Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences.


Journal

Nature genetics
ISSN: 1546-1718
Titre abrégé: Nat Genet
Pays: United States
ID NLM: 9216904

Informations de publication

Date de publication:
02 2019
Historique:
received: 26 01 2018
accepted: 07 11 2018
pubmed: 16 1 2019
medline: 25 4 2019
entrez: 16 1 2019
Statut: ppublish

Résumé

Humans vary substantially in their willingness to take risks. In a combined sample of over 1 million individuals, we conducted genome-wide association studies (GWAS) of general risk tolerance, adventurousness, and risky behaviors in the driving, drinking, smoking, and sexual domains. Across all GWAS, we identified hundreds of associated loci, including 99 loci associated with general risk tolerance. We report evidence of substantial shared genetic influences across risk tolerance and the risky behaviors: 46 of the 99 general risk tolerance loci contain a lead SNP for at least one of our other GWAS, and general risk tolerance is genetically correlated ([Formula: see text] ~ 0.25 to 0.50) with a range of risky behaviors. Bioinformatics analyses imply that genes near SNPs associated with general risk tolerance are highly expressed in brain tissues and point to a role for glutamatergic and GABAergic neurotransmission. We found no evidence of enrichment for genes previously hypothesized to relate to risk tolerance.

Identifiants

pubmed: 30643258
doi: 10.1038/s41588-018-0309-3
pii: 10.1038/s41588-018-0309-3
pmc: PMC6713272
mid: NIHMS1046638
doi:

Types de publication

Journal Article Meta-Analysis Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

245-257

Subventions

Organisme : NICHD NIH HHS
ID : P01 HD031921
Pays : United States
Organisme : Biotechnology and Biological Sciences Research Council
ID : BB/F022441/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/N01104X/2
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : R56 AG042568
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG033678
Pays : United States
Organisme : NICHD NIH HHS
ID : R03 HD097630
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG010161
Pays : United States
Organisme : Medical Research Council
ID : G0600237
Pays : United Kingdom
Organisme : Medical Research Council
ID : G0901461
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 208806/Z/17/Z
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/K026992/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : G1001799
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : R01 AG017917
Pays : United States
Organisme : Medical Research Council
ID : MC_UU_00007/10
Pays : United Kingdom
Organisme : Medical Research Council
ID : G0100594
Pays : United Kingdom
Organisme : NICHD NIH HHS
ID : P2C HD066613
Pays : United States
Organisme : Medical Research Council
ID : MC_UU_12013/4
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : P01 AG005842
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG012810
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG042568
Pays : United States
Organisme : NIA NIH HHS
ID : T32 AG000186
Pays : United States
Organisme : Biotechnology and Biological Sciences Research Council
ID : BB/F019394/1
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : R01 AG015819
Pays : United States
Organisme : Cancer Research UK
ID : 10119
Pays : United Kingdom

Investigateurs

Michelle Agee (M)
Babak Alipanahi (B)
Robert K Bell (RK)
Katarzyna Bryc (K)
Sarah L Elson (SL)
Nicholas A Furlotte (NA)
Karen E Huber (KE)
Nadia K Litterman (NK)
Jennifer C McCreight (JC)
Matthew H McIntyre (MH)
Joanna L Mountain (JL)
Carrie A M Northover (CAM)
Steven J Pitts (SJ)
J Fah Sathirapongsasuti (JF)
Olga V Sazonova (OV)
Janie F Shelton (JF)
Suyash Shringarpure (S)
Chao Tian (C)
Joyce Y Tung (JY)
Vladimir Vacic (V)
Catherine H Wilson (CH)
Mawussé Agbessi (M)
Habibul Ahsan (H)
Isabel Alves (I)
Anand Andiappan (A)
Philip Awadalla (P)
Alexis Battle (A)
Frank Beutner (F)
Marc Jan Bonder (M)
Dorret I Boomsma (DI)
Mark Christiansen (M)
Annique Claringbould (A)
Patrick Deelen (P)
Tõnu Esko (T)
Marie-Julie Favé (MJ)
Lude Franke (L)
Timothy Frayling (T)
Sina A Gharib (SA)
Gregory Gibson (G)
Bastiaan Heijmans (B)
Gibran Hemani (G)
Rick Jansen (R)
Mika Kähönen (M)
Anette Kalnapenkis (A)
Silva Kasela (S)
Johannes Kettunen (J)
Yungil Kim (Y)
Holger Kirsten (H)
Peter Kovacs (P)
Knut Krohn (K)
Jaanika Kronberg-Guzman (J)
Viktorija Kukushkina (V)
Zoltan Kutalik (Z)
Bernett Lee (B)
Terho Lehtimäki (T)
Markus Loeffler (M)
Urko M Marigorta (UM)
Andres Metspalu (A)
Lili Milani (L)
Grant W Montgomery (GW)
Martina Müller-Nurasyid (M)
Matthias Nauck (M)
Michel G Nivard (MG)
Brenda Penninx (B)
Markus Perola (M)
Natalia Pervjakova (N)
Brandon Pierce (B)
Joseph Powell (J)
Holger Prokisch (H)
Bruce M Psaty (BM)
Olli Raitakari (O)
Susan Ring (S)
Samuli Ripatti (S)
Olaf Rotzchke (O)
Sina Rüeger (S)
Ashis Saha (A)
Markus Scholz (M)
Katharina Schramm (K)
Ilkka Seppälä (I)
Michael Stumvoll (M)
Patrick Sullivan (P)
Peter-Bram T Hoen (PT)
Alexander Teumer (A)
Joachim Thiery (J)
Lin Tong (L)
Anke Tönjes (A)
Jenny van Dongen (JV)
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Peter M Visscher (PM)
Uwe Völker (U)
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Harm-Jan Westra (HJ)
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Biao Zeng (B)
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James J Lee (JJ)
Tune H Pers (TH)
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Guo-Bo Chen (GB)
Valur Emilsson (V)
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Auteurs

Richard Karlsson Linnér (R)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands. r.karlssonlinner@vu.nl.
Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands. r.karlssonlinner@vu.nl.
Department of Economics, VU University Amsterdam, Amsterdam, the Netherlands. r.karlssonlinner@vu.nl.

Pietro Biroli (P)

Department of Economics, University of Zurich, Zurich, Switzerland.

Edward Kong (E)

Department of Economics, Harvard University, Cambridge, MA, USA.

S Fleur W Meddens (SFW)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.
Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Department of Economics, VU University Amsterdam, Amsterdam, the Netherlands.

Robbee Wedow (R)

Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA.
Analytic Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
Department of Sociology, Harvard University, Cambridge, MA, USA.

Mark Alan Fontana (MA)

Center for the Advancement of Value in Musculoskeletal Care, Hospital for Special Surgery, New York, NY, USA.
Department of Healthcare Policy and Research, Weill Cornell Medical College, Cornell University, New York, NY, USA.

Maël Lebreton (M)

Amsterdam School of Economics, University of Amsterdam, Amsterdam, the Netherlands.
Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, the Netherlands.

Stephen P Tino (SP)

Department of Economics, University of Toronto, Toronto, Ontario, Canada.

Abdel Abdellaoui (A)

Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.

Anke R Hammerschlag (AR)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.

Michel G Nivard (MG)

Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.

Aysu Okbay (A)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.
Department of Economics, VU University Amsterdam, Amsterdam, the Netherlands.

Cornelius A Rietveld (CA)

Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.

Pascal N Timshel (PN)

Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark.
Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.

Maciej Trzaskowski (M)

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.

Ronald de Vlaming (R)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.
Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Department of Economics, VU University Amsterdam, Amsterdam, the Netherlands.

Christian L Zünd (CL)

Department of Economics, University of Zurich, Zurich, Switzerland.

Yanchun Bao (Y)

Institute for Social and Economic Research, University of Essex, Colchester, UK.

Laura Buzdugan (L)

Seminar for Statistics, Department of Mathematics, ETH Zurich, Zurich, Switzerland.
Department of Economics, University of Zurich, Zurich, Switzerland.

Ann H Caplin (AH)

Stuyvesant High School, New York, NY, USA.

Chia-Yen Chen (CY)

Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Analytic Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.

Peter Eibich (P)

Nuffield Department of Population Health, University of Oxford, Oxford, UK.
Socio-Economic Panel Study, DIW Berlin, Berlin, Germany.
Max Planck Institute for Demographic Research, Rostock, Germany.

Pierre Fontanillas (P)

Research, 23andMe, Inc., Mountain View, CA, USA.

Juan R Gonzalez (JR)

Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain.
Universitat Pompeu Fabra (UPF), Barcelona, Spain.
CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain.

Peter K Joshi (PK)

Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland.

Ville Karhunen (V)

Center for Life Course Health Research, University of Oulu, Oulu, Finland.

Aaron Kleinman (A)

Research, 23andMe, Inc., Mountain View, CA, USA.

Remy Z Levin (RZ)

Department of Economics, University of California San Diego, La Jolla, CA, USA.

Christina M Lill (CM)

Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany.

Gerardus A Meddens (GA)

Team Loyalty BV, Hoofddorp, the Netherlands.

Gerard Muntané (G)

Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra, Barcelona, Spain.
Research Department, Hospital Universitari Institut Pere Mata, Institut d'Investigació Sanitària Pere Virgili (IISPV), Reus, Spain.
Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Reus, Spain.

Sandra Sanchez-Roige (S)

Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.

Frank J van Rooij (FJV)

Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.

Erdogan Taskesen (E)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.

Yang Wu (Y)

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.

Futao Zhang (F)

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.

Adam Auton (A)

Research, 23andMe, Inc., Mountain View, CA, USA.

Jason D Boardman (JD)

Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA.
Institute of Behavioral Science, University of Colorado Boulder, Boulder, CO, USA.
Department of Sociology, University of Colorado Boulder, Boulder, CO, USA.

David W Clark (DW)

Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland.

Andrew Conlin (A)

Department of Economics and Finance, Oulu Business School, University of Oulu, Oulu, Finland.

Conor C Dolan (CC)

Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.

Urs Fischbacher (U)

Department of Economics, University of Konstanz, Konstanz, Germany.
Thurgau Institute of Economics, Kreuzlingen, Switzerland.

Patrick J F Groenen (PJF)

Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Department of Econometrics, Erasmus University Rotterdam, Rotterdam, Rotterdam, the Netherlands.

Kathleen Mullan Harris (KM)

Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

Gregor Hasler (G)

Unit of Psychiatry Research, University of Fribourg, Fribourg, Switzerland.

Albert Hofman (A)

Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA.
Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.

Mohammad A Ikram (MA)

Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.

Sonia Jain (S)

Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA.

Robert Karlsson (R)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.

Ronald C Kessler (RC)

Department of Health Care Policy, Harvard Medical School, Boston, MA, USA.

Maarten Kooyman (M)

SURFsara, Amsterdam, the Netherlands.

James MacKillop (J)

Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada.
Homewood Research Institute, Guelph, Ontario, Canada.

Minna Männikkö (M)

Center for Life Course Health Research, University of Oulu, Oulu, Finland.

Carlos Morcillo-Suarez (C)

Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra, Barcelona, Spain.

Matthew B McQueen (MB)

Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA.

Klaus M Schmidt (KM)

Department of Economics, University of Munich, Munich, Germany.

Melissa C Smart (MC)

Institute for Social and Economic Research, University of Essex, Colchester, UK.

Matthias Sutter (M)

Department of Economics, University of Cologne, Cologne, Germany.
Experimental Economics Group, Max Planck Institute for Research into Collective Goods, Bonn, Germany.
Department of Public Finance, University of Innsbruck, Innsbruck, Austria.

A Roy Thurik (AR)

Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, the Netherlands.
Montpellier Business School, Montpellier, France.

André G Uitterlinden (AG)

Department of Internal Medicine, Erasmus Medical Centre, Rotterdam, the Netherlands.

Jon White (J)

UCL Genetics Institute, Department of Genetics, Evolution and Environment, University College London, London, UK.

Harriet de Wit (H)

Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA.

Jian Yang (J)

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.
Queensland Brain Institute, The University of Queensland, Brisbane, Australia.

Lars Bertram (L)

Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany.
Dept of Psychology, University of Olso, Oslo, Norway.
School of Public Health, Imperial College London, London, UK.

Dorret I Boomsma (DI)

Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.

Tõnu Esko (T)

Estonian Genome Center, University of Tartu, Tartu, Estonia.

Ernst Fehr (E)

Department of Economics, University of Zurich, Zurich, Switzerland.

David A Hinds (DA)

Research, 23andMe, Inc., Mountain View, CA, USA.

Magnus Johannesson (M)

Department of Economics, Stockholm School of Economics, Stockholm, Sweden.

Meena Kumari (M)

Institute for Social and Economic Research, University of Essex, Colchester, UK.

David Laibson (D)

Department of Economics, Harvard University, Cambridge, MA, USA.

Patrik K E Magnusson (PKE)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.

Michelle N Meyer (MN)

Center for Translational Bioethics and Health Care Policy, Geisinger Health System, Danville, PA, USA.

Arcadi Navarro (A)

Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra, Barcelona, Spain.
Centre for Genomic Regulation, Barcelona Institute of Science and Technology, Barcelona, Spain.
Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.

Abraham A Palmer (AA)

Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA.

Tune H Pers (TH)

Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark.
Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark.

Danielle Posthuma (D)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.
Department of Clinical Genetics, VU Medical Centre, Amsterdam, the Netherlands.

Daniel Schunk (D)

Department of Economics, Johannes Gutenberg University, Mainz, Germany.

Murray B Stein (MB)

Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA.

Rauli Svento (R)

Department of Economics and Finance, Oulu Business School, University of Oulu, Oulu, Finland.

Henning Tiemeier (H)

Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands.

Paul R H J Timmers (PRHJ)

Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland.

Patrick Turley (P)

Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Analytic Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
Behavioral and Health Genomics Center, Center for Economic and Social Research, University of Southern California, Los Angeles, CA, USA.

Robert J Ursano (RJ)

Department of Psychiatry, Center for the Study of Traumatic Stress, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.

Gert G Wagner (GG)

Socio-Economic Panel Study, DIW Berlin, Berlin, Germany.
Max Planck Institute for Human Development, Berlin, Germany.

James F Wilson (JF)

Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland.
MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland.

Jacob Gratten (J)

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.
Mater Medical Research Institute, Translational Research Institute, Brisbane, Australia.

James J Lee (JJ)

Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA.

David Cesarini (D)

Department of Economics, New York University, New York, NY, USA.

Daniel J Benjamin (DJ)

Behavioral and Health Genomics Center, Center for Economic and Social Research, University of Southern California, Los Angeles, CA, USA.
Department of Economics, University of Southern California, Los Angeles, CA, USA.
National Bureau of Economic Research, Cambridge, MA, USA.

Philipp D Koellinger (PD)

Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU University Amsterdam, Amsterdam, the Netherlands.
Department of Economics, VU University Amsterdam, Amsterdam, the Netherlands.
German Institute for Economic Research, DIW Berlin, Berlin, Germany.

Jonathan P Beauchamp (JP)

Department of Economics, University of Toronto, Toronto, Ontario, Canada. jonathan.pierre.beauchamp@gmail.com.

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