Common Genetic Variation and Age of Onset of Anorexia Nervosa
Status PubMed-not-MEDLINE Language English Country United States Media electronic-ecollection
Document type Journal Article
Grant support
K01 MH109782
NIMH NIH HHS - United States
U01 MH109514
NIMH NIH HHS - United States
Wellcome Trust - United Kingdom
R01 MH110427
NIMH NIH HHS - United States
MR/L010305/1
Medical Research Council - United Kingdom
U01 MH109528
NIMH NIH HHS - United States
PubMed
36324647
PubMed Central
PMC9616394
DOI
10.1016/j.bpsgos.2021.09.001
PII: S2667-1743(21)00108-7
Knihovny.cz E-resources
- Keywords
- Age of onset, Anorexia nervosa, Early-onset, GWAS, Genetic risk score, Genetics, Menarche, Mendelian randomization, Puberty,
- Publication type
- Journal Article MeSH
BACKGROUND: Genetics and biology may influence the age of onset of anorexia nervosa (AN). The aims of this study were to determine whether common genetic variation contributes to age of onset of AN and to investigate the genetic associations between age of onset of AN and age at menarche. METHODS: A secondary analysis of the Psychiatric Genomics Consortium genome-wide association study (GWAS) of AN was performed, which included 9335 cases and 31,981 screened controls, all from European ancestries. We conducted GWASs of age of onset, early-onset AN (<13 years), and typical-onset AN, and genetic correlation, genetic risk score, and Mendelian randomization analyses. RESULTS: Two loci were genome-wide significant in the typical-onset AN GWAS. Heritability estimates (single nucleotide polymorphism-h 2) were 0.01-0.04 for age of onset, 0.16-0.25 for early-onset AN, and 0.17-0.25 for typical-onset AN. Early- and typical-onset AN showed distinct genetic correlation patterns with putative risk factors for AN. Specifically, early-onset AN was significantly genetically correlated with younger age at menarche, and typical-onset AN was significantly negatively genetically correlated with anthropometric traits. Genetic risk scores for age of onset and early-onset AN estimated from independent GWASs significantly predicted age of onset. Mendelian randomization analysis suggested a causal link between younger age at menarche and early-onset AN. CONCLUSIONS: Our results provide evidence consistent with a common variant genetic basis for age of onset and implicate biological pathways regulating menarche and reproduction.
Adolescent Health Unit 2nd Department of Pediatrics Athens Greece
Altrecht Eating Disorders Rintveld Zeist the Netherlands
Analytic and Translational Genetics Unit Massachusetts General Hospital Boston Massachusetts
Barcelona Institute of Science and Technology Barcelona Spain
BESE Division King Abdullah University of Science and Technology Thuwal Saudi Arabia
Biological Psychiatry Laboratory McLean Hospital Harvard Medical School Boston Massachusetts
Biorealm Research Walnut California
Biostatistics and Computational Biology Unit University of Otago Christchurch New Zealand
Brain Sciences Department Stremble Ventures Limassol Cyprus
Cancer Control Group University of Queensland Brisbane Queensland Australia
Center for Applied Genomics Children's Hospital of Philadelphia Philadelphia Pennsylvania
Center for Neurobehavioral Genetics University of California at Los Angeles Los Angeles California
Centre for Addiction and Mental Health Toronto Ontario Canada
Centre for Human Genetics University of Marburg Marburg Germany
Centre for Integrated Register Based Research Aarhus University Aarhus Denmark
Centre for Mental Health University Health Network Toronto Ontario Canada
Centre of Excellence for Eating Disorders University Tuebingen Tuebingen Germany
Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública Barcelona Spain
Clinical Research Unit Canterbury District Health Board Christchurch New Zealand
Clinicum Department of Public Health University of Helsinki Helsinki Finland
CMME Hôpital Sainte Anne Paris France
College Behavioral and Emotional Health Institute Commonwealth University Richmond Virginia
College of Nursing Seattle University Seattle Washington
David Geffen School of Medicine University of California at Los Angeles Los Angeles California
Department of Adolescent Psychiatry University of Helsinki Helsinki Finland
Department of Adult Psychiatry Poznan University of Medical Sciences Poznan Poland
Department of Biomedical Data Science Leiden University Medical Centre Leiden the Netherlands
Department of Biomedicine University of Basel Basel Switzerland
Department of Biometry University of Helsinki Helsinki Finland
Department of Biostatistics University of Michigan Ann Arbor Michigan
Department of Cancer Epidemiology and Genetics Masaryk Memorial Cancer Institute Brno Czech Republic
Department of Child and Adolescent Psychiatry Klinikum Frankfurt Oder Frankfurt Germany
Department of Child and Adolescent Psychiatry Poznan University of Medical Sciences Poznan Poland
Department of Child and Adolescent Psychiatry University Hospital Münster Münster Germany
Department of Clinical Medicine Laboratory Building Haukeland University Hospital Bergen Norway
Department of Clinical Medicine University of Copenhagen Copenhagen Denmark
Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden
Department of Clinical Psychology the Chicago School of Professional Psychology Washington DC
Department of Clinical Sciences School of Medicine University of Barcelona Barcelona Spain
Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina
Department of Health Science University of Florence Florence Italy
Department of Human and Molecular Genetics Commonwealth University Richmond Virginia
Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
Department of Medical Genetics University of Bergen Bergen Norway
Department of Mental Disorders Norwegian Institute of Public Health Oslo Norway
Department of Nutrition and Dietetics Harokopio University Athens Greece
Department of Nutrition University of North Carolina at Chapel Hill Chapel Hill North Carolina
Department of Paediatric Laboratory Medicine the Hospital for Sick Children Toronto Ontario Canada
Department of Pediatrics Gynaecology and Obstetrics University of Geneva Geneva Switzerland
Department of Psychiatric Genetics Poznan University of Medical Sciences Poznan Poland
Department of Psychiatry and Psychotherapy Charité Universitätsmedizin Berlin Germany
Department of Psychiatry and Psychotherapy Ludwig Maximilians University Munich Germany
Department of Psychiatry Boston University Boston Massachusetts
Department of Psychiatry Center for Neurobiology and Behavior Philadelphia Pennsylvania
Department of Psychiatry Erasmus MC University Medical Center Rotterdam Rotterdam the Netherlands
Department of Psychiatry Faculty of Medicine University of Geneva Geneva Switzerland
Department of Psychiatry Leiden University Medical Centre Leiden the Netherlands
Department of Psychiatry Neurobiology Pharmacology and Biotechnologies University of Pisa Pisa Italy
Department of Psychiatry Poznan University of Medical Sciences Poznan Poland
Department of Psychiatry University Hospital Bellvitge IDIBELL and CIBEROBN Barcelona Spain
Department of Psychiatry University of California San Diego San Diego California
Department of Psychiatry University of Campania Luigi Vanvitelli Naples Italy
Department of Psychiatry University of Lausanne University Hospital of Lausanne Lausanne Switzerland
Department of Psychiatry University of Minnesota Minneapolis Minnesota
Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina
Department of Psychiatry University of Perugia Perugia Italy
Department of Psychiatry University of Toronto Toronto Ontario Canada
Department of Psychological Medicine University of Otago Christchurch New Zealand
Department of Psychology Commonwealth University Richmond Virginia
Department of Psychology Florida State University Tallahassee Florida
Department of Psychology Michigan State University Lansing Michigan
Department of Psychosomatic Medicine and Psychotherapy Hannover Medical School Hannover Germany
Department of Public Health Solutions National Institute for Health and Welfare Helsinki Finland
Department of Public Health University of Helsinki Helsinki Finland
Department of Surgery University of Toronto Toronto Ontario Canada
Eating Disorders Unit Parklandklinik Bad Wildungen Germany
Eating Recovery Center Denver Colorado
Estonian Genome Center Institute of Genomics University of Tartu Tartu Estonia
Faculty of Health Sciences Palacky University Olomouc Czech Republic
Folkhälsan Research Center Helsinki Finland
GHU Paris Psychiatrie et Neurosciences CMME Paris France
Groningen Institute for Evolutionary Life Sciences University of Groningen Groningen the Netherlands
HudsonAlpha Institute for Biotechnology Huntsville Alabama
INSERM 1124 Université de Paris Paris France
INSERM 1266 Institute of Psychiatry and Neuroscience of Paris Paris France
Institute for Molecular Medicine Finland Helsinki Institute of Life Science Helsinki Finland
Institute of Clinical Medicine University of Oslo Oslo Norway
Institute of Environmental Medicine Karolinska Institutet Stockholm Sweden
Institute of Medical Genetics and Pathology University Hospital Basel Basel Switzerland
Institute of Medical Science University of Toronto Toronto Ontario Canada
Institute of Neuroscience and Medicine Research Center Jülich Jülich Germany
Institute of Neuroscience and Physiology Gothenburg University Gothenburg Sweden
IRCSS Fondazione Don Carlo Gnocchi Florence Italy
Kartini Clinic Portland Oregon
L'institut du thorax INSERM CNRS UNIV Nantes Nantes France
Lundbeck Foundation Initiative for Integrative Psychiatric Research Aarhus Denmark
McLaughlin Centre University of Toronto Toronto Ontario Canada
National Centre for Register based Research Aarhus BSS Aarhus Denmark
Nic Waals Institute Lovisenberg Diaconal Hospitaland Oslo Norway
NORMENT Centre Department of Clinical Science University of Oslo Oslo Norway
NORMENT Centre Division of Mental Health and Addiction Oslo University Hospital Oslo Norway
NORMENT Centre Institute of Clinical Medicine University of Oslo Oslo Norway
Oregon Research Institute Eugene Oregon
Pathology and Biomedical Science University of Otago Christchurch New Zealand
Program for Eating Disorders University Health Network Toronto Ontario Canada
QIMR Berghofer Medical Research Institute University of Queensland Brisbane Queensland Australia
Rheumatology Research Group Vall d'Hebron Research Institute Barcelona Spain
Rivierduinen Eating Disorders Ursula Leiden the Netherlands
Sahlgrenska Academy University of Gothenburg Gothenburg Sweden
Schön Klinik Roseneck Affiliated With the Medical Faculty of the University of Munich Prien Germany
School of Psychology Curtin University Perth Western Australia Australia
Stanley Center for Psychiatric Research Broad Institute of MIT and Harvard Cambridge Massachusetts
Sydney Local Health District NSW Health St Leonards New South Wales Australia
The Center for Eating Disorders at Sheppard Pratt Baltimore Maryland
Universitat Pompeu Fabra Barcelona Spain
Women's Health Sciences Division National Center for PTSD Boston Massachusetts
See more in PubMed
Hudson J.I., Hiripi E., Pope H.G., Jr., Kessler R.C. The prevalence and correlates of eating disorders in the National Comorbidity Survey Replication. Biol Psychiatry. 2007;61:348–358. PubMed PMC
Udo T., Grilo C.M. Prevalence and correlates of DSM-5-defined eating disorders in a nationally representative sample of U.S. adults. Biol Psychiatry. 2018;84:345–354. PubMed PMC
Zipfel S., Giel K.E., Bulik C.M., Hay P., Schmidt U. Anorexia nervosa: Aetiology, assessment, and treatment. Lancet Psychiatry. 2015;2:1099–1111. PubMed
Yilmaz Z., Hardaway J.A., Bulik C.M. Genetics and epigenetics of eating disorders. Adv Genomics Genet. 2015;5:131–150. PubMed PMC
Watson H.J., Yilmaz Z., Thornton L.M., Hübel C., Coleman J.R.I., Gaspar H.A., et al. Genome-wide association study identifies eight risk loci and implicates metabo-psychiatric origins for anorexia nervosa. Nat Genet. 2019;51:1207–1214. PubMed PMC
Javaras K.N., Runfola C.D., Thornton L.M., Agerbo E., Birgegård A., Norring C., et al. Sex- and age-specific incidence of healthcare-register-recorded eating disorders in the complete Swedish 1979–2001 birth cohort. Int J Eat Disord. 2015;48:1070–1081. PubMed PMC
Favaro A., Busetto P., Collantoni E., Santonastaso P. In: Age of Onset of Mental Disorders: Etiopathogenetic and Treatment Implications. de Girolamo G., McGorry P.D., Sartorius N., editors. Springer International Publishing; Cham: 2019. The age of onset of eating disorders; pp. 203–216.
Kipman A., Bruins-Slot L., Boni C., Hanoun N., Adès J., Blot P., et al. 5-HT(2A) gene promoter polymorphism as a modifying rather than a vulnerability factor in anorexia nervosa. Eur Psychiatry. 2002;17:227–229. PubMed
Plana M.T., Torres T., Rodríguez N., Boloc D., Gassó P., Moreno E., et al. Genetic variability in the serotoninergic system and age of onset in anorexia nervosa and obsessive-compulsive disorder. Psychiatry Res. 2019;271:554–558. PubMed
Dardennes R.M., Zizzari P., Tolle V., Foulon C., Kipman A., Romo L., et al. Family trios analysis of common polymorphisms in the obestatin/ghrelin, BDNF and AGRP genes in patients with anorexia nervosa: Association with subtype, body-mass index, severity and age of onset. Psychoneuroendocrinology. 2007;32:106–113. PubMed
Ribasés M., Gratacòs M., Fernández-Aranda F., Bellodi L., Boni C., Anderluh M., et al. Association of BDNF with anorexia, bulimia and age of onset of weight loss in six European populations. Hum Mol Genet. 2004;13:1205–1212. PubMed
Ferentinos P., Koukounari A., Power R., Rivera M., Uher R., Craddock N., et al. Familiality and SNP heritability of age at onset and episodicity in major depressive disorder. Psychol Med. 2015;45:2215–2225. PubMed PMC
Hilker R., Helenius D., Fagerlund B., Skytthe A., Christensen K., Werge T.M., et al. Is an early age at illness onset in schizophrenia associated with increased genetic susceptibility? Analysis of data from the Nationwide Danish Twin Register. EBiomedicine. 2017;18:320–326. PubMed PMC
Lin P.I., McInnis M.G., Potash J.B., Willour V., MacKinnon D.F., DePaulo J.R., Zandi P.P. Clinical correlates and familial aggregation of age at onset in bipolar disorder. Am J Psychiatry. 2006;163:240–246. PubMed
Svensson A.C., Lichtenstein P., Sandin S., Öberg S., Sullivan P.F., Hultman C.M. Familial aggregation of schizophrenia: The moderating effect of age at onset, parental immigration, paternal age and season of birth. Scand J Public Health. 2012;40:43–50. PubMed PMC
Brainstorm Consortium. Anttila V., Bulik-Sullivan B., Finucane H.K., Walters R.K., Bras J., et al. Analysis of shared heritability in common disorders of the brain. Science. 2018;360 PubMed PMC
Klump K.L. Puberty as a critical risk period for eating disorders: A review of human and animal studies. Horm Behav. 2013;64:399–410. PubMed PMC
Mullins N., Lewis C.M. Genetics of depression: Progress at last. Curr Psychiatry Rep. 2017;19:43. PubMed PMC
Loeb K.L., Brown M., Goldstein M.M. In: Eating Disorders in Children and Adolescents: A Clinical Handbook. Le Grange D., Lock J., editors. Guilford Press; New York: 2011. Assessment of eating disorders in children and adolescents; pp. 156–198.
Peebles R., Wilson J.L., Lock J.D. How do children with eating disorders differ from adolescents with eating disorders at initial evaluation? J Adolesc Health. 2006;39:800–805. PubMed
Walker T., Watson H.J., Leach D.J., McCormack J., Tobias K., Hamilton M.J., Forbes D.A. Comparative study of children and adolescents referred for eating disorder treatment at a specialist tertiary setting. Int J Eat Disord. 2014;47:47–53. PubMed
Steinhausen H.C. Outcome of eating disorders. Child Adolesc Psychiatr Clin N Am. 2009;18:225–242. PubMed
Baker J.H., Thornton L.M., Bulik C.M., Kendler K.S., Lichtenstein P. Shared genetic effects between age at menarche and disordered eating. J Adolesc Health. 2012;51:491–496. PubMed PMC
Kirk K.M., Martin F.C., Mao A., Parker R., Maguire S., Thornton L.M., et al. The Anorexia Nervosa Genetics Initiative: Study description and sample characteristics of the Australian and New Zealand arm. Aust N Z J Psychiatry. 2017;51:583–594. PubMed
Thornton L.M., Munn-Chernoff M.A., Baker J.H., Juréus A., Parker R., Henders A.K., et al. The Anorexia Nervosa Genetics Initiative (ANGI): Overview and methods. Contemp Clin Trials. 2018;74:61–69. PubMed PMC
Lam M., Awasthi S., Watson H.J., Goldstein J., Panagiotaropoulou G., Trubetskoy V., et al. RICOPILI: Rapid Imputation for COnsortias PIpeLIne. Bioinformatics. 2020;36:930–933. PubMed PMC
1000 Genomes Project Consortium. Abecasis G.R., Auton A., Brooks L.D., DePristo M.A., Durbin R.M., et al. An integrated map of genetic variation from 1,092 human genomes. Nature. 2012;491:56–65. PubMed PMC
Swanson S.A., Crow S.J., Le Grange D., Swendsen J., Merikangas K.R. Prevalence and correlates of eating disorders in adolescents. Results from the National Comorbidity Survey Replication Adolescent Supplement. Arch Gen Psychiatry. 2011;68:714–723. PubMed PMC
Gauderman W.J., Morrison J.M. Quanto 1.2.4: A computer program for power and sample size calculations for genetic epidemiology studies. 2009. https://pphs.usc.edu/download-quanto/ Available at:
Finucane H.K., Bulik-Sullivan B., Gusev A., Trynka G., Reshef Y., Loh P.R., et al. Partitioning heritability by functional annotation using genome-wide association summary statistics. Nat Genet. 2015;47:1228–1235. PubMed PMC
Yang J., Lee S.H., Goddard M.E., Visscher P.M. GCTA: A tool for genome-wide complex trait analysis. Am J Hum Genet. 2011;88:76–82. PubMed PMC
Visscher P.M., Hemani G., Vinkhuyzen A.A., Chen G.B., Lee S.H., Wray N.R., et al. Statistical power to detect genetic (co)variance of complex traits using SNP data in unrelated samples. PLoS Genet. 2014;10 PubMed PMC
Zheng J., Erzurumluoglu A.M., Elsworth B.L., Kemp J.P., Howe L., Haycock P.C., et al. LD Hub: A centralized database and web interface to perform LD score regression that maximizes the potential of summary level GWAS data for SNP heritability and genetic correlation analysis. Bioinformatics. 2017;33:272–279. PubMed PMC
Duncan L., Yilmaz Z., Gaspar H., Walters R., Goldstein J., Anttila V., et al. Significant locus and metabolic genetic correlations revealed in genome-wide association study of anorexia nervosa. Am J Psychiatry. 2017;174:850–858. PubMed PMC
Watanabe K., Taskesen E., van Bochoven A., Posthuma D. Functional mapping and annotation of genetic associations with FUMA. Nat Commun. 2017;8:1826. PubMed PMC
Choi S.W., O’Reilly P.F. PRSice-2: Polygenic risk score software for biobank-scale data. GigaScience. 2019;8:giz082. PubMed PMC
Benjamini Y., Hochberg Y. Controlling the false discovery rate: A practical and powerful approach to multiple testing. J R Stat Soc B. 1995;57:289–300.
Day F.R., Thompson D.J., Helgason H., Chasman D.I., Finucane H., Sulem P., et al. Genomic analyses identify hundreds of variants associated with age at menarche and support a role for puberty timing in cancer risk. Nat Genet. 2017;49:834–841. PubMed PMC
Hemani G., Zheng J., Elsworth B., Wade K.H., Haberland V., Baird D., et al. The MR-Base platform supports systematic causal inference across the human phenome. Elife. 2018;7 PubMed PMC
Burgess S. Sample size and power calculations in Mendelian randomization with a single instrumental variable and a binary outcome. Int J Epidemiol. 2014;43:922–929. PubMed PMC
Makino K., Umeda K., Uezu A., Hiragami Y., Sakamoto T., Ihn H., Nakanishi H. Identification and characterization of the novel centrosomal protein centlein. Biochem Biophys Res Commun. 2008;366:958–962. PubMed
Buckley M.A., Woods N.T., Tyrer J.P., Mendoza-Fandiño G., Lawrenson K., Hazelett D.J., et al. Functional analysis and fine mapping of the 9p22.2 ovarian cancer susceptibility locus. Cancer Res. 2019;79:467–481. PubMed PMC
Keski-Rahkonen A., Mustelin L. Epidemiology of eating disorders in Europe: Prevalence, incidence, comorbidity, course, consequences, and risk factors. Curr Opin Psychiatry. 2016;29:340–345. PubMed
Micali N., Martini M.G., Thomas J.J., Eddy K.T., Kothari R., Russell E., et al. Lifetime and 12-month prevalence of eating disorders amongst women in mid-life: A population-based study of diagnoses and risk factors. BMC Med. 2017;15:12. PubMed PMC
Tropf F.C., Lee S.H., Verweij R.M., Stulp G., van der Most P.J., de Vlaming R., et al. Hidden heritability due to heterogeneity across seven populations. Nat Hum Behav. 2017;1:757–765. PubMed PMC
Pulit S.L., Stoneman C., Morris A.P., Wood A.R., Glastonbury C.A., Tyrrell J., et al. Meta-analysis of genome-wide association studies for body fat distribution in 694 649 individuals of European ancestry. Hum Mol Genet. 2019;28:166–174. PubMed PMC
Klarin D., Damrauer S.M., Cho K., Sun Y.V., Teslovich T.M., Honerlaw J., et al. Genetics of blood lipids among ∼300,000 multi-ethnic participants of the Million Veteran Program. Nat Genet. 2018;50:1514–1523. PubMed PMC
Howard D.M., Adams M.J., Clarke T.K., Hafferty J.D., Gibson J., Shirali M., et al. Genome-wide meta-analysis of depression identifies 102 independent variants and highlights the importance of the prefrontal brain regions. Nat Neurosci. 2019;22:343–352. PubMed PMC
Dede A.D., Lyritis G.P., Tournis S. Bone disease in anorexia nervosa. Hormones. 2014;13:38–56. PubMed
Sullivan P.F., Kendler K.S., Neale M.C. Schizophrenia as a complex trait: Evidence from a meta-analysis of twin studies. Arch Gen Psychiatry. 2003;60:1187–1192. PubMed
Schizophrenia Working Group of the Psychiatric Genomics Consortium Biological insights from 108 schizophrenia-associated genetic loci. Nature. 2014;511:421–427. PubMed PMC
Torkamani A., Wineinger N.E., Topol E.J. The personal and clinical utility of polygenic risk scores. Nat Rev Genet. 2018;19:581–590. PubMed
Cooper P.J., Watkins B., Bryant-Waugh R., Lask B. The nosological status of early onset anorexia nervosa. Psychol Med. 2002;32:873–880. PubMed
Hardin S.L., Thornton L.M., Munn-Chernoff M.A., Baker J.H. Premenstrual symptoms as a marker of ovarian hormone sensitivity in eating disorders. Int J Eat Disord. 2020;53:296–301. PubMed PMC
Baker J.H., Girdler S.S., Bulik C.M. The role of reproductive hormones in the development and maintenance of eating disorders. Expert Rev Obstet Gynecol. 2012;7:573–583. PubMed PMC
Culbert K.M., Burt S.A., Klump K.L. Expanding the developmental boundaries of etiologic effects: The role of adrenarche in genetic influences on disordered eating in males. J Abnorm Psychol. 2017;126:593–606. PubMed PMC