rachael L. Nichols Endowment and the William and Mary McIvor Endowment, Stanford University. This study was supported by NIH R01 grants (MH67257 to N.G.B., MH59588 to B.J.M., MH59571 to P.V.G., MH59565 to R.F., MH59587 to F.A., MH60870 to W.F.B., MH59566 to D.W.B., MH59586 to J.M.S., MH61675 to D.F.L., MH60879 to C.R.C. and MH81800 to P.V.G.), NIH U01 grants (MH46276 to C.R.C., MH46289 to C. Kaufmann, MH46318 to M.T. Tsuang, MH79469 to P.V.G. and MH79470 to D.F.L.), the Genetic Association Information Network (GAIN) and The Paul Michael Donovan Charitable Foundation. Genotyping was carried out by the Center for Genotyping and Analysis at the Broad Institute of Harvard and MIT (S. Gabriel and D.B. Mirel), supported by grant U54 RR020278 from the National Center for Research Resources. D.R.W. and R.E.S. thank the staff of the Lieber Institute and the Clinical Brain Disorders Branch of the Intramural Research Program of the NIMH for their assistance in data collection and management. We acknowledge the Irish contribution to the International Schizophrenia Consortium (ISC) study, the WTCCC2 schizophrenia study and WTCCC2 controls from the 1958BC and UKNBS, the Science Foundation Ireland (08/IN.1/B1916). We acknowledge use of the Trinity Biobank sample from the Irish Blood Transfusion Service and the Trinity Centre for High Performance Computing. Funding for this study was provided by the WTCCC2 project (085475/B/08/Z and 085475/Z/08/Z), the Wellcome Trust (072894/Z/03/Z, 090532/Z/09/Z and 075491/Z/04/B), NIMH grants (MH 41953 and MH083094) and British 1958 Birth Cohort DNA collection funded by the MRC (grant G0000934) and the Wellcome Trust (grant 068545/Z/02). Collection of the UK National Blood Service controls was funded by the Wellcome Trust. We acknowledge Hong Kong Research Grants Council project grants GRF 774707M, 777511M, 776412M and 776513M.ENIGMA. ENIGMA was supported in part by a consortium grant (U54 EB020403 to P.M.T.) from the NIH institutes contributing to the Big Data to Knowledge (BD2K) initiative, including the NIBIB and NCI. ADNI and ADNI2GO: Data collection and sharing for this project was funded by the Alzheimer's Disease Neuroimaging Initiative (ADNI) (NIH grant U01 AG024904) and US Department of Defense (award W81XWH-12-2-0012). ADNI is funded by the US National Institute on Aging, the National Institute of Biomedical Imaging and Bioengineering, and through generous contributions from the following: Alzheimer's Association; Alzheimer's Drug Discovery Foundation; BioClinica, Inc.; Biogen Idec Inc.; Bristol-Myers Squibb Company; Eisai Inc.; Elan Pharmaceuticals, Inc.; Eli Lilly and Company; F. Hoffmann-La Roche Ltd and its affiliated company Genentech, Inc.; GE Healthcare; Innogenetics, N.V.; IXICO Ltd.; Janssen Alzheimer Immunotherapy Research & Development, LLC.; Johnson & Johnson Pharmaceutical Research & Development LLC.; Medpace, Inc.; Merck & Co., Inc.; Meso Scale Diagnostics, LLC.; NeuroRx Research; Novartis Pharmaceuticals Corporation; Pfizer Inc.; Piramal Imaging; Servier; Synarc Inc.; and Takeda Pharmaceutical Company. The Canadian Institutes of Health Research is providing funds to support ADNI clinical sites in Canada. Private sector contributions are facilitated by the Foundation for the National Institutes of Health. The grantee organization is the Northern California Institute for Research and Education, and the study is coordinated by the Alzheimer's Disease Cooperative Study at the University of California, San Diego. ADNI data are disseminated by the Laboratory of Neuro Imaging at the University of Southern California. Betula: this sample collection was supported by a Wallenberg Scholar grant from the Knut and Alice Wallenberg Foundation and a grant from Torsten and Ragnar Söderbergs Foundation to L.N., and a grant from HelseVest RHF (grant 911554) to S.L.H. Bipolar Family Study: The Bipolar Family Study wishes to thank the Scottish Mental Health Research Network for research assistant support; the Brain Research Imaging Centre Edinburgh, a center in the Scottish Funding Council Scottish Imaging Network–A Platform for Scientific Excellence (SINAPSE) Collaboration, for image acquisition; and the Wellcome Trust Clinical Research Facility for genotyping. Genotyping was supported by a National Alliance for Research on Schizophrenia and Depression (NARSAD) Independent Investigator Award (to A.M.M.), and data collection was supported by the Health Foundation Clinician Scientist Fellowship. BIG: This work makes use of the BIG (Brain Imaging Genetics) database, first established in Nijmegen, the Netherlands, in 2007. This resource is now part of the Cognomics Initiative (http://www.cognomics.nl/), a joint initiative by researchers of the Donders Centre for Cognitive Neuroimaging, the Human Genetics and Cognitive Neuroscience departments of the Radboud University Medical Centre and the Max Planck Institute for Psycholinguistics in Nijmegen. The Cognomics Initiative is supported by the participating departments and centers and by external grants from the Biobanking and Biomolecular Resources Research Infrastructure (Netherlands) (BBMRI-NL), the Hersenstichting Nederland and the Netherlands Organization for Scientific Research (NWO). We wish to thank all persons who kindly participated in the BIG research. The research leading to these results also receives funding from the European Community's Seventh Framework Programme (FP7/2007– 2013) under grant agreements 602450 (IMAGEMEND) and 602805 (Aggressotype) and from ERC-2010-AdG 268800-NEUROSCHEMA. B.F. is supported by a Vici grant from the NWO (grant 016.130.669). Brain Genomics Superstruct Project (GSP): Data were provided [in part] by the Brain GSP of Harvard University and the Massachusetts General Hospital, with support from the Center for Brain Science Neuroinformatics Research Group, the Athinoula A. Martinos Center for Biomedical Imaging and the Center for Human Genetic Research. Twenty individual investigators at Harvard and Massachusetts General Hospital generously contributed data to GSP. GIG: The GIG (Genomic Imaging Göttingen) sample was established at the Center for Translational Research in Systems Neuroscience and Psychiatry at Göttingen University. We thank M. Keil, E. Diekhof, T. Melcher and I. Henseler for assistance in MRI data acquisition, and E. Binder and H. Mohr for help with genotyping. We are grateful to all persons who kindly participated in the GIG study. IMAGEN: IMAGEN was supported by the European Union-funded FP6 Integrated Project IMAGEN (Reinforcement-Related Behaviour in Normal Brain Function and Psychopathology) (LSHM-CT- 2007-037286), the FP7 projects IMAGEMEND (602450) and MATRICS (603016), and the Innovative Medicine Initiative Project EU-AIMS (115300-2), the Medical Research Council programme grant “Developmental pathways into adolescent substance abuse” (93558), as well as the NIHR Biomedical Research Center “Mental Health”. Further support was provided by the Swedish Research Council (FORMAS) and the BMBF (eMED SysAlc 01ZX1311A; Forschungsnetz AERIAL; 1EV0711). MooDS: The establishment of the MooDS sample was funded by the BMBF through the Integrated Genome Research Network MooDS (grant 01GS08144 to M.M.N. and S.C., grant 01GS08147 to M.R. and A.M.-L. and grant 01GS08148 to A. Heinz), under the auspices of the National Genome Research Network plus (NGFNplus), and through the Integrated Network IntegraMent, under the auspices of the e:Med Programme (grant 01ZX1314A to M.M.N., grant 01ZX1314C to H. Walter, grant 01ZX1314G to M.R.). MPIP: The MPIP Munich Morphometry Sample comprises images acquired as part of the Munich Antidepressant Response Signature Study and the Recurrent Unipolar Depression (RUD) Case-Control study performed at the MPIP, and control subject data acquired at the Ludwig Maximilians University, Munich, Department of Psychiatry. We wish to acknowledge A. Olynyik and radiographers R. Schirmer, E. Schreiter, R. Borschke and I. Eidner for image acquisition and data preparation. We thank D.P. Auer for local study management in the initial phase of the RUD study. We are grateful to GlaxoSmithKline for providing the genotypes of the RUD case-control sample. We thank the staff of the Center of Applied Genotyping for generating the genotypes of the MARS cohort. The study is supported by a grant of the Exzellenz-Stiftung of the Max Planck Society. This work has also been funded by the BMBF in the framework of the National Genome Research Network (NGFN), FKZ 01GS0481. NCNG: Sample collection was supported by grants from the Bergen Research Foundation and the University of Bergen, the Dr Einar Martens Fund, the K.G. Jebsen Foundation and the Research Council of Norway, to S.L.H., V.M.S. and T.E. NESDA: Funding was obtained from the Netherlands Organization for Scientific Research (Geestkracht program grant 10-000-1002), the Center for Medical Systems Biology (CSMB, NWO Genomics), Biobanking and Biomolecular Resources Research Infrastructure (BBMRI-NL), VU University's Institutes for Health and Care Research (EMGO+) and Neuroscience Campus Amsterdam, University Medical Center Groningen, Leiden University Medical Center and NIH (R01D0042157-01A, MH081802, Grand Opportunity grants 1RC2 MH089951 and 1RC2 MH089995). Part of the genotyping and analyses were funded by the Genetic Association Information Network (GAIN) of the Foundation for the National Institutes of Health. Computing was supported by BiG Grid, the Dutch e-Science Grid, which is financially supported by NWO. NeuroIMAGE: NeuroIMAGE was supported by NIH grant R01MH62873 (to S.V. Faraone), NWO large investment grant 1750102007010 (to J. Buitelaar) and grants from Radboud University Nijmegen Medical Center, University Medical Center Groningen and Accare, and VU University Amsterdam. The research leading to these results also receives funding from the European Community's Seventh Framework Programme (FP7/2007– 2013) under grant agreements 602450 (IMAGEMEND), 278948 (TACTICS) and 602805 (Aggressotype). NTR-Adults and Brainscale: We would like to thank all twin participants from the Netherlands Twin Register. The NTR-Adult and Brainscale studies were supported by the NWO (MW904-61-193 (E.J.C.d.G. and D.I.B.), MaGW-nr 400-07-080 (D.v.t.E.), MagW 480-04-004 (D.B), (51.02.060 (H.H.), 668.772 (D.B. and H.H.); NWO/SPI 56-464-14192 (D.B.), the European Research Council (ERC-230374) (D.B.), High Potential Grant Utrecht University (H.H.), NWO Brain and Cognition 433-09-220 (H.H.) and the Neuroscience Campus Amsterdam. Older Australian Twins Study (OATS): We would like to acknowledge and thank the OATS participants, their supporters and respective research teams. OATS is supported by Australian National Health and Medical Research Council (NHMRC)/Australian Research Council Strategic Award 401162 and NHMRC project grant 1045325 to P.S.S. and colleagues. OATS was facilitated through access to the Australian Twin Registry, a national research resource supported by NHMRC enabling grant 310667, administered by the University of Melbourne. DNA was extracted by Genetic Repositories Australia, an Enabling Facility supported by NHMRC grant 401184. OATS genotyping was partly funded by a Commonwealth Scientific and Industrial Research Organisation Flagship Collaboration Fund grant. H.B. is supported by the Australian Government funded Dementia Collaborative Research Centre, UNSW. N.J.A. was supported by NHMRC project grant 525453 and K.A.M. is supported by an Alzheimer's Australia Dementia Research Foundation postdoctoral fellowship and NHMRC capacity building grant 568940. QTIM: D.P.H., N.J., C.R.K.C. and P.M.T. are supported, in part, by NIH grants R01 NS080655, R01AG040060, R01 EB008432, R01 MH097268, U01 AG024904, R01 MH085667, R01 MH089722, P41 EB015922 and R01 MH094343. R.K.W. is supported by National Science Foundation (BCS-1229450). J.L.S. was supported by the NIMH (K99MH102357) and Autism Speaks. S.E.M. and G.I.d.Z. are supported by Future Fellowships (FT110100548, FT0991634) from the Australian Research Council, and G.W.M. is supported by an NHMRC fellowship (619667). The QTIM study is supported by grants from the NIH (R01 HD050735) and the NHMRC (389875, 486682, 1009064). We thank the twins and siblings for their participation, M. Grace and A. Eldridge for twin recruitment, A. Al Najjar and other radiographers for scanning, K. McAloney and D. Park for research support, and A. Henders and staff for DNA sample processing and preparation. SHIP: The Study of Health in Pomerania (SHIP) is supported by the BMBF (grants 01ZZ9603, 01ZZ0103 and 01ZZ0403) and the DFG (GR 1912/5-1). Genome-wide data and MRI scans were supported by a joint grant from Siemens Healthcare, Erlangen, Germany, and the Federal State of Mecklenburg–West Pomerania. SHIP-TREND-0: This cohort is part of the Community Medicine Research (CMR) net of the University of Greifswald, which is funded by the BMBF and the German Ministry of Cultural Affairs, as well as by the Social Ministry of the Federal State of Mecklenburg–West Pomerania. CMR encompasses several research projects that share data from SHIP. MRI scans were supported by a joint grant from Siemens Healthcare, Erlangen, Germany, and the Federal State of Mecklenburg–West Pomerania. The SHIP authors are grateful to M. Stanke for the opportunity to use his server cluster for SNP imputation as well as to H. Prokisch and T. Meitinger (HelmholtzZentrum München) for genotyping the SHIP-TREND cohort, which was supported by the BMBF (grant 03ZIK012). We thank all staff members and participants of the SHIP studies, as well as all of the genotyping staff for generating the SHIP SNP data set. D.J. is supported by a scholarship from the Gerhard-Domagk Programme of the University Medicine Greifswald. Sydney Memory and Ageing Study (Sydney MAS): We would like to thank the Sydney MAS participants, their supporters and respective research teams. Sydney MAS was supported by NHMRC program grants 350833 and 568969 to P.S.S., H.B. and G. Andrews. DNA was extracted by Genetic Repositories Australia, an Enabling Facility supported by NHMRC grant 401184. H.B. is supported by the Australian Government funded Dementia Collaborative Research Centre, UNSW. N.J.A. was supported by NHMRC project grant 525453 and K.A.M. is supported by an Alzheimer's Australia Dementia Research Foundation postdoctoral fellowship. Both S. Reppermund and K.A.M. are supported by NHMRC capacity building grant 568940. Data used in preparing this article were obtained from the ADNI database (http://adni.loni.usc.edu/). Many investigators in ADNI contributed to the design and implementation of ADNI and/or provided data but did not participate in analysis or writing of this report. A complete listing of ADNI investigators can be found at http://adni.loni.usc.edu/wp-content/uploads/how_to_apply/ADNI_Acknowledgement_List.pdf.
Author information
Author notes
- Barbara Franke
- , Jason L Stein
- , Stephan Ripke
- , Stephan Ripke
- , Derrek P Hibar
- , Jason L Stein
- , Miguel E Renteria
- , Alejandro Arias-Vasquez
- & Sylvane Desrivières
These authors contributed equally to this work.
- Benjamin M Neale
- , Patrick F Sullivan
- , Michael C O'Donovan
- , Nicholas G Martin
- , Margaret J Wright
- , Gunter Schumann
- , Barbara Franke
- , Paul M Thompson
- , Sarah E Medland
- , Michael C O'Donovan
- , Paul M Thompson
- , Benjamin M Neale
- , Sarah E Medland
- & Patrick F Sullivan
These authors jointly directed this work.
Affiliations
Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands.
- Barbara Franke
- , Kimm J E van Hulzen
- , Alejandro Arias-Vasquez
- , Janita Bralten
- , Martine Hoogman
- , Marieke Klein
- , Marjolein M J van Donkelaar
- , Marina M H Hakobjan
- , Angelien J G A M Heister
- , Remco R R Makkinje
- , Marlies A M Naber
- , Saskia S L van der Marel
- , Jeanette C Mostert
- , Han G Brunner
- & Hans van Bokhoven
Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands.
- Barbara Franke
- & Alejandro Arias-Vasquez
Donders Institute for Brain, Cognition and Behaviour, Raboud University, Nijmegen, the Netherlands.
- Barbara Franke
- , Kimm J E van Hulzen
- , Alejandro Arias-Vasquez
- , Janita Bralten
- , Martine Hoogman
- , Marieke Klein
- , Marjolein M J van Donkelaar
- , Marcel P Zwiers
- , Marina M H Hakobjan
- , Angelien J G A M Heister
- , Remco R R Makkinje
- , Marlies A M Naber
- , Saskia S L van der Marel
- , Jeanette C Mostert
- , Han G Brunner
- , Jan K Buitelaar
- , Hans van Bokhoven
- , Guillén Fernández
- , Simon E Fisher
- & Clyde Francks
Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, California, USA.
- Jason L Stein
- , Derrek P Hibar
- & Paul M Thompson
Neurogenetics Program, Department of Neurology, UCLA School of Medicine, Los Angeles, California, USA.
- Jason L Stein
Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, USA.
- Stephan Ripke
- , Verneri Anttila
- , Benjamin M Neale
- , Kai-How Farh
- , Brendan Bulik-Sullivan
- , Hailiang Huang
- , Menachem Fromer
- , Jacqueline I Goldstein
- , Mark J Daly
- & Raymond K Walters
Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.
- Stephan Ripke
- , Verneri Anttila
- , Jordan W Smoller
- , Phil Lee
- , Benjamin M Neale
- , Brendan Bulik-Sullivan
- , Richard A Belliveau Jr
- , Sarah E Bergen
- , Elizabeth Bevilacqua
- , Kimberley D Chambert
- , Menachem Fromer
- , Giulio Genovese
- , Colm O'Dushlaine
- , Edward M Scolnick
- , Steven A McCarroll
- , Jennifer L Moran
- , Aarno Palotie
- , Tracey L Petryshen
- & Mark J Daly
Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany.
- Stephan Ripke
- , Susanne Erk
- , Andreas Heinz
- , Sebastian Mohnke
- , Nina Romanczuk-Seiferth
- & Henrik Walter
Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands.
- Alejandro Arias-Vasquez
- , Janita Bralten
- , Jan K Buitelaar
- & Guillén Fernández
Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, USA.
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- , Phil Lee
- , Benjamin M Neale
- , Menachem Fromer
- & Aarno Palotie
Department of Psychiatry, Harvard Medical School, Boston, Massachusetts, USA.
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- , Phil Lee
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- , Robert W McCarley
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FMRIB Centre, University of Oxford, Oxford, UK.
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Department of Statistics & Warwick Manufacturing Group, University of Warwick, Coventry, UK.
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Departments of Psychiatry & Human Genetics, Virginia Commonwealth University, Richmond, Virginia, USA.
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Division of Psychiatry, Royal Edinburgh Hospital, Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK.
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Intramural Research Program, National Institutes of Health, US Department of Health & Human Services, Bethesda, Maryland, USA.
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Central Institute of Mental Health, Medical Faculty Mannheim, University Heidelberg, Mannheim, Germany.
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Department of Biomedicine, Aarhus University, Aarhus, Denmark.
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The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus and Copenhagen, Denmark.
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Center for integrated Sequencing, iSEQ, Aarhus University, Aarhus, Denmark.
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NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
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Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway.
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Center for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center, Goettingen, Germany.
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Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales (UNSW), Sydney, New South Wales, Australia.
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Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, New South Wales, Australia.
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Department of Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, Santander, Spain.
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Cibersam (Centro Investigación Biomédica en Red Salud Mental), Madrid, Spain.
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Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA.
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Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA.
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Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA.
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Department of Child and Adolescent Psychiatry, Faculty of Medicine and University Hospital, Technische Universität Dresden, Dresden, Germany.
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Georgia State University, Atlanta, Georgia, USA.
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Mind Research Network, Albuquerque, New Mexico, USA.
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QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
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School of Psychology, University of Queensland, Brisbane, Queensland, Australia.
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MRC Centre for Neuropsychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK.
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Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
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Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA.
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Department of Psychiatry, University of North Carolina, Chapel Hill, North Carolina, USA.
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Eli Lilly and Company Limited, Erl Wood Manor, Sunninghill Road, Windlesham, Surrey, UK.
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Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, King's College London, London, UK.
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Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway.
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Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm, Sweden.
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- , Erik Söderman
- & Erik G Jönsson
State Mental Hospital, Haar, Germany.
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Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA.
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Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, Georgia, USA.
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Department of Psychiatry and Behavioral Sciences, Atlanta Veterans Affairs Medical Center, Atlanta, Georgia, USA.
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Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, USA.
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Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Göttingen, Germany.
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Department of Medical Genetics, University of Pécs, Pécs, Hungary.
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Szentagothai Research Center, University of Pécs, Pécs, Hungary.
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Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.
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University Medical Center Groningen, Department of Psychiatry, University of Groningen, the Netherlands.
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School of Nursing, Louisiana State University Health Sciences Center, New Orleans, Louisiana, USA.
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Center for Brain Science, Harvard University, Cambridge, Massachusetts, USA.
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Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA.
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Department of Human Genetics, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
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Schizophrenia Research Institute, Sydney, New South Wales, Australia.
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Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia.
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School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia.
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Centre Hospitalier du Rouvray and INSERM U1079 Faculty of Medicine, Rouen, France.
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Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, California, USA.
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School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia.
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Royal Brisbane and Women's Hospital, University of Queensland, Brisbane, Queensland, Australia.
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Institute of Psychology, Chinese Academy of Science, Beijing, China.
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State Key Laboratory for Brain and Cognitive Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.
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Department of Psychiatry, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China.
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Castle Peak Hospital, Hong Kong, China.
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Institute of Mental Health, Singapore, Singapore.
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Department of Psychiatry, Washington University, St. Louis, Missouri, USA.
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Blue Note Biosciences, Princeton, New Jersey, USA.
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Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK.
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Department of Psychiatry, University of Regensburg, Regensburg, Germany.
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Folkhälsan Research Center, Helsinki, Finland, Biomedicum Helsinki, Helsinki, Finland.
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National Institute for Health and Welfare, Helsinki, Finland.
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Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia.
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Academic Medical Centre University of Amsterdam, Department of Psychiatry, Amsterdam, the Netherlands.
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Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
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School of Electrical Engineering and Computer Science, University of Newcastle, Newcastle, New South Wales, Australia.
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Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, New South Wales, Australia.
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Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel, Switzerland.
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Department of Medical Genetics, Medical University, Sofia, Bulgaria.
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Department of Psychology, University of Colorado Boulder, Boulder, Colorado, USA.
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Department of Biology and Medical Genetics, 2nd Faculty of Medicine and University Hospital Motol, Prague, Czech Republic.
- Hana Kuzelova-Ptackova
Department of Child and Adolescent Psychiatry, Pierre and Marie Curie Faculty of Medicine, Paris, France.
- Claudine Laurent
Duke–National University Singapore Graduate Medical School, Singapore, Singapore.
- Jimmy Lee Chee Keong
Department of Psychiatry, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.
- Bernard Lerer
Centre for Genomic Sciences, The University of Hong Kong, Hong Kong, China.
- Miaoxin Li
- & Pak C Sham
Mental Health Centre and Psychiatric Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
- Tao Li
Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA.
- Kung-Yee Liang
Department of Psychiatry, Columbia University, New York, New York, USA.
- Jeffrey Lieberman
- & T Scott Stroup
Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland.
- Jouko Lönnqvist
- & Jaana Suvisaari
Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University in Szczecin, Szczecin, Poland.
- Jan Lubinski
Department of Biology and Medical Genetics, 2nd Faculty of Medicine and University Hospital Motol, Prague, Czech Republic.
- Milan Macek Jr
Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA.
- Brion S Maher
Department of Psychiatry, University of Bonn, Bonn, Germany.
- Wolfgang Maier
Centre National de la Recherche Scientifique, Laboratoire de Génétique Moléculaire de la Neurotransmission et des Processus Neurodégénératifs, Hôpital de la Pitié Salpêtrière, Paris, France.
- Jacques Mallet
Research Unit, Sørlandet Hospital, Kristiansand, Norway.
- Morten Mattingsdal
Department of Psychiatry, National University of Ireland Galway, County Galway, Ireland.
- Colm McDonald
Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Mannheim, Germany.
- Sandra Meier
- & Jana Strohmaier
Estonian Genome Center, University of Tartu, Tartu, Estonia.
- Andres Metspalu
- , Lili Milani
- & Mari Nelis
School of Psychology, University of Newcastle, Newcastle, New South Wales, Australia.
- Patricia T Michie
First Psychiatric Clinic, Medical University, Sofia, Bulgaria.
- Vihra Milanova
Eli Lilly and Company Limited, Windlesham, Surrey, UK.
- Younes Mokrab
Max Planck Institute of Psychiatry, Munich, Germany.
- Bertram Müller-Myhsok
Institute of Translational Medicine, University of Liverpool, Liverpool, UK.
- Bertram Müller-Myhsok
Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.
- Bertram Müller-Myhsok
Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.
- Kieran C Murphy
King's College London, London, UK.
- Robin M Murray
- & John Powell
Maastricht University Medical Centre, South Limburg Mental Health Research and Teaching Network, EURON, Maastricht, the Netherlands.
- Inez Myin-Germeys
- & Jim Van Os
Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany.
- Igor Nenadic
Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia.
- Deborah A Nertney
- & Bryan J Mowry
Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
- Gerald Nestadt
- & Ann E Pulver
Department of Psychiatry, Trinity College Dublin, Dublin, Ireland.
- Kristin K Nicodemus
Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana, USA.
- Laura Nisenbaum
Department of Clinical Sciences, Psychiatry, Umeå University, Umeå, Sweden.
- Annelie Nordin
- & Rolf Adolfsson
DETECT Early Intervention Service for Psychosis, Blackrock, County Dublin, Ireland.
- Eadbhard O'Callaghan
Centre for Public Health, Institute of Clinical Sciences, Queen's University Belfast, Belfast, UK.
- F Anthony O'Neill
Lawrence Berkeley National Laboratory, University of California at Berkeley, Berkeley, California, USA.
- Sang-Yun Oh
Institute of Psychiatry, King's College London, London, UK.
- Jim Van Os
- & Rocio Perez-Iglesias
Melbourne Neuropsychiatry Centre, University of Melbourne & Melbourne Health, Melbourne, Victoria, Australia.
- Christos Pantelis
Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland.
- Tiina Paunio
- & Olli Pietiläinen
Department of Psychiatry, University of Helsinki, Helsinki, Finland.
- Tiina Paunio
Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland.
- Olli Pietiläinen
Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
- Shaun M Purcell
- , Panos Roussos
- & Pamela Sklar
Department of Psychiatry, University of Oxford, Oxford, UK.
- Digby Quested
- & Simon Lovestone
Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
- Panos Roussos
- & Pamela Sklar
Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois, USA.
- Alan R Sanders
- & Pablo V Gejman
PharmaTherapeutics Clinical Research, Pfizer Worldwide Research and Development, Cambridge, Massachusetts, USA.
- Christian R Schubert
- & Jens R Wendland
Department of Psychiatry and Psychotherapy, University of Gottingen, Gottingen, Germany.
- Thomas G Schulze
- & Knut Schnell
Psychiatry and Psychotherapy Clinic, University of Erlangen, Erlangen, Germany.
- Sibylle G Schwab
Hunter New England Health Service, Newcastle, New South Wales, Australia.
- Rodney J Scott
Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, USA.
- Jianxin Shi
Research and Development, Bronx Veterans Affairs Medical Center, New York, New York, USA.
- Jeremy M Silverman
Wellcome Trust Centre for Human Genetics, Oxford, UK.
- Chris C A Spencer
Department of Clinical Neurology, Medical University of Vienna, Vienna, Austria.
- Elisabeth Stogmann
- & Fritz Zimprich
Lieber Institute for Brain Development, Baltimore, Maryland, USA.
- Richard E Straub
- , Daniel R Weinberger
- , Qiang Chen
- , Aaron L Goldman
- & Venkata S Mattay
Department of Medical Genetics, University Medical Centre Utrecht, Utrecht, the Netherlands.
- Eric Strengman
Berkshire Healthcare NHS Foundation Trust, Bracknell, UK.
- Srinivas Thirumalai
Department of Medical Genetics, Medical University, Sofia, Bulgaria.
- Draga Toncheva
Priority Research Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia.
- Paul A Tooney
Department of Psychiatry, University of Oulu, Oulu, Finland.
- Juha Veijola
University Hospital of Oulu, Oulu, Finland.
- Juha Veijola
Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland.
- John Waddington
Health Research Board, Dublin, Ireland.
- Dermot Walsh
Mental Health Centre and Psychiatric Laboratory, West China Hospital, Sichuan University, Chendu, Sichuan, China.
- Qiang Wang
School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Perth, Western Australia, Australia.
- Dieter B Wildenauer
Computational Sciences CoE, Pfizer Worldwide Research and Development, Cambridge, Massachusetts, USA.
- Hualin Simon Xi
Human Genetics, Genome Institute of Singapore, A*STAR, Singapore, Singapore.
- Xuebin Zheng
- & Jianjun Liu
Division of Psychiatry, University of Edinburgh, Edinburgh, UK.
- Douglas H R Blackwood
University College London, London, UK.
- Elvira Bramon
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
- Joseph D Buxbaum
Institute of Neuroscience and Medicine (INM-1), Research Center Juelich, Juelich, Germany.
- Sven Cichon
- & Thomas W Mühleisen
Department of Genetics, The Hebrew University of Jerusalem, Jerusalem, Israel.
- Ariel Darvasi
Neuroscience Discovery and Translational Area, Pharma Research and Early Development, F. Hoffman-La Roche, Basel, Switzerland.
- Enrico Domenici
School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Perth, Western Australia, Australia.
- Assen V Jablensky
Centre for Clinical Research in Neuropsychiatry, School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Medical Research Foundation Building, Perth, Western Australia, Australia.
- Assen V Jablensky
The Perkins Institute for Medical Research, The University of Western Australia, Perth, Western Australia, Australia.
- Assen V Jablensky
The Zucker Hillside Hospital, Glen Oaks, New York, USA.
- Todd Lencz
- & Anil K Malhotra
The Feinstein Institute for Medical Research, Manhasset, New York, USA.
- Todd Lencz
- & Anil K Malhotra
The Hofstra North Shore–Long Island Jewish School of Medicine, Hempstead, New York, USA.
- Todd Lencz
- & Anil K Malhotra
Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.
- Jianjun Liu
Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia.
- Bryan J Mowry
Department of Functional Genomics, Center for Neurogenomics and Cognitive Research, Neuroscience Campus Amsterdam, VU University, Amsterdam, the Netherlands.
- Danielle Posthuma
Department of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU University Medical Center Amsterdam, Amsterdam, the Netherlands.
- Danielle Posthuma
Department of Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam, the Netherlands.
- Danielle Posthuma
University of Aberdeen, Institute of Medical Sciences, Aberdeen, UK.
- David St Clair
Departments of Psychiatry, Neurology, Neuroscience and Institute of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA.
- Daniel R Weinberger
MRC-SGDP Centre, Institute of Psychiatry, King's College London, London, UK.
- Sylvane Desrivières
- , Tianye Jia
- , Christine Macare
- & Gunter Schumann
Imaging Genetics Center, Institute for Neuroimaging & Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, USA.
- Neda Jahanshad
- & Christopher R K Ching
Institut Pasteur, Paris, France.
- Roberto Toro
German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald, Germany.
- Katharina Wittfeld
- & Wolfgang Hoffmann
Department of Psychiatry, University Medicine Greifswald, Greifswald, Germany.
- Katharina Wittfeld
- , Deborah Janowitz
- & Hans J Grabe
Brain Center Rudolf Magnus, Department of Psychiatry, UMC Utrecht, Utrecht, the Netherlands.
- Lucija Abramovic
- , Marc M Bohlken
- , Marco P Boks
- , Kristel R van Eijk
- , Neeltje E M van Haren
- , Rachel M Brouwer
- & Hilleke E Hulshoff Pol
Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå, Sweden.
- Micael Andersson
- , Alireza Salami
- , Lars G Nilsson
- & Lars Nyberg
Brain Research Imaging Centre, University of Edinburgh, Edinburgh, UK.
- Benjamin S Aribisala
- , Natalie A Royle
- , Mark E Bastin
- & Joanna M Wardlaw
Department of Computer Science, Lagos State University, Lagos, Nigeria.
- Benjamin S Aribisala
Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK.
- Benjamin S Aribisala
- , Natalie A Royle
- , Mark E Bastin
- & Joanna M Wardlaw
Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada.
- Manon Bernard
- , Jean Shin
- & Zdenka Pausova
Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, Quebec, Canada.
- M Mallar Chakravarty
Department of Psychiatry and Biomedical Engineering, McGill University, Montreal, Quebec, Canada.
- M Mallar Chakravarty
Biological Psychology, Neuroscience Campus Amsterdam, VU University & VU Medical Center, Amsterdam, the Netherlands.
- Anouk den Braber
- , Iryna O Fedko
- , Jouke-Jan Hottenga
- , Dennis van 't Ent
- , Dorret I Boomsma
- & Eco J C de Geus
NORMENT – KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, Norway.
- Sudheer Giddaluru
- , Vidar M Steen
- & Stephanie LeHellard
Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway.
- Sudheer Giddaluru
- , Vidar M Steen
- & Stephanie LeHellard
Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands.
- Tulio Guadalupe
International Max Planck Research School for Language Sciences, Nijmegen, the Netherlands.
- Tulio Guadalupe
National Institute of Mental Health Intramural Research Program, Bethesda, Maryland, USA.
- Girma Woldehawariat
- , Allison C Nugent
- , Xinmin Liu
- , Wayne C Drevets
- & Dara M Cannon
Center for Neurobehavioral Genetics, University of California, Los Angeles, California, USA.
- Loes M Olde Loohuis
Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh, UK.
- Michelle Luciano
- , David C M Liewald
- , Lorna M Lopez
- , Natalie A Royle
- , Mark E Bastin
- , Ian J Deary
- & Joanna M Wardlaw
Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, the Netherlands.
- Yuri Milaneschi
- , Lianne Schmaal
- , Dick J Veltman
- & Brenda W J H Penninx
Department of Medical and Molecular Genetics, King's College London, London, UK.
- Adaikalavan Ramasamy
- , Mina Ryten
- & Michael E Weale
Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK.
- Adaikalavan Ramasamy
- , Daniah Trabzuni
- , Raphael Gibbs
- , Sebastian Guelfi
- , Dena G Hernandez
- , John Hardy
- & Mina Ryten
Max Planck Institute of Psychiatry, Munich, Germany.
- Philipp G Sämann
- , David Höhn
- , Benno Pütz
- , Christiane Wolf
- , Michael Czisch
- & Florian Holsboer
Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, California, USA.
- Andrew J Schork
Department of Cognitive Sciences, University of California, San Diego, California, USA.
- Andrew J Schork
Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.
- Alexander Teumer
- , Wolfgang Hoffmann
- & Henry Völzke
NORMENT – KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway.
- Lars T Westlye
- & Thomas Espeseth
NORMENT – KG Jebsen Centre, Department of Psychology, University of Oslo, Oslo, Norway.
- Lars T Westlye
- , Ivar Reinvang
- & Thomas Espeseth
Molecular and Cellular Therapeutics, The Royal College of Surgeons, Dublin, 2, Ireland.
- Christopher D Whelan
- , Saud Alhusaini
- , Gianpiero L Cavalleri
- & Norman Delanty
The Oxford Center for Functional MRI of the Brain, Nuffield Department of Clinical Neurosciences, Oxford University, Oxford, UK.
- Anderson M Winkler
Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.
- Saud Alhusaini
UCL Institute of Neurology, University College London, and Epilepsy Society, London, UK.
- Dalia Kasperaviciute
- , Mar Matarin
- & Sanjay M Sisodiya
Department of Medicine, Imperial College London, London, UK.
- Dalia Kasperaviciute
Department of Psychiatry, Yale University, New Haven, Connecticut, USA.
- David R McKay
- & David C Glahn
Olin Neuropsychiatric Research Center, Hartford, Connecticut, USA.
- David R McKay
- & David C Glahn
Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia.
- Daniah Trabzuni
Texas Biomedical Research Institute, San Antonio, Texas, USA.
- Laura Almasy
- , Melanie A Carless
- , Joanne E Curran
- , Ravi Duggirala
- , Thomas D Dyer
- , Harald H H Göring
- , Jack W Kent Jr
- & John Blangero
National Ageing Research Institute, Royal Melbourne Hospital, Melbourne, Victoria, Australia.
- David Ames
Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria, Australia.
- David Ames
Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA.
- Sampath Arepalli
- , Allissa Dillman
- , Raphael Gibbs
- , Dena G Hernandez
- , Michael A Nalls
- , Bryan Traynor
- , Mark R Cookson
- & Andrew Singleton
Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK.
- Mark E Bastin
- , Maria C Valdés Hernández
- & Joanna M Wardlaw
NI Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow, Russia.
- Kazima B Bulayeva
Clinical Research Branch, National Institute on Aging, Baltimore, Maryland, USA.
- Luigi Ferrucci
University of Texas Health Science Center, San Antonio, USA.
- Peter T Fox
- & Rene L Olvera
Biofunctional Imaging, Immunology Frontier Research Center, Osaka University, Osaka, Japan.
- Masaki Fukunaga
Harvard Medical School, Cambridge, Massachusetts, USA.
- Robert C Green
Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.
- Robert C Green
Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Catharina A Hartman
- & Pieter J Hoekstra
Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany.
- Katrin Hegenscheid
- & Norbert Hosten
Department of Psychology, VU University Amsterdam, Amsterdam, the Netherlands.
- Dirk J Heslenfeld
Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany.
- Georg Homuth
Radiology, Mayo Clinic, Rochester, Minnesota, USA.
- Clifford R Jack Jr
FMRIB Centre, University of Oxford, Oxford, UK.
- Mark Jenkinson
NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland, USA.
- Robert Johnson
- & Ronald H Zielke
School of Psychology, University of Sussex, Brighton, UK.
- Ryota Kanai
Institute of Cognitive Neuroscience, University College London, London, UK.
- Ryota Kanai
Department of Psychiatry, University of Maryland, Catonsville, Maryland, USA.
- Peter Kochunov
Neuroscience Research Australia, Sydney, New South Wales, Australia.
- John B Kwok
- & Peter R Schofield
School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia.
- John B Kwok
- & Peter R Schofield
Columbia University Medical Center, New York, USA.
- Xinmin Liu
Lymphocyte Cell Biology Unit, Laboratory of Immunology, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA.
- Dan L Longo
Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland, Australia.
- Katie L McMahon
Ludwig-Maximilians-Universität, Munich, Germany.
- Eva Meisenzahl
Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan.
- Kazutaka Ohi
Department of Neurology, University of Calgary, Calgary, Canada.
- G Bruce Pike
Department of Clinical Neuroscience, University of Calgary, Calgary, Canada.
- G Bruce Pike
Psychiatry and Human Behavior, University of California, Irvine, California, USA.
- Steven G Potkin
Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA.
- Glenn D Rosen
Department of Neurology, Harvard Medical School, Boston, Massachusetts, USA.
- Glenn D Rosen
Department of Neuropathology, MRC Sudden Death Brain Bank Project, University of Edinburgh, Edinburgh, UK.
- Colin Smith
Laboratory of Neuro Imaging, Institute for Neuroimaging and Informatics, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
- Arthur W Toga
Brain Resource Center, Johns Hopkins University, Baltimore, Maryland, USA.
- Juan Troncoso
The Scripps Research Institute, Jupiter, Florida, USA.
- Marcel van der Brug
Leiden University Medical Center, Leiden, the Netherlands.
- Nic J A van der Wee
Neuroimaging Centre, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Marie-Jose van Tol
Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, lowa, USA.
- Thomas H Wassink
Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.
- Eric Westman
Research Resources Branch, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA.
- Alan Zonderman
Faculty of Life Sciences, University of Manchester, Manchester, UK.
- David G Ashbrook
- & Reinmar Hager
Center for Integrative and Translational Genomics, University of Tennessee Health Science Center, Memphis, Tennessee, USA.
- Lu Lu
- & Robert W Williams
Department of Anatomy and Neurobiology, University of Tennessee Health Science Center, Memphis, Tennessee, USA.
- Lu Lu
- & Robert W Williams
The Mind Research Network & LBERI, Albuquerque, New Mexico, USA.
- Vince D Calhoun
Department of ECE, University of New Mexico, Albuquerque, New Mexico, USA.
- Vince D Calhoun
Center for Translational Imaging and Personalized Medicine, University of California, San Diego, California, USA.
- Anders M Dale
Departments of Neurosciences, Radiology, Psychiatry, and Cognitive Science, University of California, San Diego, California, USA.
- Anders M Dale
Avera Institute for Human Genetics, Sioux Falls, South Dakota, USA.
- Gareth E Davies
Neurology Division, Beaumont Hospital, Dublin, Ireland.
- Norman Delanty
Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels, Belgium.
- Chantal Depondt
- & Massimo Pandolfo
Janssen Research & Development, Johnson & Johnson, Raritan, New Jersey, USA.
- Wayne C Drevets
Department of Psychiatry, University of Iowa, Iowa City. lowa, USA.
- Beng-Choon Ho
Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany.
- Matthias Nauck
Center for Imaging of Neurodegenerative Disease, San Francisco Veterans Affairs Medical Center, University of California, San Francisco, USA.
- Michael W Weiner
Department of Child Psychiatry, Erasmus University Medical Centre, Rotterdam, the Netherlands.
- Tonya White
Department of Radiology, Erasmus University Medical Centre, Rotterdam, the Netherlands.
- Tonya White
- , Hieab H H Adams
- & M Arfan Ikram
Clinical Neuroimaging Laboratory, College of Medicine, Nursing and Health Sciences, National University of Ireland Galway, Galway, Ireland.
- Dara M Cannon
Department of Psychiatry and Psychotherapy, HELIOS Hospital Stralsund, Stralsund, Germany.
- Hans J Grabe
Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Osaka, Japan.
- Ryota Hashimoto
Medical University of Lodz, Lodz, Poland.
- Iwona Kloszewska
Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy.
- Patrizia Mecocci
Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada.
- Tomas Paus
Departments of Psychology and Psychiatry, University of Toronto, Ontario, Canada.
- Tomas Paus
Departments of Physiology and Nutritional Sciences, University of Toronto, Ontario, Canada.
- Zdenka Pausova
Department of Neuroimaging, Institute of Psychiatry, King's College London, London, UK.
- Andy Simmons
Biomedical Research Centre for Mental Health, King's College London, London, UK.
- Andy Simmons
Biomedical Research Unit for Dementia, King's College London, London, UK.
- Andy Simmons
Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio, Finland.
- Hilkka Soininen
Neurocentre Neurology, Kuopio University Hospital, Kuopio, Finland.
- Hilkka Soininen
Department of Epidemiology, Erasmus University Medical Centre, Rotterdam, the Netherlands.
- Hieab H H Adams
- , Sven J van der Lee
- , Cornelia M van Duijn
- & M Arfan Ikram
Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Bethesda, Maryland, USA.
- Lenore J Launer
Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria.
- Stephan Seiler
- & Reinhold Schmidt
INSERM U897, University of Bordeaux, Bordeaux, France.
- Ganesh Chauhan
Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA.
- Claudia L Satizabal
- & Sudha Seshadri
Framingham Heart Study, Framingham, Massachusetts, USA.
- Claudia L Satizabal
- & Sudha Seshadri
Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
- James T Becker
Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
- James T Becker
Department of Psychology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
- James T Becker
General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA.
- Lisa Yanek
Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.
- Maritza Ebling
- , Bruce Fischl
- , Douglas Greve
- & Louis N Vinke
Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.
- Maritza Ebling
- , Bruce Fischl
- , Douglas Greve
- & Louis N Vinke
Department of Neurology University of Washington, Seattle, Washington, USA.
- W T Longstreth
Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria.
- Helena Schmidt
Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
- Paul Nyquist
Department of Biostatistics, Boston University School of Public Health, Boston, Massachuestts, USA.
- Xue Luting
UMR5296, Centre d'études scientifiques et techniques d'Aquitaine and University of Bordeaux, Bordeaux, France.
- Bernard Mazoyer
Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA.
- Joshua C Bis
Icelandic Heart Association, Kopavogur, University of Iceland, Faculty of Medicine, Reykjavik, Iceland.
- Vilmundur Gudnason
Consortia
Schizophrenia Working Group of the Psychiatric Genomics Consortium
- Stephan Ripke
- , Benjamin M Neale
- , Aiden Corvin
- , James T R Walters
- , Kai-How Farh
- , Peter A Holmans
- , Phil Lee
- , Brendan Bulik-Sullivan
- , David A Collier
- , Hailiang Huang
- , Tune H Pers
- , Ingrid Agartz
- , Esben Agerbo
- , Margot Albus
- , Madeline Alexander
- , Farooq Amin
- , Silviu A Bacanu
- , Martin Begemann
- , Richard A Belliveau Jr
- , Judit Bene
- , Sarah E Bergen
- , Elizabeth Bevilacqua
- , Tim B Bigdeli
- , Donald W Black
- , Richard Bruggeman
- , Nancy G Buccola
- , Randy L Buckner
- , William F Byerley
- , Wiepke Cahn
- , Guiqing Cai
- , Murray J Cairns
- , Dominique Campion
- , Rita M Cantor
- , Vaughan J Carr
- , Noa Carrera
- , Stanley V Catts
- , Kimberley D Chambert
- , Raymond C K Chan
- , Eric Y H Chen
- , Ronald Y L Chen
- , Wei Cheng
- , Eric F C Cheung
- , Siow Ann Chong
- , C Robert Cloninger
- , David Cohen
- , Nadine Cohen
- , Paul Cormican
- , Nick Craddock
- , Benedicto Crespo-Facorro
- , James J Crowley
- , David Curtis
- , Michael Davidson
- , Kenneth L Davis
- , Franziska Degenhardt
- , Jurgen Del Favero
- , Lynn E DeLisi
- , Ditte Demontis
- , Dimitris Dikeos
- , Timothy Dinan
- , Srdjan Djurovic
- , Gary Donohoe
- , Elodie Drapeau
- , Jubao Duan
- , Frank Dudbridge
- , Peter Eichhammer
- , Johan Eriksson
- , Valentina Escott-Price
- , Laurent Essioux
- , Ayman H Fanous
- , Martilias S Farrell
- , Josef Frank
- , Lude Franke
- , Robert Freedman
- , Nelson B Freimer
- , Joseph I Friedman
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Contributions
Study conception and supervision: B. Franke, B.M.N., J.L.S., M.C.O'D., P.F.S., P.M.T., S.E.M. Design of ENIGMA or PGC: A.A.-V., A.M.M., B. Franke, B.M.N., D.P.H., J.A.T., J.L.S., J.W.S., K.J.E.v.H., M.C.N., M.C.O'D., O.A.A., P.F.S., P.L., P.M.T., S.E.M., S. Ripke, T.E.N., V.A., Y.Y., Y.Y.W.H. Obtained funding: B. Franke, M.C.O'D., M.J.W., N.G.M., P.F.S., P.M.T. Provided samples: PGC2 Schizophrenia Working Group and ENIGMA2 Consortium. Conducted analyses: A.A.-V., B.M.N., D.P.H., J.L.S., K.J.E.v.H., M.C.N., P.L., S.E.M., S. Ripke, T.E.N., V.A., Y.Y.W.H. Writing group: A.A.-V., B. Franke, B.M.N., D.P.H., J.L.S., K.J.E.v.H., M.C.O'D., P.F.S., P.M.T., S.E.M., S. Ripke, V.A. All authors reviewed and approved the final version of this manuscript.
Competing interests
Some of the authors or collaborators were employees of the following pharmaceutical companies: Pfizer (C.R.S., J.R.W., H.S.X.), F. Hoffman-La Roche (E. Domenici, L.E.), Eli Lilly (D.A.C., Y. Mokrab, L. Nisenbaum) and Janssen (S. Gopal, D. Wang, Q.S.L., N. Cohen). None of these companies influenced the design of the study, the interpretation of the data or the amount of data reported, or financially profit by publication of the results, which are precompetitive.
Corresponding authors
Correspondence to Barbara Franke or Patrick F Sullivan.
Integrated supplementary information
Supplementary figures
- 1.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA nucleus accumbens volume
- 2.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA amygdala volume.
- 3.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA caudate nucleus volume.
- 4.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA hippocampus volume.
- 5.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA ICV.
- 6.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA pallidum volume.
- 7.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA putamen volume.
- 8.
P-value-based meta-analysis between PGC schizophrenia (SCZ) and ENIGMA thalamus volume.
- 9.
Conjunction analysis: regional plots of genetic loci that influence both risk for schizophrenia and brain structure
- 10.
Comparison of SNP effect sizes
Supplementary information
PDF files
- 1.
Supplementary Text and Figures
Supplementary Figures 1–10 and Supplementary Table 4
- 2.
Supplementary Methods Checklist
Excel files
- 1.
Supplementary Table 1: Characteristics of the PGC schizophrenia and ENIGMA data sets
Tag refers to the PGC sample identifier. The numbers shown are before exclusion of overlap with ENIGMA.
- 2.
Supplementary Table 2: Reciprocal look-up of genome-wide significant findings in the other data set
Panels 1–8: Shown are LD-independent genome-wide significant SNP associations for schizophrenia from the final analysis (sorted by genomic position according to UCSC hg19/NCBI Build 37). Markers are ranked from 1 to 128 in order of significance. Insertion/deletion variants are given in the form “chrA_B_C” where A = chromosome, B = position, and C = insertion (I) or deletion (D). Column A12 has the SNP alleles, with the first allele (a1) the reference allele for the frequency and odds ratio columns. Frq = frequency of allele 1. Chr and Position denote the associated region surrounding the index SNP containing 1 or more SNPs in LD (r2 > 0.6) with the index SNP. OR = odds ratio for allele 1, CI = 95% confidence interval for OR. Effect = effect size for allele 1, CI = 95% confidence interval for the effect size and are provided in units of mm3 per effect allele. †Top finding from schizophrenia (rs115329265) was not available in ENIGMA and was replaced by a SNP in moderate LD (6:28305863R; r2 = 0.64). *X-chromosome-located SNPs were excluded because X-chromosomal information was not available in ENIGMA. **rs77149735 was not available in ENIGMA and could not be replaced by a SNP in moderate or high LD. Panel 9: The allele frequency (Freq) and effect size (Effect) are given with reference to allele 1 (A1). CI = 95% confidence interval for the effect size and is provided in units of mm3 per effect allele. OR = odds ratio for allele 1, CI = 95% confidence interval for OR.
- 3.
Supplementary Table 3: P-values for the PGC SCZ and ENIGMA volumes and combined meta-analyses
The combined meta-analysis results for each brain volume was ‘clumped’ with the 1000 Genomes V3 reference panel for Europeans using PLINK. P-value-informed LD clumping was done using 5 × 10-8 as significance threshold for index SNPs, 5 × 10-6 as secondary significance threshold for clumped SNPs, 0.8 as LD r2 threshold, and 1 MB as physical distance threshold.
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