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Abstract

Objective:

The authors conducted a genome-wide association study of anorexia nervosa and calculated genetic correlations with a series of psychiatric, educational, and metabolic phenotypes.

Method:

Following uniform quality control and imputation procedures using the 1000 Genomes Project (phase 3) in 12 case-control cohorts comprising 3,495 anorexia nervosa cases and 10,982 controls, the authors performed standard association analysis followed by a meta-analysis across cohorts. Linkage disequilibrium score regression was used to calculate genome-wide common variant heritability (single-nucleotide polymorphism [SNP]-based heritability [h2SNP]), partitioned heritability, and genetic correlations (rg) between anorexia nervosa and 159 other phenotypes.

Results:

Results were obtained for 10,641,224 SNPs and insertion-deletion variants with minor allele frequencies >1% and imputation quality scores >0.6. The h2SNP of anorexia nervosa was 0.20 (SE=0.02), suggesting that a substantial fraction of the twin-based heritability arises from common genetic variation. The authors identified one genome-wide significant locus on chromosome 12 (rs4622308) in a region harboring a previously reported type 1 diabetes and autoimmune disorder locus. Significant positive genetic correlations were observed between anorexia nervosa and schizophrenia, neuroticism, educational attainment, and high-density lipoprotein cholesterol, and significant negative genetic correlations were observed between anorexia nervosa and body mass index, insulin, glucose, and lipid phenotypes.

Conclusions:

Anorexia nervosa is a complex heritable phenotype for which this study has uncovered the first genome-wide significant locus. Anorexia nervosa also has large and significant genetic correlations with both psychiatric phenotypes and metabolic traits. The study results encourage a reconceptualization of this frequently lethal disorder as one with both psychiatric and metabolic etiology.

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Supplementary Material

File (appi.ajp.2017.16121402.ds001.pdf)
File (appi.ajp.2017.16121402.ds002.pdf)
File (appi.ajp.2017.16121402.ds003.xls)
File (appi.ajp.2017.16121402.ds004.xlsx)
File (appi.ajp.2017.16121402.ds005.xlsx)
File (appi.ajp.2017.16121402.ds006.xlsx)

Information & Authors

Information

Published In

Go to American Journal of Psychiatry
Go to American Journal of Psychiatry
American Journal of Psychiatry
Pages: 850 - 858
PubMed: 28494655

History

Received: 17 December 2016
Revision received: 26 February 2017
Accepted: 9 March 2017
Published online: 12 May 2017
Published in print: September 01, 2017

Keywords

  1. Eating Disorders
  2. Genetics
  3. Anorexia Nervosa
  4. Metabolism
  5. GWAS
  6. Diabetes

Authors

Affiliations

Laramie Duncan, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Zeynep Yilmaz, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Helena Gaspar, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Raymond Walters, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Jackie Goldstein, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Verneri Anttila, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Brendan Bulik-Sullivan, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Stephan Ripke, M.D., Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Eating Disorders Working Group of the Psychiatric Genomics Consortium
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Laura Thornton, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Anke Hinney, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Mark Daly, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Patrick F. Sullivan, M.D., F.R.A.N.Z.C.P.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Eleftheria Zeggini, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Gerome Breen, Ph.D.
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.
Cynthia M. Bulik, Ph.D. [email protected]
From the UNC Center of Excellence for Eating Disorders, Department of Psychiatry, University of North Carolina School of Medicine, Chapel Hill, N.C.; the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm; the Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston; the Social, Genetic, and Developmental Psychiatry Research Centre and Biomedical Research Centre for Mental Health at King's College London and South London and Maudsley NHS Trust; and the Broad Institute of MIT and Harvard, Cambridge, Mass.

Notes

Address correspondence to Dr. Bulik ([email protected]) and Dr. Breen ([email protected]).
Presented at the 24th World Congress of Psychiatric Genetics, Oct. 30 to Nov. 4, 2016, Jerusalem.

Funding Information

Multiple funders listed at end of manuscript
Funding for this project was provided to 56 investigators contributing to this report as follows: Laramie Duncan: NIMH 5U01MH094432-04, NIMH 3U01MH094432-03S1; Stephan Ripke: NIMH MH109528, NARSAD 23545; Mark Daly: NIMH MH109528; Youl-Ri Kim: Research of Korea Centers for Disease Control and Prevention Fund (code HD16A1351); Susana Jiménez-Murcia: Instituto de Salud Carlos III (FIS PI14/290 and CIBERobn); Fernando Fernández-Aranda: Instituto de Salud Carlos III (FIS PI14/290 and CIBERobn); Philip Gorwood: EC Framework V “Factors in Healthy Eating” from INRA/INSERM (4M406D), PHRC ENDANO (2008-A01636-49); Paolo Santonastaso (for PAUDA Group): Veneto Region Grant BIOVEDA, contract grant number DGR 3984/08; Leila Karhunen: Academy of Finland (28327); Anu Raevuori: Academy of Finland grant number 259764; André Scherag: Federal Ministry of Education and Research, Germany, FKZ 01EO1502; Andrew Bergen: Professional Services Agreement with the Regents of the University of California; Stephanie Le Hellard: Bergen Research Foundation, NFR (NORMENT-SFF), K.G. Jebsen Foundation, Norwegian Cognitive NeuroGenetics, the University of Bergen, Dr. Einar Martens Fund, the Research Council of Norway, to Stephanie Le Hellard, Vidar Steen, and Thomas Espeseth; Hakon Hakonarson: Institutional Development Fund to the Center for Applied Genomics from Children's Hospital of Philadelphia, Electronic Medical Records and Genomics (eMERGE) Network (U01 HG006830) from the National Human Genome Research Institute, NIH, Kurbert Family; Dong Li: Davis Foundation Postdoctoral Fellowship Program in Eating Disorders Research Award; Yiran Guo: Davis Foundation Postdoctoral Fellowship Program in Eating Disorders Research Award; Shuyang Yao: China Scholarship Council; Sietske Helder: European Commission (2008–2011) Early Stage Researcher from the Research Training Network INTACT (Individually Tailored Stepped Care for Women with Eating Disorders) in the Marie Curie Program (MRTN-CT-2006-035988); Stephen Scherer: Genome Canada, the government of Ontario, the Canadian Institutes of Health Research, University of Toronto McLaughlin Centre; Martina de Zwaan: Federal Ministry for Education and Research, Germany, 01GV0601 and 01GV0624; Anke Hinney: Ministry for Education and Research, Germany (National Genome Research Net-Plus 01GS0820) and the German Research Foundation (HI865/2-1); Tracey Wade: Grants 324715 and 480420 from the National Health and Medical Research Council (NHMRC), Australian Twin Registry supported by Enabling Grant (ID 310667) from the NHMRC (University of Melbourne); Hana Papezova: Internal Grant Agency of the Ministry of Health of the Czech Republic IGA MZ ČR NT 14094-3/2013; Karen Mitchell: K01MH093750; Jessica Baker: K01MH106675; Zeynep Yilmaz: K01MH109782; Danielle Dick: K02AA018755-06, R01AA015416-08, National Institute on Alcohol Abuse and Alcoholism; Mikael Landén: Klarman Family Foundation; Sarah Cohen-Woods: Matthew Flinders Fellowship, Flinders University, Australia; Matthias Tschöp: Alexander von Humboldt Foundation, Helmholtz Alliance ICEMED-Imaging and Curing Environmental Metabolic Diseases through the Initiative and Networking Fund of the Helmholtz Association, the Helmholtz cross-program topic “Metabolic Dysfunction,” German Research Foundation (DFG-TS226/1-1 and TS226/3-1, European Research Council Consolidator Grant (HepatpMetaboPath); Beate Herpertz-Dahlmann: Ministry for Research and Education, Germany; Nicole Soranzo: Wellcome Trust (grant codes WT098051 and WT091310), EU FP7 (EPIGENESYS grant code 257082 and BLUEPRINT grant code HEALTH-F5-2011-282510), National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics at the University of Cambridge in partnership with NHS Blood and Transplant; Allan Kaplan: Ontario Mental Health Foundation, Ministry of Health of Ontario AFP Innovation Fund; Wade Berrettini: Price Foundation; Marion Roberts: Psychiatry Research Trust (registered charity no. 284286); Patrick Sullivan: R01 MH109528, D0886501, Swedish Research Council; Thomas Espeseth: Research Council of Norway, and South-East Norway Regional Health Authority; Michael Strober: Resnick Family Chair in Eating Disorders; Xavier Estivill: Spanish Ministry of Economy and Competitiveness no. SAF2013-49108-R, the Generalitat de Catalunya AGAUR 2014 SGR-1138, the European Commission Seventh Framework Program (FP7/2007-2013) 262055 (ESGI); Lenka Foretova: MH CZ-DRO (MMCI, 00209805); Ole Andreassen: Research Council of Norway (248778, 223273), KG Jebsen Foundation; Timo Müller: Helmholtz Alliance ICEMED–Imaging and Curing Environmental Metabolic Diseases through the Initiative and Networking Fund of the Helmholtz Association, Helmholtz cross-program topic “Metabolic Dysfunction,” German Research Foundation (DFG-TS226/1-1 and TS226/3-1); Cynthia Bulik: the Klarman Family Foundation, Wellcome Trust WT088827/Z/09, Swedish Research Council (VR Dnr: 538-2013-8864); Preben Mortensen: the Klarman Family Foundation, unrestricted grant from the Lundbeck Foundation, iPSYCH (Initiative for Integrative Psychiatric Research), Aarhus University for CIRRAU (Centre of Integrated Register-Based Research); Walter Kaye: the Price Foundation, NIMH R01 MH092793; Ted Reichborn-Kjennerud: Norwegian Research Council, Norwegian Foundation for Health and Rehabilitation; Eleftheria Zeggini: the Wellcome Trust (WT098051); Martien Kas: ZonMW VIDI Grant (91786327) from the Netherlands Organization for Scientific Research (NWO); Tonu Esko: EU H2020 grants 692145, 676550, 654248, Estonian Research Council Grant IUT20-60, NIASC, EIT–Health and NIH-BMI grant 2R01DK075787-06A1, and the European Union through the European Regional Development Fund (project no. 2014-2020.4.01.15-0012 GENTRANSMED; Stefan Ehrlich: German Research Foundation (EH 367/5-1 and SFB 940), Swiss Anorexia Nervosa Foundation; Esther Walton: German Research Foundation (EH 367/5-1 and SFB 940), Swiss Anorexia Nervosa Foundation; Ulrike Schmidt: National Institutes of Health Research Mental Health Biomedical Research Centre at South London and Maudsley National Health Service Foundation Trust and King’s College London; Martin Kennedy: University of Otago Research Grant; Johannes Hebebrand: German Ministry for Education and Research (National Genome Research Net-Plus 01GS0820 and 01KU0903), German Research Foundation (DFG; HI865/2-1), European Community’s Seventh Framework Program (FP7/2007-2013) under grant agreement no. 245009 and no. 262055; Stephan Zipfel: German Ministry for Education and Research (ANTOP-study project, no. 01GV0624); Gerome Breen: the UK Medical Research Council (G0901245), the National Institute for Health Research Biomedical Research Centre at South London and Maudsley NHS Foundation Trust, and King’s College London, as well as support from NIMH (U01MH109528).This work represents independent research funded in part by the U.K. National Institute for Health Research (NIHR) Biomedical Research Centre at South London and Maudsley NHS Foundation Trust and King’s College London. The views expressed are those of the authors and not necessarily those of the NHS, the NIHR, or the Department of Health.Dr. Bulik-Sullivan is an employee and shareholder of Gritstone Oncology. Dr. Sullivan has served on a scientific advisory board for Pfizer and an advisory committee for Lundbeck and is a grant recipient from Roche. Dr. Breen has received grant funding from and served as a consultant to Eli Lilly and has received honoraria from Illumina. Dr. Bulik has received grant funding from and served as a consultant to Shire and has received royalties from Walker Books and Pearson. The other authors report no financial relationships with commercial interests. Disclosures for Working Group members: Dr. Dikeos has served as a speaker, consultant, or adviser for AstraZeneca, Boehringer, Bristol-Myers Squibb, Eli Lilly, Genesis Pharma, GlaxoSmithKline, Janssen, Lundbeck, Organon, Sanofi, UniPharma, and Wyeth, and he has received unrestricted grants from Eli Lilly and AstraZeneca as director of the Sleep Research Unit of Eginition Hospital (National and Kapodistrian University of Athens, Greece). Dr. Kaplan has served on the Shire Canada BED advisory board. Dr. Kennedy is an unpaid member of the scientific advisory board of AssurexHealth. Dr. Landén has received lecture honoraria from AstraZeneca, Biophausia Sweden, and Lundbeck and has served as a scientific consultant for EPID Research Oy. Dr. Treasure has received a speaking honorarium from Eli Lilly and royalties for a published book.

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