An Expanded Genome-Wide Association Study of Type 2 Diabetes in Europeans

Author:

Scott Robert A.1,Scott Laura J.2,Mägi Reedik3,Marullo Letizia4,Gaulton Kyle J.56,Kaakinen Marika7,Pervjakova Natalia3,Pers Tune H.891011,Johnson Andrew D.12,Eicher John D.12,Jackson Anne U.2,Ferreira Teresa5,Lee Yeji2,Ma Clement2,Steinthorsdottir Valgerdur13,Thorleifsson Gudmar13,Qi Lu141516,Van Zuydam Natalie R.517,Mahajan Anubha5,Chen Han1819,Almgren Peter20,Voight Ben F.212223,Grallert Harald242526,Müller-Nurasyid Martina27282930,Ried Janina S.27,Rayner Nigel W.53132,Robertson Neil531,Karssen Lennart C.3334,van Leeuwen Elisabeth M.33,Willems Sara M.133,Fuchsberger Christian2,Kwan Phoenix2,Teslovich Tanya M.2,Chanda Pritam35,Li Man36,Lu Yingchang3738,Dina Christian39,Thuillier Dorothee4041,Yengo Loic4041,Jiang Longda7,Sparso Thomas10,Kestler Hans A.4243,Chheda Himanshu44,Eisele Lewin45,Gustafsson Stefan46,Frånberg Mattias474849,Strawbridge Rona J.47,Benediktsson Rafn5051,Hreidarsson Astradur B.51,Kong Augustine13,Sigurðsson Gunnar5152,Kerrison Nicola D.1,Luan Jian'an1,Liang Liming1453,Meitinger Thomas305455,Roden Michael265657ORCID,Thorand Barbara2526,Esko Tõnu3858,Mihailov Evelin3,Fox Caroline5960,Liu Ching-Ti61,Rybin Denis62,Isomaa Bo6364,Lyssenko Valeriya20,Tuomi Tiinamaija6365ORCID,Couper David J.66,Pankow James S.67,Grarup Niels10,Have Christian T.10,Jørgensen Marit E.68,Jørgensen Torben697071,Linneberg Allan697273,Cornelis Marilyn C.74,van Dam Rob M.1575,Hunter David J.14151676,Kraft Peter145376,Sun Qi1516,Edkins Sarah32,Owen Katharine R.3177,Perry John R.B.1,Wood Andrew R.78,Zeggini Eleftheria32,Tajes-Fernandes Juan5,Abecasis Goncalo R.2,Bonnycastle Lori L.79,Chines Peter S.79,Stringham Heather M.2,Koistinen Heikki A.808182,Kinnunen Leena808182,Sennblad Bengt4748,Mühleisen Thomas W.8384,Nöthen Markus M.8384,Pechlivanis Sonali45,Baldassarre Damiano8586,Gertow Karl47,Humphries Steve E.87,Tremoli Elena8586,Klopp Norman2488,Meyer Julia27,Steinbach Gerald89,Wennauer Roman90,Eriksson Johan G.63919293,Mӓnnistö Satu91,Peltonen Leena32449194,Tikkanen Emmi4495,Charpentier Guillaume96,Eury Elodie41,Lobbens Stéphane41,Gigante Bruna97,Leander Karin97,McLeod Olga47,Bottinger Erwin P.37,Gottesman Omri37,Ruderfer Douglas98,Blüher Matthias99100,Kovacs Peter99100,Tonjes Anke99100,Maruthur Nisa M.36101102,Scapoli Chiara4,Erbel Raimund45,Jöckel Karl-Heinz45,Moebus Susanne45,de Faire Ulf97,Hamsten Anders47,Stumvoll Michael99100,Deloukas Panagiotis32103,Donnelly Peter J.5104,Frayling Timothy M.78,Hattersley Andrew T.105,Ripatti Samuli324495106,Salomaa Veikko80,Pedersen Nancy L.107,Boehm Bernhard O.108109,Bergman Richard N.110,Collins Francis S.79,Mohlke Karen L.111,Tuomilehto Jaakko91112113114,Hansen Torben10115,Pedersen Oluf10,Barroso Inês32116,Lannfelt Lars117,Ingelsson Erik46118,Lind Lars119,Lindgren Cecilia M.594,Cauchi Stephane40,Froguel Philippe74041,Loos Ruth J.F.3738120,Balkau Beverley121122,Boeing Heiner123,Franks Paul W.124125,Barricarte Gurrea Aurelio126127128,Palli Domenico129,van der Schouw Yvonne T.130,Altshuler David94131132133134,Groop Leif C.2044,Langenberg Claudia1,Wareham Nicholas J.1,Sijbrands Eric90,van Duijn Cornelia M.33135,Florez Jose C.8132136,Meigs James B.8132137,Boerwinkle Eric138139,Gieger Christian2425,Strauch Konstantin2729,Metspalu Andres3140,Morris Andrew D.141,Palmer Colin N.A.17142,Hu Frank B.141516,Thorsteinsdottir Unnur1350,Stefansson Kari1350,Dupuis Josée5961,Morris Andrew P.35143144,Boehnke Michael2,McCarthy Mark I.53177,Prokopenko Inga5731ORCID

Affiliation:

1. MRC Epidemiology Unit, University of Cambridge, Cambridge, U.K.

2. Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI

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

4. Department of Life Sciences and Biotechnology, University of Ferrara, Ferrara, Italy

5. Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K.

6. Department of Genetics, Stanford University, Stanford, CA

7. Department of Genomics of Common Disease, Imperial College London, London, U.K.

8. Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA

9. Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children’s Hospital, Boston, MA

10. Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark

11. Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark

12. Framingham Heart Study, Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Framingham, MA

13. deCODE genetics, Amgen, Inc., Reykjavik, Iceland

14. Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA

15. Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA

16. Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA

17. Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics and Biomedical Research Institute, Ninewells Hospital, University of Dundee, Dundee, U.K.

18. Human Genetics Center and Department of Epidemiology, Human Genetics & Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX

19. Center for Precision Health, School Biomedical Informatics, and School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX

20. Lund University Diabetes Centre and Department of Clinical Sciences Malmö, University Hospital Scania, Lund University, Malmö, Sweden

21. Department of Pharmacology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA

22. Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA

23. Institute of Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA

24. Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany

25. Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany

26. German Center for Diabetes Research, Neuherberg, Germany

27. Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany

28. Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany

29. Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany

30. Munich Heart Alliance, German Centre for Cardiovascular Disease, Munich, Germany

31. Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, U.K.

32. Wellcome Trust Sanger Institute, Hinxton, U.K.

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

34. PolyOmica, 's-Hertogenbosch, the Netherlands

35. High Throughput Biology Center, Johns Hopkins University School of Medicine, Baltimore, MD

36. Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD

37. The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY

38. The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, NY

39. l'institut du thorax, INSERM, CNRS, Centre Hospitalier Universitaire de Nantes, Université de Nantes, Nantes, France

40. Lille Institute of Biology, European Genomics Institute of Diabetes, Lille, France

41. CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, University of Lille, Lille, France

42. Leibniz Institute on Aging, Fritz Lipmann Institute, Jena, Germany

43. Institute of Medical Systems Biology, Ulm University, Ulm, Germany

44. Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland

45. Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, Essen, Germany

46. Molecular Epidemiology, Department of Medical Sciences, and Science for Life Laboratory, Uppsala University, Uppsala, Sweden

47. Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden

48. Science for Life Laboratory, Stockholm, Sweden

49. Department for Numerical Analysis and Computer Science, Stockholm University, Stockholm, Sweden

50. Faculty of Medicine, University of Iceland, Reykjavik, Iceland

51. Landspítali University Hospital, Reykjavik, Iceland

52. Icelandic Heart Association, Kópavogur, Iceland

53. Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA

54. Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg, Germany

55. Institute of Human Genetics, Technische Universität München, Munich, Germany

56. Department of Endocrinology and Diabetology, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany

57. Institute for Clinical Diabetology, German Diabetes Center, Leibniz Institute for Diabetes Research at Heinrich-Heine University Düsseldorf, Düsseldorf, Germany

58. Division of Genetics and Endocrinology, Boston Children's Hospital, Boston, MA

59. Framingham Heart Study, National Heart, Lung, and Blood Institute, Framingham, MA

60. Division of Endocrinology, Diabetes and Hypertension, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA

61. Department of Biostatistics, Boston University School of Public Health, Boston, MA

62. Data Coordinating Center, Boston University School of Public Health, Boston, MA

63. Folkhälsan Research Center, Helsinki, Finland

64. Department of Social Services and Health Care, Jakobstad, Finland

65. Department of Medicine, Helsinki University Hospital, University of Helsinki, Helsinki, Finland

66. Collaborative Studies Coordinating Center, Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC

67. Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN

68. Steno Diabetes Center, Gentofte, Denmark

69. Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark

70. Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark

71. Faculty of Medicine, Aalborg University, Aalborg, Denmark

72. Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark

73. Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark

74. Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL

75. Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore

76. Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA

77. National Institute for Health Research Oxford Biomedical Research Centre, Churchill Hospital, Oxford, U.K.

78. Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, U.K.

79. National Human Genome Research Institute, National Institutes of Health, Bethesda, MD

80. Department of Health, National Institute for Health and Welfare, Helsinki, Finland

81. Endocrinology, Department of Medicine and Abdominal Center, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland

82. Minerva Foundation Institute for Medical Research, Biomedicum Helsinki 2U, Helsinki, Finland

83. Institute of Human Genetics, University of Bonn, Bonn, Germany

84. Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany

85. Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico, Milan, Italy

86. Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy

87. Cardiovascular Genetics, BHF Laboratories, Institute Cardiovascular Sciences, University College London, London, U.K.

88. Hannover Unified Biobank, Hannover Medical School, Hannover, Germany

89. Department of Clinical Chemistry and Central Laboratory, University of Ulm, Ulm, Germany

90. Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands

91. Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland

92. Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland

93. Unit of General Practice, Helsinki University Central Hospital, Helsinki, Finland

94. Broad Institute of MIT and Harvard, Cambridge, MA

95. Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland

96. Endocrinology-Diabetology Unit, Corbeil-Essonnes Hospital, Corbeil-Essonnes, France

97. Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden

98. Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY

99. IFB AdiposityDiseases, University of Leipzig, Leipzig, Germany

100. Department of Medicine, University of Leipzig, Leipzig, Germany

101. Division of General Internal Medicine, Department of Medicine, Johns Hopkins Bloomberg School of Medicine, Baltimore, MD

102. The Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD

103. William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University London, London, U.K.

104. Department of Statistics, University of Oxford, Oxford, U.K.

105. Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, U.K.

106. Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland

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

108. Division of Endocrinology and Diabetes, Department of Internal Medicine, University Medical Centre Ulm, Ulm, Germany

109. Lee Kong Chian School of Medicine, Imperial College London and Nanyang Technological University, Singapore, Singapore

110. Diabetes and Obesity Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA

111. Department of Genetics, University of North Carolina, Chapel Hill, NC

112. Dasman Diabetes Institute, Dasman, Kuwait

113. Centre for Vascular Prevention, Danube University Krems, Krems, Austria

114. Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia

115. Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark

116. University of Cambridge Metabolic Research Laboratories and National Institute for Health Research Cambridge Biomedical Research Centre, Wellcome Trust-MRC Institute of Metabolic Science, Addenbrooke’s Hospital Cambridge, Cambridge, U.K.

117. Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden

118. Division of Cardiovascular Medicine, Department of Medicine, Stanford University School of Medicine, Stanford, CA

119. Cardiovascular Epidemiology, Department of Medical Sciences, Uppsala University Hospital, Uppsala, Sweden

120. The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY

121. INSERM, CESP, UMR 1018, Villejuif, France

122. University of Paris-Sud, UMR 1018, Villejuif, France

123. German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany

124. Lund University, Malmö, Sweden

125. Umeå University, Umeå, Sweden

126. Navarra Public Health Institute, Pamplona, Spain

127. Navarra Institute for Health Research, Pamplona, Spain

128. CIBER Epidemiology and Public Health, Madrid, Spain

129. Cancer Research and Prevention Institute, Florence, Italy

130. University Medical Center Utrecht, Utrecht, the Netherlands

131. Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA

132. Department of Medicine, Harvard Medical School, Boston, MA

133. Department of Genetics, Harvard Medical School, Boston, MA

134. Department of Molecular Biology, Harvard Medical School, Boston, MA

135. Netherlands Genomics Initiative, Netherlands Consortium for Healthy Ageing and Center for Medical Systems Biology, Rotterdam, the Netherlands

136. Diabetes Unit and Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA

137. General Medicine Division, Massachusetts General Hospital, Boston, MA

138. Human Genetics Center, The University of Texas Health Science Center at Houston, Houston, TX

139. Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX

140. Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia

141. Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, U.K.

142. Cardiovascular and Diabetes Medicine, Biomedical Research Institute, Ninewells Hospital, University of Dundee, Dundee, U.K.

143. Department of Biostatistics, University of Liverpool, Liverpool, U.K.

144. Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, U.K.

Abstract

To characterize type 2 diabetes (T2D)-associated variation across the allele frequency spectrum, we conducted a meta-analysis of genome-wide association data from 26,676 T2D case and 132,532 control subjects of European ancestry after imputation using the 1000 Genomes multiethnic reference panel. Promising association signals were followed up in additional data sets (of 14,545 or 7,397 T2D case and 38,994 or 71,604 control subjects). We identified 13 novel T2D-associated loci (P < 5 × 10−8), including variants near the GLP2R, GIP, and HLA-DQA1 genes. Our analysis brought the total number of independent T2D associations to 128 distinct signals at 113 loci. Despite substantially increased sample size and more complete coverage of low-frequency variation, all novel associations were driven by common single nucleotide variants. Credible sets of potentially causal variants were generally larger than those based on imputation with earlier reference panels, consistent with resolution of causal signals to common risk haplotypes. Stratification of T2D-associated loci based on T2D-related quantitative trait associations revealed tissue-specific enrichment of regulatory annotations in pancreatic islet enhancers for loci influencing insulin secretion and in adipocytes, monocytes, and hepatocytes for insulin action–associated loci. These findings highlight the predominant role played by common variants of modest effect and the diversity of biological mechanisms influencing T2D pathophysiology.

Publisher

American Diabetes Association

Subject

Endocrinology, Diabetes and Metabolism,Internal Medicine

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3