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Abstract
Differences between sexes contribute to variation in the levels of fasting glucose and insulin. Epidemiological studies established a higher prevalence of impaired fasting glucose in men and impaired glucose tolerance in women, however, the genetic component underlying this phenomenon is not established. We assess sex-dimorphic (73,089/50,404 women and 67,506/47,806 men) and sex-combined (151,188/105,056 individuals) fasting glucose/fasting insulin genetic effects via genome-wide association study meta-analyses in individuals of European descent without diabetes. Here we report sex dimorphism in allelic effects on fasting insulin at IRS1 and ZNF12 loci, the latter showing higher RNA expression in whole blood in women compared to men. We also observe sex-homogeneous effects on fasting glucose at seven novel loci. Fasting insulin in women shows stronger genetic correlations than in men with waist-to-hip ratio and anorexia nervosa. Furthermore, waist-to-hip ratio is causally related to insulin resistance in women, but not in men. These results position dissection of metabolic and glycemic health sex dimorphism as a steppingstone for understanding differences in genetic effects between women and men in related phenotypes.
Sex differences in fasting glucose and insulin have been identified, but the genetic loci underlying these differences have not. Here, the authors perform a meta-analysis of genome-wide association studies to detect sex-specific and sex-dimorphic loci associated with fasting glucose and insulin.
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1 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Laboratory of Adaptive Immunity, Department of Microbiology and Immunology, Leuven, Belgium (GRID:grid.4991.5); VIB-KU Leuven Center for Brain and Disease Research, Leuven, Belgium (GRID:grid.4991.5)
2 University of Tartu, Estonian Genome Centre, Institute of Genomics, Tartu, Estonia (GRID:grid.10939.32) (ISNI:0000 0001 0943 7661)
3 Vrije Universiteit, Department of Biological Psychology, Amsterdam, the Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); VU University medical center, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
4 Helmholtz Zentrum München Research Center for Environmental Health, Research Unit of Molecular Epidemiology, Institute of Epidemiology, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525); German Center for Diabetes Research (DZD, München-Neuherberg, Germany (GRID:grid.452622.5)
5 University of Cambridge School of Clinical Medicine, MRC Epidemiology Unit, Cambridge, United Kingdom (GRID:grid.5335.0) (ISNI:0000000121885934)
6 University of Lille Nord de France, Lille, France (GRID:grid.412304.0) (ISNI:0000 0004 1759 9865); CNRS UMR8199, Institut Pasteur de Lille, Lille, France (GRID:grid.8970.6) (ISNI:0000 0001 2159 9858); INSERM U970, Paris Cardiovascular Research Center PARCC, Paris, France (GRID:grid.462416.3) (ISNI:0000 0004 0495 1460)
7 University of Ferrara, Department of Life Sciences and Biotechnology, Ferrara, Italy (GRID:grid.8484.0) (ISNI:0000 0004 1757 2064)
8 Boston University Data Coordinating Center, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
9 VU University Medical Center, Department of Psychiatry, Amsterdam, the Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
10 University of Bristol, MRC Integrative Epidemiology Unit, Bristol, UK (GRID:grid.5337.2) (ISNI:0000 0004 1936 7603); University of Bristol, Bristol Medical School, Bristol, United Kingdom (GRID:grid.5337.2) (ISNI:0000 0004 1936 7603)
11 Biomedical Sciences Research Center Al. Fleming, Institute for Bioinnovation, Vari, Greece (GRID:grid.424165.0) (ISNI:0000 0004 0635 706X)
12 Imperial College London, Department of Medicine, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111)
13 Karolinska University Hospital, Cardiovascular Medicine Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Solna, Sweden (GRID:grid.24381.3c) (ISNI:0000 0000 9241 5705)
14 Imperial College London, Department of Medicine, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); The University of Queensland, Institute for Molecular Bioscience, Brisbane, Australia (GRID:grid.1003.2) (ISNI:0000 0000 9320 7537)
15 University of Lille Nord de France, Lille, France (GRID:grid.412304.0) (ISNI:0000 0004 1759 9865); CNRS UMR8199, Institut Pasteur de Lille, Lille, France (GRID:grid.8970.6) (ISNI:0000 0001 2159 9858); Imperial College London, Department of Medicine, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111)
16 Statens Serum Institut, Department of Epidemiology Research, Copenhagen, Denmark (GRID:grid.6203.7) (ISNI:0000 0004 0417 4147)
17 Université de Lorraine, IGE-PCV, Nancy, France (GRID:grid.29172.3f) (ISNI:0000 0001 2194 6418)
18 Erasmus Medical Center, Genetic Epidemiology Unit, Department of Epidemiology, Rotterdam, the Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X); Maastricht University, CARIM School for Cardiovascular Diseases and Maastricht Centre for Systems Biology (MaCSBio, Maastricht, the Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099); Maastricht University, Department of Physiology, Maastricht, the Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099)
19 Erasmus Medical Center, Genetic Epidemiology Unit, Department of Epidemiology, Rotterdam, the Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X)
20 University of Edinburgh, Western General Hospital, MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Edinburgh, UK (GRID:grid.5645.2)
21 National Institute on Aging, Translational Gerontology Branch, Longitudinal Study Section, Baltimore, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913)
22 University of Michigan, Department of Biostatistics and Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
23 University of Maryland, School of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264)
24 University of Michigan, Department of Epidemiology, School of Public Health, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
25 University of Western Australia Centre for Medical Research, Laboratory for Cancer Medicine, Harry Perkins Institute of Medical Research, Nedlands, Australia (GRID:grid.1012.2) (ISNI:0000 0004 1936 7910)
26 Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, USA (GRID:grid.66859.34); Center for Human Genetic Research, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Harvard Medical School, Department of Genetics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Critical Care and Pain Medicine, MGH, Departmentartment of Anesthesia, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
27 Wake Forest University School of Medicine, Department of Biostatistics and Data Science, Division of Public Health Sciences, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
28 Finnish Institute for Health and Welfare, Public Health Genomics Unit, Department of Chronic Disease Prevention, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499)
29 Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382)
30 Department of Epidemiology Erasmus MC, Rotterdam, the Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X)
31 University of Michigan, Department of Biostatistics and Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Icelandic Heart Association, Kopavogur, Iceland (GRID:grid.420802.c) (ISNI:0000 0000 9458 5898); University of Iceland, Faculty of Medicine, Reykjavik, Iceland (GRID:grid.14013.37) (ISNI:0000 0004 0640 0021)
32 University of Washington, Cardiovascular Health Research Unit, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); University of Washington, Department of Medicine, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
33 University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, The Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
34 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Oxford, Cardiovascular Medicine, Radcliffe Department of Medicine, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948)
35 University of Glasgow, Robertson Centre for Biostatistics, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
36 University of Glasgow, Robertson Centre for Biostatistics, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X); University of Glasgow, Institute of Biodiversity, Animal Health & Comparative Medicine, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
37 Queen Mary University of London, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, London, UK (GRID:grid.4868.2) (ISNI:0000 0001 2171 1133); Queen Mary University of London, NIHR Barts Cardiovascular Biomedical Research Unit, Barts and The London School of Medicine and Dentistry, London, UK (GRID:grid.4868.2) (ISNI:0000 0001 2171 1133)
38 University of Lausanne, Department of Medical Genetics, Lausanne, Switzerland (GRID:grid.9851.5) (ISNI:0000 0001 2165 4204)
39 deCODE Genetics, Reykjavik, Iceland (GRID:grid.421812.c) (ISNI:0000 0004 0618 6889)
40 Karolinska Institutet, Cardiovascular Medicine Unit, Department of Medicine, Solna, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626); Karolinska University Hospital Solna, Center for Molecular Medicine, Stockholm, Sweden (GRID:grid.24381.3c) (ISNI:0000 0000 9241 5705); University of Glasgow, Institute of Health and Wellbeing, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
41 Northwestern University Feinberg School of Medicine, Department of Preventive Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
42 Uppsala University, Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)
43 University of Edinburgh, Usher Institute, Edinburgh, UK (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988); Synpromics Ltd, Roslin Innovation Centre, Easter Bush Campus, Edinburgh, UK (GRID:grid.4305.2)
44 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Genentech, South San Francisco, USA (GRID:grid.418158.1) (ISNI:0000 0004 0534 4718)
45 Queen Mary University of London, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, London, UK (GRID:grid.4868.2) (ISNI:0000 0001 2171 1133); Wellcome Trust Sanger Institute, Hinxton, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382)
46 Uppsala Universitet, Department of Public Health and Caring Sciences, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)
47 Heidelberg University, Vth Department of Medicine, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373)
48 Medical University of Graz, Division of Angiology, Department of Internal Medicine, Graz, Austria (GRID:grid.11598.34) (ISNI:0000 0000 8988 2476)
49 German Research Center for Environmental Health, Institute of Genetic Epidemiology,Helmholtz Zentrum München, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525)
50 German Research Center for Environmental Health, Institute of Genetic Epidemiology,Helmholtz Zentrum München, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525); Ludwig-Maximilians-Universität, Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology and Chair of Genetic Epidemiology, Munich, Germany (GRID:grid.5252.0) (ISNI:0000 0004 1936 973X); University Hospital Grosshadern, Ludwig-Maximilians-University, Department of Medicine I, Munich, Germany (GRID:grid.5252.0); Johannes Gutenberg University, Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI, University Medical Center, Mainz, Germany (GRID:grid.5802.f) (ISNI:0000 0001 1941 7111)
51 Massachusetts General Hospital, Analytic and Translational Genetics Unit, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute of MIT and Harvard, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34); Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, USA (GRID:grid.66859.34)
52 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); Finnish Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499)
53 University of Lille Nord de France, Lille, France (GRID:grid.412304.0) (ISNI:0000 0004 1759 9865); CNRS UMR8199, Institut Pasteur de Lille, Lille, France (GRID:grid.8970.6) (ISNI:0000 0001 2159 9858); The University of Queensland, Institute for Molecular Bioscience, Brisbane, Australia (GRID:grid.1003.2) (ISNI:0000 0000 9320 7537)
54 Umeå University, Department of Public Health & Clinical Medicine, Umeå, Sweden (GRID:grid.12650.30) (ISNI:0000 0001 1034 3451); Skåne University Hospital Malmö, Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Malmö, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987); Umeå University, Department of Odontology, Umeå, Sweden (GRID:grid.12650.30) (ISNI:0000 0001 1034 3451)
55 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); RIKEN, Center for Integrative Medical Sciences, Laboratory for Endocrinology, Metabolism and Kidney Disease, Yokohama, Japan (GRID:grid.7597.c) (ISNI:0000000094465255)
56 Washington University School of Medicine, Division of Statistical Genomics, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
57 Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy (GRID:grid.428485.7) (ISNI:0000 0004 1789 9390); University of Groningen, Department of Genetics, University Medical Center Groningen, Groningen, the Netherlands (GRID:grid.4830.f) (ISNI:0000 0004 0407 1981)
58 University of Leipzig, Department of Medicine, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786); University of Leipzig, IFB AdiposityDiseases, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786)
59 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Wellcome Trust Sanger Institute, Hinxton, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382); University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948)
60 University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, the Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
61 University of Split, Faculty of Medicine, Split, Croatia (GRID:grid.38603.3e) (ISNI:0000 0004 0644 1675)
62 University of Amsterdam, Department of Clinical Epidemiology and Biostatistics, Academic Medical Center, Amsterdam, the Netherlands (GRID:grid.7177.6) (ISNI:0000000084992262)
63 University of Leipzig, IFB AdiposityDiseases, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786)
64 University of Edinburgh, Western General Hospital, MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Edinburgh, UK (GRID:grid.9647.c)
65 University of Edinburgh, Usher Institute, Edinburgh, UK (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988)
66 University of Edinburgh, Western General Hospital, MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Edinburgh, UK (GRID:grid.4305.2)
67 National Institute of Aging, Laboratory of Clinical Investigation, Baltimore, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913)
68 University of Leipzig, IFB AdiposityDiseases, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786); University of Leipzig, Pediatric Research Center, Department of Women’s & Child Health, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786)
69 Vrije Universiteit, Department of Biological Psychology, Amsterdam, the Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227)
70 University of Eastern Finland and Kuopio University Hospital, Department of Medicine, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490)
71 Harokopio University, Department of Dietetics-Nutrition, Athens, Greece (GRID:grid.15823.3d) (ISNI:0000 0004 0622 2843)
72 European Academy Bozen/Bolzano (EURAC) (Affiliated Institute of the University of LübeckLübeckGermany), Center for Biomedicine, Bolzano, Italy (GRID:grid.418908.c) (ISNI:0000 0001 1089 6435)
73 Kuopio Research Institute of Exercise Medicine, Kuopio, Finland (GRID:grid.419013.e); Kuopio University Hospital, Department of Clinical Physiology and Nuclear Medicine, Kuopio, Finland (GRID:grid.410705.7) (ISNI:0000 0004 0628 207X)
74 Geriatric Unit, Azienda Sanitaria Firenze (ASF), Florence, Italy (GRID:grid.423864.f) (ISNI:0000 0004 1756 9121)
75 German Center for Diabetes Research (DZD, München-Neuherberg, Germany (GRID:grid.452622.5); German Research Center for Environmental Health, Institute of Epidemiology, Helmholtz Zentrum München, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525)
76 Wake Forest University School of Medicine, Department of Epidemiology and Prevention, Division of Public Health Sciences, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
77 University of Pittsburgh, Department of Epidemiology, Center for Aging and Population Health, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
78 Uppsala University, Department of Medical Sciences, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)
79 University of Dundee, Pat McPherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, Dundee, UK (GRID:grid.8241.f) (ISNI:0000 0004 0397 2876)
80 Finnish Institute for Health and Welfare, Public Health Genomics Unit, Department of Chronic Disease Prevention, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499); University of Helsinki, Institute for Molecular Medicine Finland, FIMM, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University of Tartu, Estonian Genome Center, Tartu, Estonia (GRID:grid.10939.32) (ISNI:0000 0001 0943 7661)
81 University College London, Department of Epidemiology and Public Health, London, UK (GRID:grid.83440.3b) (ISNI:0000000121901201)
82 University College London, Department of Epidemiology and Public Health, London, UK (GRID:grid.83440.3b) (ISNI:0000000121901201); University of Essex, Colchester, UK (GRID:grid.8356.8) (ISNI:0000 0001 0942 6946)
83 University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948)
84 German Center for Diabetes Research (DZD, München-Neuherberg, Germany (GRID:grid.452622.5); Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Institute of Clinical Diabetology, German Diabetes Center, Düsseldorf, Germany (GRID:grid.429051.b) (ISNI:0000 0004 0492 602X); Heinrich Heine University Düsseldorf, Division of Endocrinology and Diabetology, Medical Faculty, Düsseldorf, Germany (GRID:grid.411327.2) (ISNI:0000 0001 2176 9917)
85 Finnish Institute for Health and Welfare, Department of Public Health Solutions, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499); University of Helsinki and Helsinki University Central Hospital, Department of Medicine, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); Minerva Foundation Institute for Medical Research, Biomedicum 2U, Helsinki, Finland (GRID:grid.452540.2)
86 Finnish Institute for Health and Welfare, Department of Public Health Solutions, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499)
87 Karolinska Institutet, Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
88 University of Groningen, University Medical Center Groningen, Department of Internal Medicine, Groningen, the Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
89 University of Eastern Finland, Institute of Public Health and Clinical Nutrition, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490)
90 Leiden University Medical Center, Dept of Cardiology, Leiden, the Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Netherlands Heart Institute, Utrecht, the Netherlands (GRID:grid.411737.7)
91 University of Glasgow, Institute of Cardiovascular and Medical Sciences, Glasgow, United Kingdom (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
92 Finnish Institute for Health and Welfare, Department of Government Services, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499); Oulu University Hospital and University of Oulu, PEDEGO Research Unit, Medical Research Center Oulu, Oulu, Finland (GRID:grid.412326.0) (ISNI:0000 0004 4685 4917)
93 IMM Center for Human Genetics, University of Texas Health Science Center at Houston, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401); University of Texas Health Science Center at Houston, Division of Epidemiology, School of Public Health, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
94 University of Minnesota, Division of Epidemiology and Community Health, School of Public Health, Minneapolis, USA (GRID:grid.17635.36) (ISNI:0000000419368657)
95 Karolinska Institutet, Department of Medical Epidemiology and Biostatistics, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
96 University Hospital Malmö, Lund University, Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, Malmö, Sweden (GRID:grid.4714.6)
97 University of Leipzig, Department of Medicine, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786); Keck School of Medicine of USC, Department of Preventive Medicine, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853)
98 University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, the Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
99 Broad Institute of MIT and Harvard, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34); General Medicine Division, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Harvard Medical School, Department of Medicine, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
100 Amsterdam UMC, Department of Vascular Medicine, Amsterdam, the Netherlands (GRID:grid.38142.3c); Novo Nordisk A/S, Copenhagen, Denmark (GRID:grid.425956.9) (ISNI:0000 0001 2264 864X)
101 Diabetes Prevention Unit, Finnish Institute for Health and Welfare, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499)
102 University of Edinburgh, Western General Hospital, MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Edinburgh, UK (GRID:grid.14758.3f); University of Edinburgh, Usher Institute, Edinburgh, UK (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988)
103 Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Department of Medicine, Division for Prevention and Care of Diabetes, Dresden, Germany (GRID:grid.4488.0) (ISNI:0000 0001 2111 7257)
104 Technische Universität Dresden, Department for Prevention and Care of Diabetes, Faculty of Medicine Carl Gustav Carus, Dresden, Germany (GRID:grid.4488.0) (ISNI:0000 0001 2111 7257); Paul Langerhans Institute Dresden of the Helmholtz Center Munich at University Hospital and Faculty of Medicine, TU Dresden, Dresden, Germany (GRID:grid.4488.0) (ISNI:0000 0001 2111 7257); German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany (GRID:grid.452622.5)
105 Cardiology Group, Frankfurt-Sachsenhausen, Germany (GRID:grid.9647.c)
106 Nanyang Technological University Singapore and Imperial College London, Lee Kong Chian School of Medicine, Singapore, Singapore (GRID:grid.59025.3b) (ISNI:0000 0001 2224 0361)
107 Heidelberg University, Vth Department of Medicine, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany (GRID:grid.7700.0)
108 Queen Mary University of London, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, London, UK (GRID:grid.4868.2) (ISNI:0000 0001 2171 1133); Wellcome Trust Sanger Institute, Hinxton, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382); King Abdulaziz University, Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD, Jeddah, Saudi Arabia (GRID:grid.412125.1) (ISNI:0000 0001 0619 1117)
109 University of Leipzig, IFB AdiposityDiseases, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786); Massachusetts General Hospital, Diabetes Research Center, Diabetes Unit, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
110 Kuopio Research Institute of Exercise Medicine, Kuopio, Finland (GRID:grid.419013.e); University of Eastern Finland, Kuopio Campus, Institute of Biomedicine/Physiology, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490)
111 University of Oulu, Faculty of Medicine, Center for Life Course Health Research, Oulu, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873); Oulu University Hospital, Unit of General Practice, Oulu, Finland (GRID:grid.412326.0) (ISNI:0000 0004 4685 4917)
112 Finnish Diabetes Association, Tampere, Finland (GRID:grid.478734.b) (ISNI:0000 0004 0632 2975); Pirkanmaa Hospital District, Tampere, Finland (GRID:grid.415018.9) (ISNI:0000 0004 0472 1956)
113 Cedars-Sinai Medical Center, Diabetes and Obesity Research Institute, Los Angeles, USA (GRID:grid.50956.3f) (ISNI:0000 0001 2152 9905)
114 Finnish Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499); University of Helsinki, Department of Public Health, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); Danube-University Krems, Centre for Vascular Prevention, Krems, Austria (GRID:grid.15462.34) (ISNI:0000 0001 2108 5830); King Abdulaziz University, Diabetes Research Group, Jeddah, Saudi Arabia (GRID:grid.412125.1) (ISNI:0000 0001 0619 1117)
115 Skåne University Hospital Malmö, Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Malmö, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987); Harvard School of Public Health, Department of Nutrition, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Umeå University, Department of Public Health & Clinical Medicine, Units of Medicine and Nutritional Research, Umeå, Sweden (GRID:grid.12650.30) (ISNI:0000 0001 1034 3451)
116 University of Edinburgh, Western General Hospital, MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Edinburgh, UK (GRID:grid.12650.30)
117 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University of Helsinki, Department of Public Health, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
118 Inserm, CESP Center for Research in Epidemiology and Public Health, Villejuif, France (GRID:grid.7429.8) (ISNI:0000000121866389); Univ Paris-Saclay, Univ Paris Sud, UVSQ, UMRS 1018, UMRS 1018, Villejuif, France (GRID:grid.7429.8)
119 Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, USA (GRID:grid.66859.34); Center for Human Genetic Research, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Harvard Medical School, Department of Medicine, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
120 Erasmus Medical Center, Genetic Epidemiology Unit, Department of Epidemiology, Rotterdam, the Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X); Centre for Medical Systems Biology, Leiden, the Netherlands (GRID:grid.450025.6) (ISNI:0000 0004 0435 3911)
121 Helmholtz Zentrum München Research Center for Environmental Health, Research Unit of Molecular Epidemiology, Institute of Epidemiology, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525); German Center for Diabetes Research (DZD, München-Neuherberg, Germany (GRID:grid.452622.5); German Research Center for Environmental Health, Institute of Epidemiology, Helmholtz Zentrum München, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525)
122 Helmholtz Zentrum München Research Center for Environmental Health, Research Unit of Molecular Epidemiology, Institute of Epidemiology, Neuherberg, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525); Hannover Medical School, Hannover Unified Biobank, Hannover, Germany (GRID:grid.10423.34) (ISNI:0000 0000 9529 9877); Hannover Medical School, Institute of Human Genetics, Hannover, Germany (GRID:grid.10423.34) (ISNI:0000 0000 9529 9877)
123 National Institute on Aging, Clinical Research Branch, Baltimore, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913)
124 European Academy Bozen/Bolzano (EURAC) (Affiliated Institute of the University of LübeckLübeckGermany), Center for Biomedicine, Bolzano, Italy (GRID:grid.418908.c) (ISNI:0000 0001 1089 6435); General Central Hospital, Department of Neurology, Bolzano, Italy (GRID:grid.415844.8); University of Lübeck, Department of Neurology, Lübeck, Germany (GRID:grid.4562.5) (ISNI:0000 0001 0057 2672)
125 University of Exeter, Genetics of Complex Traits, Peninsula Medical School, Exeter, UK (GRID:grid.8391.3) (ISNI:0000 0004 1936 8024)
126 University of Maryland, School of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264); Regeneron Pharmaceuticals, The Regeneron Genetics Center, Tarrytown, USA (GRID:grid.418961.3) (ISNI:0000 0004 0472 2713)
127 University of Adelaide, School of Public Health, Adelaide, Australia (GRID:grid.1010.0) (ISNI:0000 0004 1936 7304)
128 Centre de Recherche des Cordeliers, U872 Institut National de la Santé et de la Recherche Médicale, Paris, France (GRID:grid.417925.c)
129 National Institute on Aging, Geriatric Epidemiology Section, Laboratory of Epidemiology, Demography, and Biometry, Bethesda, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913)
130 University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, The Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598); University Medical Center Groningen, University of Groningen, Department of Genetics, Groningen, the Netherlands (GRID:grid.4494.d)
131 University of Bristol, MRC Integrative Epidemiology Unit (IEU), Bristol, UK (GRID:grid.5337.2) (ISNI:0000 0004 1936 7603)
132 University of Cambridge School of Clinical Medicine, MRC Epidemiology Unit, Cambridge, United Kingdom (GRID:grid.5335.0) (ISNI:0000000121885934); Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
133 Finnish Institute for Health and Welfare, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499)
134 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University Hospital Malmö, Lund University, Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, Malmö, Sweden (GRID:grid.7737.4)
135 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University Hospital Malmö, Lund University, Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, Malmö, Sweden (GRID:grid.7737.4); University of Helsinki and Helsinki University Hospital, Endocrinology, Abdominal Centre, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University of Helsinki and Folkhälsan Research Center, Research Program for Clinical and Molecular Metabolism, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
136 Department of Epidemiology Erasmus MC, Rotterdam, the Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X); Netherlands Consortium for healthy ageing, the Hague, the Netherlands (GRID:grid.452197.c); Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
137 Icelandic Heart Association, Kopavogur, Iceland (GRID:grid.420802.c) (ISNI:0000 0000 9458 5898); Faculty of Medicine University of Iceland, Reykjavik, Iceland (GRID:grid.14013.37) (ISNI:0000 0004 0640 0021)
138 University of Washington, Cardiovascular Health Research Unit, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); University of Washington, Department of Medicine, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); University of Washington, Department of Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
139 University of Lille Nord de France, Lille, France (GRID:grid.412304.0) (ISNI:0000 0004 1759 9865); CNRS UMR8199, Institut Pasteur de Lille, Lille, France (GRID:grid.8970.6) (ISNI:0000 0001 2159 9858)
140 University Hospital Lausanne, Department of Medicine, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662)
141 Karolinska Institutet, Cardiothoracic Surgery Unit, Department of Molecular Medicine and Surgery, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
142 Imperial College London, Department of Epidemiology and Biostatistics and HPA-MRC Center, School of Public Health, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); University of Oulu, Institue of Health Sciences, Oulu, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873)
143 deCODE Genetics, Reykjavik, Iceland (GRID:grid.421812.c) (ISNI:0000 0004 0618 6889); University of Iceland, Faculty of Medicine, Reykjavík, Iceland (GRID:grid.14013.37) (ISNI:0000 0004 0640 0021)
144 Karolinska Institutet, Cardiovascular Medicine Unit, Department of Medicine, Solna, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626); Karolinska University Hospital Solna, Center for Molecular Medicine, Stockholm, Sweden (GRID:grid.24381.3c) (ISNI:0000 0000 9241 5705); Karolinska University Hospital Solna, Department of Cardiology, Stockholm, Sweden (GRID:grid.24381.3c) (ISNI:0000 0000 9241 5705)
145 University of Oxford, Department of Statistics, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948)
146 University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Churchill Hospital, Oxford National Institute for Health Research Biomedical Research Centre, Oxford, UK (GRID:grid.415719.f) (ISNI:0000 0004 0488 9484)
147 University of Geneva Medical School, Department of Genetic Medicine and Development, Geneva, Switzerland (GRID:grid.8591.5) (ISNI:0000 0001 2322 4988)
148 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, USA (GRID:grid.66859.34); University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Oxford, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948)
149 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Churchill Hospital, Oxford National Institute for Health Research Biomedical Research Centre, Oxford, UK (GRID:grid.415719.f) (ISNI:0000 0004 0488 9484); Genentech, South San Francisco, USA (GRID:grid.418158.1) (ISNI:0000 0004 0534 4718)
150 Imperial College London, Department of Medicine, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); University of Surrey, School of Biosciences and Medicine, Department of Clinical and Experimental Medicine, Guildford, UK (GRID:grid.5475.3) (ISNI:0000 0004 0407 4824)
151 University Hospital Malmö, Lund University, Department of Clinical Sciences, Diabetes and Endocrinology Research Unit, Malmö, Sweden (GRID:grid.5475.3); University of Bergen, Department of Clinical Science, Bergen, Norway (GRID:grid.7914.b) (ISNI:0000 0004 1936 7443)
152 Keck School of Medicine of USC, Department of Preventive Medicine, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853); Keck School of Medicine of USC, Department of Physiology & Neuroscience, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853); USC Diabetes and Obesity Research Institute, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853)
153 Uppsala University, Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457); Stanford University School of Medicine, Department of Medicine, Division of Cardiovascular Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956); Stanford University, Stanford Cardiovascular Institute, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
154 Center for Human Genetic Research, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Massachusetts General Hospital, Diabetes Research Center, Diabetes Unit, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
155 Boston University School of Public Health, Department of Biostatistics, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
156 Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382); Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge Metabolic Research Laboratories and NIHR Cambridge Biomedical Research Centre, Cambridge, UK (GRID:grid.470900.a) (ISNI:0000 0004 0369 9638); University of Exeter Medical School, Exeter Centre of ExcEllence in Diabetes (ExCEED), Exeter, UK (GRID:grid.8391.3) (ISNI:0000 0004 1936 8024)
157 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Tartu, Estonian Genome Center, Tartu, Estonia (GRID:grid.10939.32) (ISNI:0000 0001 0943 7661); University of Liverpool, Department of Biostatistics, Liverpool, UK (GRID:grid.10025.36) (ISNI:0000 0004 1936 8470); The University of Manchester, Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Manchester, UK (GRID:grid.5379.8) (ISNI:0000000121662407)
158 University of Oxford, Wellcome Centre for Human Genetics, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Imperial College London, Department of Medicine, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); University of Oxford, Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); University of Surrey, School of Biosciences and Medicine, Department of Clinical and Experimental Medicine, Guildford, UK (GRID:grid.5475.3) (ISNI:0000 0004 0407 4824); Ufa Federal Research Centre Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russian Federation (GRID:grid.4886.2) (ISNI:0000 0001 2192 9124)