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

Broad Genomics Platform(Broad Institute), Jason Flannick(Broad Institute), CHARGE(Eurac Research), LuCamp(Massachusetts General Hospital), ProDiGY(Centre for Human Genetics), GoT2D(Indiana University Indianapolis), ESP(Regeneron (United States)), SIGMA-T2D(Broad Institute), T2D-GENES(Broad Institute), AMP-T2D-GENES(National Institute of Genomic Medicine), Josep M. Mercader(Broad Institute), Christian Fuchsberger(Eurac Research), Miriam S. Udler(Broad Institute), Anubha Mahajan(Centre for Human Genetics), Jennifer Wessel(Harvard University), Tanya M. Teslovich(Regeneron (United States)), Lizz Caulkins(Broad Institute), Ryan Koesterer(Broad Institute), Francisco Barajas‐Olmos(Jackson Memorial Hospital), Thomas W. Blackwell(Broad Institute), Eric Boerwinkle(The University of Texas at San Antonio Health Science Center), Jennifer A. Brody(Cincinnati Children's Hospital Medical Center), Federico Centeno-Cruz(George Washington University), Chen Ling(Broad Institute), Siying Chen(University of Washington), Cecilia Contreras-Cubas(Broad Institute), Emilio J. Córdova(University of Chicago), Adolfo Correa(Jackson Memorial Hospital), Maria L. Cortés(Broad Institute), Ralph A. DeFronzo(The University of Texas at San Antonio Health Science Center), Lawrence M. Dolan(Boston University), Kimberly L. Drews(George Washington University), Amanda Elliott(Broad Institute), James S. Floyd(University of Washington), Stacey Gabriel(Broad Institute), María Eugenia Garay-Sevilla(University of Chicago), Humberto Garcia‐Ortíz(University of Helsinki), Myron Gross(University of Minnesota), Sohee Han(Korea National Institute of Health), Nancy L. Heard‐Costa(Boston University), Anne Jackson(Boston University), Marit E. Jørgensen(Agency for Science, Technology and Research), Hyun Min Kang(Lund University), Megan M. Kelsey(Harvard University), Bong-Jo Kim(Regeneron (United States)), Heikki A. Koistinen(University of Helsinki), Johanna Kuusisto(University of Eastern Finland), Joseph B. Leader(University of Michigan), Allan Linneberg(University of North Carolina at Chapel Hill), Ching‐Ti Liu(Boston University), Jianjun Liu(University of North Carolina at Chapel Hill), Valeriya Lyssenko(Lund University), Alisa K. Manning(Centre for Human Genetics), Anthony Marcketta(Regeneron (United States)), Juan Manuel Malacara-Hernández(Regeneron (United States)), Angélica Martínez‐Hernández(Centre for Human Genetics), Karen Matsuo(Seattle Children's Hospital), Elizabeth J. Mayer‐Davis(University of North Carolina at Chapel Hill), Elvia Mendoza‐Caamal(National Institute of Genomic Medicine), Karen L. Mohlke(University of North Carolina at Chapel Hill), Alanna C. Morrison(National Heart Lung and Blood Institute), Anne Ndungu(Centre for Human Genetics), Maggie Ng(University of Washington), Colm O’Dushlaine(Mexican Social Security Institute), A. J. Payne(Centre for Human Genetics), Catherine Pihoker(Seattle Children's Hospital), Wendy S. Post(Johns Hopkins University), Michael Preuß(Chinese University of Hong Kong), Bruce M. Psaty(Kaiser Permanente Washington Health Research Institute), Ramachandran S. Vasan(Boston University), N. William Rayner(Centre for Human Genetics), Alexander P. Reiner(Chinese University of Hong Kong), M. Revilla(Mexican Social Security Institute), Neil R. Robertson(Centre for Human Genetics), Nicola Santoro(Centre for Human Genetics), Claudia Schurmann(University of Vermont), Wing Yee So(National University of Singapore), Xavier Soberón(National Institute of Genomic Medicine), Heather M. Stringham(Boston University), Tim M. Strom(University of Michigan), Claudia H. T. Tam(Chinese University of Hong Kong), Farook Thameem(National University of Singapore), Brian Tomlinson(Albert Einstein College of Medicine), Jason Torres(Albert Einstein College of Medicine), Russell P. Tracy(University of Vermont), Rob M. van Dam(National Institutes of Health), Marijana Vujković(Wake Forest University), Shuai Wang(Boston University), Ryan Welch(National University of Singapore), Daniel R. Witte(Aarhus University), Tien Yin Wong(Hallym University), Gil Atzmon(National Institutes of Health), Nir Barzilai(Albert Einstein College of Medicine), John Blangero(The University of Texas Rio Grande Valley), Lori L. Bonnycastle(National Institutes of Health), Donald W. Bowden(Instituto Nacional de Salud Pública), John C. Chambers(Imperial College Healthcare NHS Trust), Edmund Chan(National University of Singapore), Ching‐Yu Cheng(Duke-NUS Medical School), Yoon Shin Cho(Hallym University), Francis S. Collins(National Institutes of Health), Paul S. de Vries(The University of Texas at San Antonio Health Science Center), Ravindranath Duggirala(Lund University), Benjamin Gläser(King's College London), Clicerio González(National University of Singapore), Ma Elena Gonzalez(University of Helsinki), Leif Groop(Universität für Weiterbildung Krems), Jaspal S. Kooner(Jackson Memorial Hospital), Soo Heon Kwak(Seoul National University Hospital), Markku Laakso(University of Eastern Finland), Donna M. Lehman(The University of Texas at San Antonio Health Science Center), Peter M. Nilsson(Lund University), Timothy D. Spector(Chinese University of Hong Kong), E Shyong Tai(Boston University), Tiinamaija Tuomi(University of Helsinki), Jaakko Tuomilehto(Universität für Weiterbildung Krems), James G. Wilson(Jackson Memorial Hospital), Carlos A. Aguilar‐Salinas(Korea National Institute of Health), Erwin Böttinger(Geisinger Health System), Brian Burke(Chungbuk National University), David J. Carey(Korea National Institute of Health), Juliana C.N. Chan(Chinese University of Hong Kong), Josée Dupuis(Boston University), Philippe Frossard(Ninewells Hospital), Susan R. Heckbert(Brigham and Women's Hospital), Mi Yeong Hwang(Ninewells Hospital), Young Jin Kim(University of Minnesota), H. Lester Kirchner(Imperial College London), Jong‐Young Lee(Chungbuk National University), Juyoung Lee(Chungbuk National University), Ruth J. F. Loos(National University of Singapore), Ronald C.W.(Chinese University of Hong Kong), Andrew D. Morris(Centre for Human Genetics), Christopher J. O’Donnell(University of Southern California), Colin N. A. Palmer(Ninewells Hospital), James S. Pankow(University of Southern California), Kyong Soo Park(Seoul National University), Asif Rasheed(Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán), Danish Saleheen(Regeneron (United States)), Xueling Sim(National University of Singapore), Kerrin S. Small(King's College London), Yik Ying Teo(National University of Singapore), Christopher A. Haiman(University of Southern California), Craig L. Hanis(The University of Texas Health Science Center at Houston), Brian E. Henderson(University of Southern California), Lorena Orozco(University of Copenhagen), Teresa Tusié‐Luna(University of Copenhagen), Frederick E. Dewey(Regeneron (United States)), Aris Baras(Colorado School of Public Health), Christian Gieger(University of Michigan), Thomas Meitinger(Helmholtz Zentrum München), Konstantin Strauch(Vanderbilt University), Leslie A. Lange(University of California, San Francisco), Niels Grarup(University of Copenhagen), Torben Hansen(University of Copenhagen), Oluf Pedersen(University of Copenhagen), Philip Zeitler(The Lundquist Institute), Dana Dabelea(Harvard University), Gonçalo R. Abecasis(Broad Institute), Graeme I. Bell(University of Michigan), Nancy J. Cox(University of Liverpool), Mark Seielstad(Broad Institute), Robert Sladek(University of Oxford), James B. Meigs(Broad Institute), Steve S. Rich(University of Virginia), Jerome I. Rotter(The Lundquist Institute), David Altshuler(Broad Institute), Noël P. Burtt(Broad Institute), Laura J. Scott(University of Michigan), Andrew P. Morris(Centre for Human Genetics), José C. Florez(Broad Institute), Mark I. McCarthy(Centre for Human Genetics), Michael Boehnke(University of Michigan)
Nature
May 22, 2019
Cited by 338Open Access
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Abstract

Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls 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 10 -3 ) and candidate genes from knockout mice (P = 5.2 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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