Impact of common genetic determinants of Hemoglobin A1c on type 2 diabetes risk and diagnosis in ancestrally diverse populations: A transethnic genome-wide meta-analysis

Eleanor Wheeler(Wellcome Sanger Institute), Aaron Leong(Harvard University), Ching‐Ti Liu(Boston University), Marie‐France Hivert(Harvard University), Rona J. Strawbridge(Karolinska University Hospital), Clara Podmore(University of Cambridge), Man Li(Johns Hopkins University), Jie Yao(The Lundquist Institute), Xueling Sim(National University of Singapore), Jaeyoung Hong(Boston University), Audrey Y. Chu(Brigham and Women's Hospital), Weihua Zhang(Ealing Hospital), Xu Wang(National University of Singapore), Peng Chen(National Institutes of Health), Nisa M. Maruthur(Johns Hopkins University), Bianca Porneala(Massachusetts General Hospital), Stephen J. Sharp(University of Cambridge), Yucheng Jia(The Lundquist Institute), Edmond K. Kabagambe(Vanderbilt University Medical Center), Li-Ching Chang(Institute of Biomedical Sciences, Academia Sinica), Wei‐Min Chen(University of Virginia), Cathy E. Elks(AstraZeneca (United Kingdom)), Daniel S. Evans(California Pacific Medical Center), Qiao Fan(Duke-NUS Medical School), Franco Giulianini(Brigham and Women's Hospital), Min Jin Go(Korea National Institute of Health), Jouke‐Jan Hottenga(Vrije Universiteit Amsterdam), Yao Hu(Chinese Academy of Sciences), Anne Jackson(University of Michigan), Stavroula Kanoni(Queen Mary University of London), Young Jin Kim(Korea National Institute of Health), Marcus E. Kleber(Heidelberg University), Claes Ladenvall(Uppsala University), Cécile Lecœur(Centre National de la Recherche Scientifique), Sing-Hui Lim(Singapore Eye Research Institute), Yingchang Lu(Icahn School of Medicine at Mount Sinai), Anubha Mahajan(Centre for Human Genetics), Carola Marzi(Helmholtz Zentrum München), Mike A. Nalls(Data Tecnica International (United States)), Pau Navarro(Western General Hospital), Ilja M. Nolte(University Medical Center Groningen), Lynda M. Rose(Brigham and Women's Hospital), Denis Rybin(Boston University), Serena Sanna(Institute of Genetic and Biomedical Research), Yuan Shi(Singapore Eye Research Institute), Daniel O. Stram(University of Southern California), Fumihiko Takeuchi(National Center for Global Health and Medicine), Shu Pei Tan(Singapore Eye Research Institute), Peter J. van der Most(University Medical Center Groningen), Jana V. van Vliet‐Ostaptchouk(University Medical Center Groningen), Andrew Wong(MRC Unit for Lifelong Health and Ageing), Loïc Yengo(Centre National de la Recherche Scientifique), Wanting Zhao(Singapore Eye Research Institute), Anuj Goel(Centre for Human Genetics), Maria Teresa Martínez Larrad(Hospital Clínico San Carlos), Dörte Radke(Universitätsmedizin Greifswald), Perttu Salo(University of Helsinki), Toshiko Tanaka(National Institute on Aging), Erik P.A. van Iperen(Amsterdam UMC Location University of Amsterdam), Gonçalo R. Abecasis(University of Michigan), Saima Afaq(Imperial College London), Behrooz Z. Alizadeh(University Medical Center Groningen), Alain G. Bertoni(Wake Forest University), Amélie Bonnefond(Centre National de la Recherche Scientifique), Yvonne Böttcher(IFB Adiposity Diseases), Erwin P. Böttinger(Icahn School of Medicine at Mount Sinai), Harry Campbell(Centre for Global Health Research), Olga D. Carlson(National Institute on Aging), Chien-Hsiun Chen(China Medical University), Yoon Shin Cho(Hallym University), W. Timothy Garvey(University of Alabama at Birmingham), Christian Gieger(Helmholtz Zentrum München), Mark O. Goodarzi(Cedars-Sinai Medical Center), Harald Grallert(Helmholtz Zentrum München), Anders Hamsten(Karolinska University Hospital), Catharina A. Hartman(University Medical Center Groningen), Christian Herder(Deutsches Diabetes-Zentrum e.V.), Chao A. Hsiung(The Ohio State University Wexner Medical Center), Jie Huang(Boston VA Research Institute), Michiya Igase(Ehime University), Masato Isono(National Center for Global Health and Medicine), Tomohiro Katsuya(The University of Osaka), Chiea Chuen Khor(Agency for Science, Technology and Research), Wieland Kieß(Leipzig University), Katsuhiko Kohara(Ehime University), Péter Kovács(IFB Adiposity Diseases), Juyoung Lee(Korea National Institute of Health), Wen‐Jane Lee(Taichung Veterans General Hospital), Benjamin Lehne(Imperial College London), Huaixing Li(Chinese Academy of Sciences), Jianjun Liu(Agency for Science, Technology and Research), Stéphane Lobbens(Centre National de la Recherche Scientifique), Jian’an Luan(University of Cambridge), Valeriya Lyssenko(Lund University), Thomas Meitinger(Helmholtz Zentrum München), Tetsuro Miki(Ehime University), Iva Miljkovic(University of Pittsburgh), Sanghoon Moon(Korea National Institute of Health), Antonella Mulas(Institute of Genetic and Biomedical Research), Gabriele Müller(University Hospital Carl Gustav Carus), Martina Müller‐Nurasyid(Helmholtz Zentrum München), Ramaiah Nagaraja(National Institute on Aging), Matthias Nauck(Universitätsmedizin Greifswald), James S. Pankow(University of Minnesota), Ozren Polašek(University of Split), Inga Prokopenko(Centre for Human Genetics), Paula S. Ramos(Medical University of South Carolina), Laura J. Rasmussen‐Torvik(Northwestern University), Wolfgang Rathmann(Deutsches Diabetes-Zentrum e.V.), Stephen S. Rich(University of Virginia), Neil R. Robertson(Centre for Human Genetics), Michael Roden(Düsseldorf University Hospital), Ronan Roussel(Inserm), Igor Rudan(University of Edinburgh), Robert A. Scott(University of Cambridge), William R. Scott(Ealing Hospital), Bengt Sennblad(Karolinska University Hospital), David S. Siscovick(New York Academy of Medicine), Konstantin Strauch(Helmholtz Zentrum München), Liang Sun(Chinese Academy of Sciences), Morris A. Swertz(University Medical Center Groningen), Salman M. Tajuddin(National Institutes of Health), Kent D. Taylor(The Lundquist Institute), Yik‐Ying Teo(Agency for Science, Technology and Research), Yih Chung Tham(Singapore Eye Research Institute), Anke Tönjes(Leipzig University of Applied Sciences), Nicholas J. Wareham(University of Cambridge), Gonneke Willemsen(Vrije Universiteit Amsterdam), Tom Wilsgaard(UiT The Arctic University of Norway), Aroon D. Hingorani(University College London), Lifelines Cohort Study(National Institute on Aging), Josephine Egan(National Institute on Aging), Luigi Ferrucci(Amsterdam UMC Location University of Amsterdam), G. Kees Hovingh(Amsterdam UMC Location University of Amsterdam), Antti Jula(Finnish Institute for Health and Welfare), Mika Kivimäki(University of Essex), Meena Kumari(University of Essex), Inger Njølstad(Ninewells Hospital), Colin N. A. Palmer(Ninewells Hospital), Manuel Serrano‐Ríos(Hospital Clínico San Carlos), Michael Stümvoll(Centre for Human Genetics), Hugh Watkins(Centre for Human Genetics), Tin Aung(National University of Singapore), Matthias Blüher(Leipzig University of Applied Sciences), Michael Boehnke(University of Michigan), Dorret I. Boomsma(University Hospital Carl Gustav Carus), Stefan R. Bornstein(Imperial College Healthcare NHS Trust), John C. Chambers(Broad Institute), Daniel I. Chasman(Broad Institute), Yii‐Der Ida Chen(The Lundquist Institute), Yduan-Tsong Chen(National University of Singapore), Ching‐Yu Cheng(University of Sassari), Francesco Cucca(University of Sassari), Eco J. C. de Geus(Queen Mary University of London), Panos Deloukas(National Institutes of Health), Michele K. Evans(National Institutes of Health), Myriam Fornage(Hadassah Medical Center), Yechiel Friedlander(Centre National de la Recherche Scientifique), Philippe Froguel(Centre National de la Recherche Scientifique), Leif Groop(University of Minnesota), Myron D. Gross(University of Minnesota), Tamara B. Harris(National Institute on Aging), Caroline Hayward(National University of Singapore), Chew‐Kiat Heng(Uppsala University), Erik Ingelsson(Uppsala University), Norihiro Kato(National Center for Global Health and Medicine), Bong-Jo Kim(National University of Singapore), Woon-Puay Koh(Imperial College Healthcare NHS Trust), Jaspal S. Kooner(Imperial College Healthcare NHS Trust), Antje Körner(MRC Unit for Lifelong Health and Ageing), Diana Kuh(University of Eastern Finland), Johanna Kuusisto(University of Eastern Finland), Markku Laakso(University of Eastern Finland), Lin Xu(Chinese Academy of Sciences), Ching‐Ti Liu(Child Health and Development Institute), Ruth J. F. Loos(Karolinska Institutet), Patrik K. E. Magnusson(Medical University of Graz), Winfried März(Centre for Human Genetics), Mark I. McCarthy(University Medical Center Groningen), Albertine J. Oldehinkel(University Medical Center Groningen), Ken K. Ong(University of Cambridge), Nancy L. Pedersen(University of Minnesota), Mark A. Pereira(University of Minnesota), Annette Peters(Brigham and Women's Hospital), Paul M. Ridker(Brigham and Women's Hospital), Charumathi Sabanayagam(Singapore Eye Research Institute), Michèle M. Sale(Center for Non-Communicable Diseases), Danish Saleheen(Central Finland Health Care District), Juha Saltevo(Central Finland Health Care District), Peter E. H. Schwarz(National Yang Ming Chiao Tung University), Wayne H.-H. Sheu(University Medical Center Groningen), Harold Snieder(University Medical Center Groningen), Timothy D. Spector(King's College London), Yasuharu Tabara(Universität für Weiterbildung Krems), Jaakko Tuomilehto(Universität für Weiterbildung Krems), Rob M. van Dam(National University of Singapore), James G. Wilson(Western General Hospital), James F. Wilson(University Medical Center Groningen), Bruce H. R. Wolffenbuttel(University Medical Center Groningen), Tien Yin Wong(National University of Singapore), Jer‐Yuarn Wu(University of Pittsburgh), Jian‐Min Yuan(National Institutes of Health), Alan B. Zonderman(National Institutes of Health), Nicole Soranzo(The Lundquist Institute), Xiuqing Guo(NHS Blood and Transplant), David J. Roberts(Broad Institute), José C. Florez(Broad Institute), Robert Sladek(Boston University), Josée Dupuis(Boston University), Andrew P. Morris(Centre for Human Genetics), E Shyong Tai(Johns Hopkins University), Elizabeth Selvin(Johns Hopkins University), Jerome I. Rotter(The Lundquist Institute), Claudia Langenberg(University of Cambridge), Inês Barroso(Broad Institute), James B. Meigs(Broad Institute)
PLoS Medicine
September 12, 2017
Cited by 440Open Access
Full Text

Abstract

BACKGROUND: Glycated hemoglobin (HbA1c) is used to diagnose type 2 diabetes (T2D) and assess glycemic control in patients with diabetes. Previous genome-wide association studies (GWAS) have identified 18 HbA1c-associated genetic variants. These variants proved to be classifiable by their likely biological action as erythrocytic (also associated with erythrocyte traits) or glycemic (associated with other glucose-related traits). In this study, we tested the hypotheses that, in a very large scale GWAS, we would identify more genetic variants associated with HbA1c and that HbA1c variants implicated in erythrocytic biology would affect the diagnostic accuracy of HbA1c. We therefore expanded the number of HbA1c-associated loci and tested the effect of genetic risk-scores comprised of erythrocytic or glycemic variants on incident diabetes prediction and on prevalent diabetes screening performance. Throughout this multiancestry study, we kept a focus on interancestry differences in HbA1c genetics performance that might influence race-ancestry differences in health outcomes. METHODS & FINDINGS: Using genome-wide association meta-analyses in up to 159,940 individuals from 82 cohorts of European, African, East Asian, and South Asian ancestry, we identified 60 common genetic variants associated with HbA1c. We classified variants as implicated in glycemic, erythrocytic, or unclassified biology and tested whether additive genetic scores of erythrocytic variants (GS-E) or glycemic variants (GS-G) were associated with higher T2D incidence in multiethnic longitudinal cohorts (N = 33,241). Nineteen glycemic and 22 erythrocytic variants were associated with HbA1c at genome-wide significance. GS-G was associated with higher T2D risk (incidence OR = 1.05, 95% CI 1.04-1.06, per HbA1c-raising allele, p = 3 × 10-29); whereas GS-E was not (OR = 1.00, 95% CI 0.99-1.01, p = 0.60). In Europeans and Asians, erythrocytic variants in aggregate had only modest effects on the diagnostic accuracy of HbA1c. Yet, in African Americans, the X-linked G6PD G202A variant (T-allele frequency 11%) was associated with an absolute decrease in HbA1c of 0.81%-units (95% CI 0.66-0.96) per allele in hemizygous men, and 0.68%-units (95% CI 0.38-0.97) in homozygous women. The G6PD variant may cause approximately 2% (N = 0.65 million, 95% CI 0.55-0.74) of African American adults with T2D to remain undiagnosed when screened with HbA1c. Limitations include the smaller sample sizes for non-European ancestries and the inability to classify approximately one-third of the variants. Further studies in large multiethnic cohorts with HbA1c, glycemic, and erythrocytic traits are required to better determine the biological action of the unclassified variants. CONCLUSIONS: As G6PD deficiency can be clinically silent until illness strikes, we recommend investigation of the possible benefits of screening for the G6PD genotype along with using HbA1c to diagnose T2D in populations of African ancestry or groups where G6PD deficiency is common. Screening with direct glucose measurements, or genetically-informed HbA1c diagnostic thresholds in people with G6PD deficiency, may be required to avoid missed or delayed diagnoses.


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