Evidence map›Paper›PMID 28898252›Full record

SynthesisPLoS medicine2017

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, Aaron Leong, Ching-Ti Liu, Marie-France Hivert, Rona J Strawbridge, Clara Podmore, Man Li, Jie Yao, Xueling Sim, Jaeyoung Hong and 208 more

Open access · goldAbstract readMeta-Analysis
In one paragraph

Synthesis in PLoS medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 246 papers, 10 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
246citing papers in PubMed, 10 pooled it
39.9field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

246 citing papers in PubMed, 10 syntheses or guidelines pooled it, 434 citations in OpenAlex.

  1. Pooled it
  2. American Association of Clinical Endocrinology Clinical Practice Guideline: Developing a Diabetes Mellitus Comprehensive Care Plan-2022 Update.Endocrine practice : official journal of the American College of Endocrinology and the American Association of Clinical Endocrinologists · 2022
    Guideline
  3. Pooled it
  4. Pooled it
  5. Pooled it
  6. Pooled it
  7. Pooled it
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  10. Pooled it
  11. Trial
  12. Trial
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Article
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186 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

218 authors at 20 institutions in 23 countries.

Eleanor WheelerDepartment of Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, Cambridge, United Kingdom.
Aaron LeongDivision of General Internal Medicine, Massachusetts General Hospital, Boston, MA, United States of America.
Ching-Ti LiuDepartment of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America.ORCID http://orcid.org/0000-0002-0703-0742
Marie-France HivertDepartment of Population Medicine, Harvard Medical School, Harvard Pilgrim Health Care Institute, Boston, MA, United States of America.ORCID http://orcid.org/0000-0001-7752-2585
Rona J StrawbridgeCardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.ORCID http://orcid.org/0000-0001-8506-3585
Clara PodmoreMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0002-2452-8067
Man LiDepartment of Epidemiology, The Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America.ORCID http://orcid.org/0000-0002-3839-0281
Jie YaoInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
Xueling SimSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-1233-7642
Jaeyoung HongDepartment of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America.
Audrey Y ChuNational Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA, United States of America.
Weihua ZhangDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom.
Xu WangLife Sciences Institute, National University of Singapore, Singapore, Singapore.
Peng ChenSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-1422-4641
Nisa M MaruthurDepartment of Epidemiology, The Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America.
Bianca C PornealaDivision of General Internal Medicine, Massachusetts General Hospital, Boston, MA, United States of America.
Stephen J SharpMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0003-2375-1440
Yucheng JiaInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
Edmond K KabagambeDivision of Epidemiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States of America.
Li-Ching ChangInstitute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.
Wei-Min ChenUniversity of Virginia Center for Public Health Genomics, Charlottesville, VA, United States of America.
Cathy E ElksMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.
Daniel S EvansCalifornia Pacific Medical Center Research Institute, San Francisco, CA, United States of America.ORCID http://orcid.org/0000-0003-4185-7687
Qiao FanCentre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore.
Franco GiulianiniDivision of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States of America.
Min Jin GoDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.
Jouke-Jan HottengaBiological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.
Yao HuThe Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China.
Anne U JacksonDepartment of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, United States of America.
Stavroula KanoniWilliam Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.
Young Jin KimDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.ORCID http://orcid.org/0000-0002-4132-4437
Marcus E KleberVth Department of Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany.
Claes LadenvallDepartment of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden.ORCID http://orcid.org/0000-0002-7501-6598
Cecile LecoeurUniversity of Lille, CNRS, Institut Pasteur of Lille, UMR 8199-EGID, Lille, France.ORCID http://orcid.org/0000-0003-0075-6417
Sing-Hui LimSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.ORCID http://orcid.org/0000-0002-3793-9658
Yingchang LuThe Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY, United States of America.
Anubha MahajanWellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
Carola MarziInstitute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
Mike A NallsData Tecnica International, Glen Echo, MD, United States of America.
Pau NavarroMRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland.ORCID http://orcid.org/0000-0001-5576-8584
Ilja M NolteDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
Lynda M RoseDivision of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States of America.
Denis V RybinDepartment of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America.
Serena SannaIstituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, Italy.ORCID http://orcid.org/0000-0002-3768-1749
Yuan ShiSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Daniel O StramDepartment of Preventive Medicine, University of Southern California, Los Angeles, CA, United States of America.
Fumihiko TakeuchiDepartment of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan.ORCID http://orcid.org/0000-0003-3185-5661
Shu Pei TanSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Peter J van der MostDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0001-8450-3518
Jana V Van Vliet-OstaptchoukDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0002-7943-3153
Andrew WongMRC Unit for Lifelong Health & Ageing, London, United Kingdom.ORCID http://orcid.org/0000-0003-2079-4779
Loic YengoUniversity of Lille, CNRS, Institut Pasteur of Lille, UMR 8199-EGID, Lille, France.ORCID http://orcid.org/0000-0002-4272-9305
Wanting ZhaoSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Anuj GoelWellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
Maria Teresa Martinez LarradSpanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain.
Dörte RadkeInstitute for Community Medicine, University Medicine Greifswald, Greifswald, Germany.
Perttu SaloNational Institute for Health and Welfare (THL), Helsinki, Finland.
Toshiko TanakaTranslational Gerontology Branch, National Institute on Aging, Baltimore, MD, United States of America.ORCID http://orcid.org/0000-0002-4161-3829
Erik P A van IperenDepartment of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands.
Goncalo AbecasisDepartment of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, United States of America.
Saima AfaqDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom.
Behrooz Z AlizadehDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0002-1415-8007
Alain G BertoniDepartment of Epidemiology and Prevention, Wake Forest School of Medicine, Winston-Salem, NC, United States of America.
Amelie BonnefondUniversity of Lille, CNRS, Institut Pasteur of Lille, UMR 8199-EGID, Lille, France.
Yvonne BöttcherIntegrated Research and Treatment (IFB) Center Adiposity Diseases, University of Leipzig, Leipzig, Germany.
Erwin P BottingerThe Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY, United States of America.ORCID http://orcid.org/0000-0001-6868-6676
Harry CampbellCentre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland.ORCID http://orcid.org/0000-0002-6169-6262
Olga D CarlsonLaboratory of Clinical Investigation, National Institute on Aging, Baltimore, MD, United States of America.ORCID http://orcid.org/0000-0003-4099-7178
Chien-Hsiun ChenInstitute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.
Yoon Shin ChoDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.
W Timothy GarveyDepartment of Nutrition Sciences, University of Alabama at Birmingham and the Birmingham Veterans Affairs Medical Center, Birmingham, AL, United States of America.
Christian GiegerInstitute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
Mark O GoodarziDivision of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, United States of America.
Harald GrallertInstitute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
Anders HamstenCardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
Catharina A HartmanDepartment of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
Christian HerderInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Institute for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.ORCID http://orcid.org/0000-0002-2050-093X
Chao Agnes HsiungDivision of Endocrinology, Diabetes, Metabolism, Department of Internal Medicine, Wexner Medical Center, The Ohio State University, Columbus, OH, United States of America.
Jie HuangBoston VA Research Institute, Inc., Boston, MA, United States of America.ORCID http://orcid.org/0000-0002-9441-4698
Michiya IgaseDepartment of Geriatric Medicine, Ehime University Graduate School of Medicine, Ehime, Japan.
Masato IsonoDepartment of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan.
Tomohiro KatsuyaDepartment of Clinical Gene Therapy, Osaka University Graduate School of Medicine, Suita, Japan.ORCID http://orcid.org/0000-0002-8892-8828
Chiea-Chuen KhorGenome Institute of Singapore, Agency for Science Technology and Research, Singapore, Singapore.
Wieland KiessCenter of Pediatric Research, University Hospital for Children & Adolescents, Dept. of Women's & Child Health, University of Leipzig, Leipzig, Germany.
Katsuhiko KoharaFaculty of Collaborative Regional Innovation, Ehime University, Ehime, Japan.
Peter KovacsIntegrated Research and Treatment (IFB) Center Adiposity Diseases, University of Leipzig, Leipzig, Germany.ORCID http://orcid.org/0000-0002-0290-5423
Juyoung LeeDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.
Wen-Jane LeeDepartment of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.ORCID http://orcid.org/0000-0002-4390-8129
Benjamin LehneDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom.
Huaixing LiThe Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China.
Jianjun LiuSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.
Stephane LobbensUniversity of Lille, CNRS, Institut Pasteur of Lille, UMR 8199-EGID, Lille, France.
Jian'an LuanMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.
Valeriya LyssenkoLund University Diabetes Centre, Lund University, Lund, Sweden.
Thomas MeitingerInstitute of Human Genetics, Technische Universität München, Munich, Germany.
Tetsuro MikiDepartment of Geriatric Medicine, Ehime University Graduate School of Medicine, Ehime, Japan.
Iva MiljkovicDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, United States of America.ORCID http://orcid.org/0000-0002-3155-9777
Sanghoon MoonDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.
Antonella MulasIstituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, Italy.
Gabriele MüllerCenter for Evidence-based Healthcare, University Hospital and Medical Faculty Carl Gustav Carus, Dresden, Germany.ORCID http://orcid.org/0000-0002-1591-0539
Martina Müller-NurasyidInstitute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany.
Ramaiah NagarajaLaboratory of Genetics, National Institute on Aging, Baltimore, MD, United States of America.
Matthias NauckInstitute for Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany.
James S PankowDivision of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN, United States of America.
Ozren PolasekUniversity of Split, Split, Croatia.
Inga ProkopenkoWellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
Paula S RamosDepartment of Medicine, Medical University of South Carolina, Charleston, SC, United States of America.ORCID http://orcid.org/0000-0002-9433-6634
Laura Rasmussen-TorvikDepartment of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America.
Wolfgang RathmannGerman Center for Diabetes Research (DZD), München-Neuherberg, Germany.
Stephen S RichCenter for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, United States of America.
Neil R RobertsonOxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom.
Michael RodenInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Institute for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
Ronan RousselINSERM, UMR_S 1138, Centre de Recherche des Cordelier, Paris, France.
Igor RudanUniversity of Edinburgh, Edinburgh, United Kingdom.
Robert A ScottMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.
William R ScottDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom.
Bengt SennbladCardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
David S SiscovickThe New York Academy of Medicine, New York, NY, United States of America.
Konstantin StrauchInstitute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany.
Liang SunThe Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China.
Morris SwertzDepartment of Genetics, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0002-0979-3401
Salman M TajuddinHealth Disparities Unit, National Institute on Aging, National Institutes of Health, Baltimore, MD, United States of America.ORCID http://orcid.org/0000-0002-7919-8528
Kent D TaylorInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
Yik-Ying TeoSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.
Yih Chung ThamSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Anke TönjesDepartment of Medicine; University of Leipzig, Leipzig, Germany.
Nicholas J WarehamMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0003-1422-2993
Gonneke WillemsenBiological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.
Tom WilsgaardDept of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway.
Aroon D HingoraniInstitute of Cardiovascular Science, University College London, London, United Kingdom.ORCID http://orcid.org/0000-0001-8365-0081
EPIC-CVD Consortium
EPIC-InterAct Consortium
Lifelines Cohort Study
Josephine EganLaboratory of Clinical Investigation, National Institute on Aging, Baltimore, MD, United States of America.
Luigi FerrucciLaboratory of Clinical Investigation, National Institute on Aging, Baltimore, MD, United States of America.ORCID http://orcid.org/0000-0002-6273-1613
G Kees HovinghDepartment of Vascular Medicine, Academic Medical Center, Amsterdam, Netherlands.
Antti JulaNational Institute for Health and Welfare (THL), Helsinki, Finland.
Mika KivimakiDepartment of Epidemiology and Public Health, University College London, London, United Kingdom.ORCID http://orcid.org/0000-0002-4699-5627
Meena KumariDepartment of Epidemiology and Public Health, University College London, London, United Kingdom.
Inger NjølstadDept of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway.
Colin N A PalmerPat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Medical Research Institute, Ninewells Hospital and Medical School, Dundee, United Kingdom.ORCID http://orcid.org/0000-0002-6415-6560
Manuel Serrano RíosSpanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain.
Michael StumvollDepartment of Medicine; University of Leipzig, Leipzig, Germany.
Hugh WatkinsWellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
Tin AungSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Matthias BlüherDepartment of Medicine; University of Leipzig, Leipzig, Germany.
Michael BoehnkeDepartment of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, United States of America.
Dorret I BoomsmaBiological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.ORCID http://orcid.org/0000-0002-7099-7972
Stefan R BornsteinDept of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany.
John C ChambersDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom.
Daniel I ChasmanDivision of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States of America.
Yii-Der Ida ChenInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
Yduan-Tsong ChenInstitute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.
Ching-Yu ChengSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.
Francesco CuccaIstituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, Italy.ORCID http://orcid.org/0000-0002-7414-1995
Eco J C de GeusBiological Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.ORCID http://orcid.org/0000-0001-6022-2666
Panos DeloukasWilliam Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.
Michele K EvansHealth Disparities Unit, National Institute on Aging, National Institutes of Health, Baltimore, MD, United States of America.
Myriam FornageBrown Foundation Institute of Molecular Medicine, Division of Epidemiology, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, United States of America.
Yechiel FriedlanderBraun School of Public Health, Hebrew University-Hadassah Medical Center, Jerusalem, Israel.ORCID http://orcid.org/0000-0001-6783-3531
Philippe FroguelDepartment of Genomics of Common Disease, School of Public Health, Imperial College London, London, United Kingdom.
Leif GroopLund University Diabetes Centre, Lund University, Lund, Sweden.
Myron D GrossDepartment of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, United States of America.
Tamara B HarrisNational Institute on Aging, Bethesda, MD, United States of America.
Caroline HaywardInstitute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom.
Chew-Kiat HengDepartment of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-7309-9473
Erik IngelssonDepartment of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden.
Norihiro KatoDepartment of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan.
Bong-Jo KimDivision of Structural and Functional Genomics, Center for Genome Science, Korean National Institute of Health, Osong, Chungchungbuk-do, South Korea.
Woon-Puay KohSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.
Jaspal S KoonerDepartment of Cardiology, Ealing Hospital NHS Trust, Southall, Middlesex, United Kingdom.
Antje KörnerCenter of Pediatric Research, University Hospital for Children & Adolescents, Dept. of Women's & Child Health, University of Leipzig, Leipzig, Germany.
Diana KuhMRC Unit for Lifelong Health & Ageing, London, United Kingdom.
Johanna KuusistoInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.
Markku LaaksoInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.
Xu LinThe Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People's Republic of China.
Yongmei LiuDepartment of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University, Winston-Salem, NC, United States of America.
Ruth J F LoosThe Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY, United States of America.
Patrik K E MagnussonDepartment of Medical Epidemiology and Biostatistics, Karolinska Insitutet, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-7315-7899
Winfried MärzVth Department of Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany.
Mark I McCarthyOxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom.ORCID http://orcid.org/0000-0002-4393-0510
Albertine J OldehinkelDepartment of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0003-3925-3913
Ken K OngMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0003-4689-7530
Nancy L PedersenDepartment of Medical Epidemiology and Biostatistics, Karolinska Insitutet, Stockholm, Sweden.
Mark A PereiraDivision of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN, United States of America.ORCID http://orcid.org/0000-0002-6704-5276
Annette PetersInstitute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.ORCID http://orcid.org/0000-0001-6645-0985
Paul M RidkerDivision of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States of America.
Charumathi SabanayagamSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.ORCID http://orcid.org/0000-0002-4042-4719
Michele SaleCenter for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, United States of America.ORCID http://orcid.org/0000-0003-1644-9040
Danish SaleheenDepartment of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA, United States of America.
Juha SaltevoDepartment of Medicine, Central Hospital, Central Finland, Jyväskylä, Finland.
Peter Eh SchwarzDept of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany.
Wayne H H SheuDivision of Endocrine and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan.
Harold SniederDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
Timothy D SpectorDepartment of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom.
Yasuharu TabaraCenter for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan.
Jaakko TuomilehtoChronic Disease Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland.
Rob M van DamSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-7354-8734
James G WilsonDepartment of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, United States of America.
James F WilsonMRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland.ORCID http://orcid.org/0000-0001-5751-9178
Bruce H R WolffenbuttelDepartment of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
Tien Yin WongSingapore Eye Research Institute, The Academia Level 6, Discovery Tower, Singapore, Singapore.ORCID http://orcid.org/0000-0002-8448-1264
Jer-Yuarn WuInstitute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.
Jian-Min YuanDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, United States of America.ORCID http://orcid.org/0000-0002-4620-3108
Alan B ZondermanLaboratory of Epidemiology & Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, United States of America.
Nicole SoranzoDepartment of Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, Cambridge, United Kingdom.
Xiuqing GuoInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
David J RobertsBiomedical Research Centre Oxford Haematology Theme and Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Headley Way, Headington, Oxford, United Kingdom.
Jose C FlorezHarvard Medical School, Boston, MA, United States of America.
Robert SladekDepartment of Medicine, McGill University, Montreal, Quebec, Canada.ORCID http://orcid.org/0000-0002-2730-1204
Josée DupuisDepartment of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America.ORCID http://orcid.org/0000-0003-2871-3603
Andrew P MorrisWellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom.ORCID http://orcid.org/0000-0002-6805-6014
E-Shyong TaiSaw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.
Elizabeth SelvinDepartment of Epidemiology, The Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America.
Jerome I RotterInstitute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, United States of America.
Claudia LangenbergMRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0002-5017-7344
Inês BarrosoDepartment of Human Genetics, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, Cambridge, United Kingdom.ORCID http://orcid.org/0000-0001-5800-4520
James B MeigsDivision of General Internal Medicine, Massachusetts General Hospital, Boston, MA, United States of America.
University Medical Center Groningen · NLCentre for Human Genetics · GBNational University of Singapore · SGUniversity of Cambridge · GBBroad Institute · USCentre National de la Recherche Scientifique · FRHelmholtz Zentrum München · DENational Institute on Aging · USNational Institutes of Health · USSingapore Eye Research Institute · SGThe Lundquist Institute · USBoston University · USBrigham and Women's Hospital · USUniversity of Minnesota · USChinese Academy of Sciences · CNJohns Hopkins University · USKorea National Institute of Health · KRAgency for Science, Technology and Research · SGAmsterdam UMC Location University of Amsterdam · NLEhime University · JP

Funding

UCLA Clinical Translational Science InstituteUL1TR001881 · NCATS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI ARLEEN F. BROWN, ARASH NAEIM · 2016 to 2026
$118.1M
UCLA Clinical and Translational Science InstituteUL1TR000124 · NCATS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI DUBINETT, STEVEN M. · 2012 to 2015
$57.0M
Transgenic & Knock-out MouseP30DK063491 · NIDDK · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Andrea L Hevener · 2003 to 2026
$40.4M
Tracking and Evaluation CoreU54GM115428 · NIGMS · UNIVERSITY OF MISSISSIPPI MED CTR · PI MASON, SARAH · 2016 to 2025
$38.2M
Translational Research CoreP30DK020541 · NIDDK · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI STREAMSON C CHUA · 2015 to 2026
$27.7M
Regional Pilot And Feasibility Study Grants ProgramP30DK020572 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mehboob A Hussain · 2013 to 2026
$24.3M
Identifying Genes for Type 2 Diabetes: FUSIONU01DK062370 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BOEHNKE, MICHAEL L, SCOTT, LAURA J. · 2009 to 2021
$11.6M
CHARGE Consortium: Omics Discovery for CVD and Aging PhenotypesR01HL105756 · NHLBI · UNIVERSITY OF WASHINGTON · PI Bruce M Psaty, NICHOLAS L SMITH · 2011 to 2026
$9.5M
Prospective studies of cancer etiology and prevention in Shanghai and SingaporeR01CA144034 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI YUAN, JIAN-MIN · 2010 to 2014
$7.0M
Diabetes and Prediabetes in Older Adults in ARICR01DK089174 · NIDDK · JOHNS HOPKINS UNIVERSITY · PI SELVIN, ELIZABETH · 2011 to 2020
$6.4M
THE SINGAPORE COHORT STUDY OF DIET AND CANCERR01CA080205 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI YUAN, JIAN-MIN · 1999 to 2009
$5.3M
Cancer epidemiology cohorts in Shanghai and Singapore UM1CA182876 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI YUAN, JIAN-MIN · 2014 to 2018
$4.3M
British Heart Foundation RG/10/12/28456British Heart Foundation RG/14/5/30893Medical Research Council G0601261Medical Research Council MC_PC_U127561128Medical Research Council MC_UU_12015/1Medical Research Council MC_UU_12015/2Medical Research Council MC_UU_12019/1Medical Research Council MR/K002414/1Medical Research Council MR/K013351/1NCI NIH HHS R01 CA080205NCI NIH HHS R01 CA144034NCI NIH HHS UM1 CA182876
6 · The paper itself

Abstract

backgroundGlycated 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 &

findingsUsing 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.

conclusionsAs 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.

Indexed as

Genetic VariationGenome-Wide Association StudyDiabetes Mellitus, Type 2Glycated HemoglobinHumansPhenotypeRiskGlycated Hemoglobinhemoglobin A1c protein, human

Identifiers

PMID28898252
PMCPMC5595282
OpenAlexW2755166087

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