4.8 Article

Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls

Journal

NATURE
Volume 570, Issue 7759, Pages 71-+

Publisher

NATURE PORTFOLIO
DOI: 10.1038/s41586-019-1231-2

Keywords

-

Funding

  1. National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) [U01DK085526]
  2. National Human Genome Research Institute (NHGRI) [U54HG003067]
  3. National Institutes of Health (NIH) [1RC2DK088389]
  4. NIDDK [U01DK085526, U01DK105554, U01DK078616, K24 DK080140, K24 DK110550, P30 DK057521]
  5. Carlos Slim Foundation (Slim Initiative in Genomic Medicine for the Americas (SIGMA))
  6. Andrea and Charles Bronfman Philanthropies
  7. NIH [R01 DK066358, RC2-DK088389, DK085545, R01-DK098032, U01DK105535, DK062370, DK072193, NHLBI N01-HC-25195, HHSN268201500001I, U01DK57295, R01DK110113, U01HG007417, R01DK101855, R01DK107786]
  8. The European Commission [ENGAGE: HEALTH-F4-2007-201413]
  9. MRC [G0601261, G0900747-91070]
  10. Wellcome Trust [064890, 083948, 085475, 086596, 090367, 090532, 092447, 095101, 095552, 098017, 098381, 100956, 101630, 203141]
  11. Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI) - Ministry of Health & Welfare, South Korea [HI14C0060, HI15C1595]
  12. Swedish Research Council
  13. Folkhalsan Research Foundation
  14. Sigrid Juselius Foundation
  15. Academy of Finland [263401, 267882, 312063, 312072]
  16. Nordic Center of Excellence in Disease Genetics, EU [EUFP7-MOSAIC FP7-600914]
  17. Ollqvist Foundation
  18. Swedish Cultural Foundation in Finland
  19. Finnish Diabetes Research Foundation
  20. Foundation for Life and Health in Finland
  21. Signe and Ane Gyllenberg Foundation
  22. Finnish Medical Society
  23. Paavo Nurmi Foundation
  24. Helsinki University Central Hospital Research Foundation
  25. Perklen Foundation
  26. Narpes Health Care Foundation
  27. Ahokas Foundation
  28. Ministry of Education in Finland
  29. Municipal Heath Care Center and Hospital in Jakobstad
  30. Health Care Center in Vasa
  31. Health Care Center in Narpes
  32. Health Care Center in Korsholm
  33. National Heart, Lung and Blood Institute (NHLBI) [HHSN268201200036C, HHSN268200800007C, HHSN268201800001C, N01HC55222, N01HC85079, N01HC85080, N01HC85081, N01HC85082, N01HC85083, N01HC85086, U01HL080295, U01HL130114]
  34. National Institute on Aging (NIA) [R01AG023629]
  35. NHLBI [U01HL130114, HHSN268201300046C, HHSN268201300047C, HHSN268201300048C, HHSN268201300049C, HHSN268201300050C, R01 HL105756, R01 HL092577-06S1, RO1HL 24799, RC2 HL-103010, RC2 HL-102925, RC2 HL-102926, R01HL105756, 5RC2HL102419, RC2 HL102925, RC2 HL102926]
  36. National Institute on Minority Health and Health Disparities
  37. National Institute of General Medical Sciences [U54GM115428]
  38. National Medical Research Council (NMRC)
  39. Biomedical Research Council (BMRC) of Singapore
  40. NMRC
  41. BMRC of Singapore
  42. American Federation for Aging Research
  43. Einstein Glenn Center
  44. NIA [PO1AG027734, R01AG046949, 1R01AG042188, P30AG038072, AG08122, AG033193]
  45. Wellcome Trust
  46. European Community's Seventh Framework Programme (FP7/2007-2013)
  47. National Institute for Health Research (NIHR)-funded BioResource, Clinical Research Facility and Biomedical Research Centre based at Guy's and St Thomas' NHS Foundation Trust
  48. King's College London
  49. Consejo Nacional de Ciencia y Tecnologia [2092, M9303, F677-M9407, 251M, 2005-C01-14502, SALUD 2010-2151165]
  50. Consejo Nacional de Ciencia y Tecnologia (CONACyT) (Fondo de Cooperacion Internacional en Ciencia y Tecnologia (FONCICYT)) [C0012-2014-01-247974]
  51. Korea Centers for Disease Control and Prevention [4845-301, 4851-302, 4851-307]
  52. Korea National Institute of Health [2016-NI73001-00]
  53. Instituto Carlos Slim de la Salud, AC
  54. NHLBI, NIH, Department of Health and Human Services [HHSN268201700001I, HHSN268201700002I, HHSN268201700003I, HHSN268201700004I, HHSN268201700005I]
  55. NIH through the American Recovery and Reinvestment Act of 2009 (ARRA) [5RC2HL102419]
  56. Lundbeck Foundation
  57. Novo Nordisk Foundation
  58. Danish Council for Independent Research Medical Sciences
  59. Danish Research Council
  60. Danish Centre for Health Technology Assessment
  61. Novo Nordisk
  62. Research Foundation of Copenhagen County
  63. Ministry of Internal Affairs and Health
  64. Danish Heart Foundation
  65. Danish Pharmaceutical Association
  66. Augustinus Foundation
  67. Ib Henriksen Foundation
  68. Becket Foundation
  69. Danish Diabetes Association
  70. Danish Diabetes Academy - Novo Nordisk Foundation
  71. Helmholtz Zentrum Munchen-German Research Center for Environmental Health - German Federal Ministry of Education and Research (BMBF)
  72. State of Bavaria
  73. Munich Center of Health Sciences (MC-Health), Ludwig-Maximilians-Universitat, as part of LMUinnovativ
  74. NHLBI Grand Opportunity (GO) program
  75. Multi-Ethnic Study of Atherosclerosis (MESA) [HHSN268201500003I, N01-HC-95159, N01-HC-95160, N01-HC-95161, N01-HC-95162, N01-HC-95163, N01-HC-95164, N01-HC-95165, N01-HC-95166, N01-HC-95167, N01-HC-95168, N01-HC-95169, UL1-TR-000040, UL1-TR-001079, UL1-TR-001420]
  76. National Center for Advancing Translational Sciences, TSCI grant [UL1TR001881]
  77. National Institute of Diabetes and Digestive and Kidney Disease Diabetes Research (DRC) grant [DK063491]
  78. Veterans Administration Epidemiologic grant
  79. Hong Kong Foundation for Research and Development in Diabetes
  80. Chinese University of Hong Kong
  81. Hong Kong Government Research Grants Committee Central Allocation Scheme [CUHK 1/04C]
  82. Research Grants Council Earmarked Research Grant [CUHK4724/07M]
  83. Innovation and Technology Fund [ITS/088/08, ITS/487/09FP]
  84. Research Grants Committee Theme-based Research Scheme [T12-402/13N]
  85. NIH Office of the Director (OD) [U01DK61212, U01DK61230, U01DK61239, U01DK61242, U01DK61254]
  86. National Center for Research Resources General Clinical Research Centers Program [M01-RR00036, M01-RR00043-45, M01-RR00069, M01-RR00084, M01-RR01066, M01-RR00125, M01-RR14467]
  87. NCRR Clinical and Translational Science Awards [UL1-RR024134, UL1-RR024139, UL1-RR024153, UL1-RR024989, UL1-RR024992, UL1-RR025758, UL1-RR025780]
  88. BADERC [DK057521]
  89. NIH-NIDDK [U01DK105535]
  90. Wellcome Trust Senior Fellow in Basic Biomedical Science [WT098017]
  91. National Research Foundation of Korea (NRF) [NRF-2017R1A2B4006508]
  92. Clinician Scientist Award of the Singapore Ministry of Health's National Medical Research Council [NMRC/CSA-SI/0012/2017]
  93. Hong Kong Research Grants Council Theme-based Research Scheme [T12-402/13N]
  94. Research Grants Council General Research Fund [14110415]
  95. Focused Innovation Scheme
  96. Vice-Chancellor One-off Discretionary Fund
  97. Postdoctoral Fellowship Scheme of the Chinese University of Hong Kong
  98. Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Collaboration Fund
  99. Korean Genome Analysis Project [4845-301]
  100. Korean Genome and Epidemiology Study [4851-302]
  101. Korea Biobank Project [4851-307, KBP-2013-11, KBP-2014-68]
  102. Korea Centers for Disease Control and Prevention, South Korea
  103. [RC2 HL103010]
  104. [RC2 HL102923]
  105. [RC2 HL102924]
  106. [U01DK085524]
  107. [R01 HL0113323]
  108. [P01 HL045222]
  109. [R01 DK047482]
  110. [R01 DK053889]
  111. [P30 DK020595]
  112. NATIONAL HUMAN GENOME RESEARCH INSTITUTE [ZIAHG000024] Funding Source: NIH RePORTER
  113. Ministry of Health & Welfare (MHOW), Republic of Korea [2016-NI73001-00] Funding Source: Korea Institute of Science & Technology Information (KISTI), National Science & Technology Information Service (NTIS)
  114. MRC [G0601261] Funding Source: UKRI

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Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 x 10(-3)) and candidate genes from knockout mice (P = 5.2 x 10(-3)). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000-185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts.

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