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The genetic architecture of type 2 diabetes

  • Christian Fuchsberger
  • , Jason Flannick
  • , Tanya M. Teslovich
  • , Anubha Mahajan
  • , Vineeta Agarwala
  • , Kyle J. Gaulton
  • , Clement Ma
  • , Pierre Fontanillas
  • , Loukas Moutsianas
  • , Davis J. McCarthy
  • , Manuel A. Rivas
  • , John R.B. Perry
  • , Xueling Sim
  • , Thomas W. Blackwell
  • , Neil R. Robertson
  • , N. William Rayner
  • , Pablo Cingolani
  • , Adam E. Locke
  • , Juan Fernandez Tajes
  • , Heather M. Highland
  • Josee Dupuis, Peter S. Chines, Cecilia M. Lindgren, Christopher Hartl, Anne U. Jackson, Han Chen, Jeroen R. Huyghe, Martijn Van De Bunt, Richard D. Pearson, Ashish Kumar, Martina Müller-Nurasyid, Niels Grarup, Heather M. Stringham, Eric R. Gamazon, Jaehoon Lee, Yuhui Chen, Robert A. Scott, Jennifer E. Below, Peng Chen, Jinyan Huang, Min Jin Go, Michael L. Stitzel, Dorota Pasko, Stephen C.J. Parker, Tibor V. Varga, Todd Green, Nicola L. Beer, Aaron G. Day-Williams, Teresa Ferreira, Tasha Fingerlin, Momoko Horikoshi, Cheng Hu, Iksoo Huh, Mohammad Kamran Ikram, Bong Jo Kim, Yongkang Kim, Young Jin Kim, Min Seok Kwon, Juyoung Lee, Selyeong Lee, Keng Han Lin, Taylor J. Maxwell, Yoshihiko Nagai, Xu Wang, Ryan P. Welch, Joon Yoon, Weihua Zhang, Nir Barzilai, Benjamin F. Voight, Bok Ghee Han, Christopher P. Jenkinson, Teemu Kuulasmaa, Johanna Kuusisto, Alisa Manning, Maggie C.Y. Ng, Nicholette D. Palmer, Beverley Balkau, Alena Stančáková, Hanna E. Abboud, Heiner Boeing, Vilmantas Giedraitis, Dorairaj Prabhakaran, Omri Gottesman, James Scott, Jason Carey, Phoenix Kwan, George Grant, Joshua D. Smith, Benjamin M. Neale, Shaun Purcell, Adam S. Butterworth, Joanna M.M. Howson, Heung Man Lee, Yingchang Lu, Soo Heon Kwak, Wei Zhao, John Danesh, Vincent K.L. Lam, Kyong Soo Park, Danish Saleheen, Wing Yee So, Claudia H.T. Tam, Uzma Afzal, David Aguilar, Rector Arya, Tin Aung, Edmund Chan, Carmen Navarro, Ching Yu Cheng, Domenico Palli, Adolfo Correa, Joanne E. Curran, Denis Rybin, Vidya S. Farook, Sharon P. Fowler, Barry I. Freedman, Michael Griswold, Daniel Esten Hale, Pamela J. Hicks, Chiea Chuen Khor, Satish Kumar, Benjamin Lehne, Dorothée Thuillier, Wei Yen Lim, Jianjun Liu, Yvonne T. Van Der Schouw, Marie Loh, Solomon K. Musani, Sobha Puppala, William R. Scott, Loic Yengo, Sian Tsung Tan, Herman A. Taylor, Farook Thameem, Gregory Wilson, Tien Yin Wong, Pal Rasmus Njolstad, Jonathan C. Levy, Massimo Mangino, Lori L. Bonnycastle, Thomas Schwarzmayr, Joao Fadista, Gabriela L. Surdulescu, Christian Herder, Christopher J. Groves, Thomas Wieland, Jette Bork-Jensen, Ivan Brandslund, Cramer Christensen, Heikki A. Koistinen, Alex S.F. Doney, Leena Kinnunen, Tonu Esko, Andrew J. Farmer, Liisa Hakaste, Dylan Hodgkiss, Jasmina Kravic, Valeriya Lyssenko, Mette Hollensted, Marit E. Jorgensen, Torben Jorgensen, Claes Ladenvall, Johanne Marie Justesen, Annemari Käräjämäki, Jennifer Kriebel, Wolfgang Rathmann, Lars Lannfelt, Torsten Lauritzen, Narisu Narisu, Allan Linneberg, Olle Melander, Lili Milani, Matt Neville, Marju Orho-Melander, Lu Qi, Qibin Qi, Michael Roden, Olov Rolandsson, Amy Swift, Anders H. Rosengren, Kathleen Stirrups, Andrew R. Wood, Evelin Mihailov, Christine Blancher, Mauricio O. Carneiro, Jared Maguire, Ryan Poplin, Khalid Shakir, Timothy Fennell, Mark DePristo, Martin Hrabé De Angelis, Panos Deloukas, Anette P. Gjesing, Goo Jun, Peter Nilsson, Jacquelyn Murphy, Robert Onofrio, Barbara Thorand, Torben Hansen, Christa Meisinger, Frank B. Hu, Bo Isomaa, Fredrik Karpe, Liming Liang, Annette Peters, Cornelia Huth, Stephen P. O'Rahilly, Colin N.A. Palmer, Oluf Pedersen, Rainer Rauramaa, Jaakko Tuomilehto, Veikko Salomaa, Richard M. Watanabe, Ann Christine Syvänen, Richard N. Bergman, Dwaipayan Bharadwaj, Erwin P. Bottinger, Yoon Shin Cho, Giriraj R. Chandak, Juliana C.N. Chan, Kee Seng Chia, Mark J. Daly, Shah B. Ebrahim, Claudia Langenberg, Paul Elliott, Kathleen A. Jablonski, Donna M. Lehman, Weiping Jia, Ronald C.W. Ma, Toni I. Pollin, Manjinder Sandhu, Nikhil Tandon, Philippe Froguel, Ines Barroso, Yik Ying Teo, Eleftheria Zeggini, Ruth J.F. Loos, Kerrin S. Small, Janina S. Ried, Ralph A. DeFronzo, Harald Grallert, Benjamin Glaser, Andres Metspalu, Nicholas J. Wareham, Mark Walker, Eric Banks, Christian Gieger, Erik Ingelsson, Hae Kyung Im, Thomas Illig, Paul W. Franks, Gemma Buck, Joseph Trakalo, David Buck, Inga Prokopenko, Reedik Mägi, Lars Lind, Yossi Farjoun, Katharine R. Owen, Anna L. Gloyn, Konstantin Strauch, Tiinamaija Tuomi, Jaspal Singh Kooner, Jong Young Lee, Taesung Park, Peter Donnelly, Andrew D. Morris, Andrew T. Hattersley, Donald W. Bowden, Francis S. Collins, Gil Atzmon, John C. Chambers, Timothy D. Spector, Markku Laakso, Tim M. Strom, Graeme I. Bell, John Blangero, Ravindranath Duggirala, E. Shyong Tai, Gilean McVean, Craig L. Hanis, James G. Wilson, Mark Seielstad, Timothy M. Frayling, James B. Meigs, Nancy J. Cox, Rob Sladek, Eric S. Lander, Stacey Gabriel, Noël P. Burtt, Karen L. Mohlke, Thomas Meitinger, Leif Groop, Goncalo Abecasis, Jose C. Florez, Laura J. Scott, Andrew P. Morris, Hyun Min Kang, Michael Boehnke, David Altshuler, Mark I. McCarthy
  • Center for Statistical Genetics
  • University of Michigan, Ann Arbor
  • Division of Genetic Epidemiology
  • Innsbruck Medical University
  • EURAC Research
  • Medical and Population Genetics Program
  • Broad Institute
  • Department of Molecular Biology
  • Massachusetts General Hospital
  • University of Oxford
  • Massachusetts Institute of Technology
  • Department of Statistics
  • Genetics of Complex Traits
  • University of Exeter
  • University of Cambridge
  • Department of Twin Research and Genetic Epidemiology
  • King's College London
  • Oxford Centre for Diabetes
  • Department of Human Genetics
  • Wellcome Sanger Institute
  • School of Computer Science
  • McGill University
  • Genome Quebec Innovation Centre
  • University of Texas Health Science Center at Houston
  • Department of Biostatistics
  • Boston University
  • The National Heart Lung and Blood Institute's Framingham Heart Study
  • Medical Genomics and Metabolic Genetics Branch
  • National Institutes of Health
  • Harvard University
  • University of Basel
  • Institute of Genetic Epidemiology
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Department of Medicine III
  • Ludwig Maximilian University of Munich
  • Institute of Medical Informatics
  • German Centre for Cardiovascular Research
  • University of Copenhagen
  • Department of Medicine
  • The University of Chicago
  • Department of Statistics
  • Seoul National University
  • Human Genetics Center
  • Saw Swee Hock School of Public Health
  • MOH Holdings Pte Ltd.
  • Department of Epidemiology
  • Center for Genome Science
  • Korea National Institute of Health
  • Jackson Laboratory
  • Departments of Computational Medicine and Bioinformatics and Human Genetics
  • Department of Clinical Sciences
  • Lund University
  • Department of Epidemiology
  • Colorado School of Public Health
  • Department of Endocrinology and Metabolism
  • Shanghai Jiao Tong University
  • Singapore National Eye Center
  • Department of Ophthalmology
  • National University of Singapore
  • Duke-NUS Medical School Singapore
  • Interdisciplinary Program in Bioinformatics
  • Department of Human Genetics
  • Research Institute
  • Department of Epidemiology and Biostatistics
  • Imperial College London
  • Department of Cardiology
  • London North West University Healthcare NHS Trust
  • Departments of Medicine and Genetics
  • Albert Einstein College of Medicine
  • Department of Systems Pharmacology and Translational Therapeutics
  • University of Pennsylvania
  • Department of Genetics
  • University of Texas Health Science Center at San Antonio
  • Research
  • Department of Veterans Affairs
  • Internal Medicine
  • University of Eastern Finland
  • Center for Genomics and Personalized Medicine Research
  • Wake Forest University
  • Center for Diabetes Research
  • Department of Biochemistry
  • Environmental Epidemiology of Cancer, Inserm U1018
  • German Institute of Human Nutrition Potsdam-Rehbruecke
  • Geriatrics
  • Uppsala University
  • Centre for Chronic Disease Control
  • Charles Bronfman Institute for Personalized Medicine
  • Icahn School of Medicine at Mount Sinai
  • Cardiovascular Sciences
  • Department of Genome Sciences
  • University of Washington
  • Analytic and Translational Genetics Unit
  • Department of Psychiatry
  • Centre for Cancer Genetic Epidemiology
  • Department of Medicine and Therapeutics
  • Chinese University of Hong Kong
  • Department of Internal Medicine
  • Department of Medicine
  • Department of Molecular Medicine and Biopharmaceutical Sciences
  • Biostatistics and Epidemiology
  • Center for Non-Communicable Diseases
  • Cardiovascular Division
  • Baylor College of Medicine
  • Department of Epidemiology
  • Murcia Regional Health Council
  • University of Murcia
  • Unit of Preventive Medicine and Public Health
  • Centro Per Lo Studio E La Prevenzione Oncologica
  • University of Mississippi
  • South Texas Diabetes and Obesity Institute
  • University of Texas Rio Grande Valley
  • Department of Genetics
  • Southwest Foundation for Biomedical Research
  • Internal Medicine Department
  • Center of Biostatistics and Bioinformatics
  • Department of Paediatrics
  • Division of Human Genetics
  • Agency for Science, Technology and Research, Singapore
  • Université de Lille
  • Utrecht University
  • Institute of Health Sciences
  • University of Oulu
  • College of Public Services
  • Jackson State University
  • Mohn Center for Diabetes Precision Medicine
  • University of Bergen
  • Department of Pediatrics
  • Institute of Human Genetics
  • Institute of Clinical Diabetology
  • Heinrich Heine University Düsseldorf
  • German Center for Diabetes Research
  • Institute of Regional Health Research
  • University of Southern Denmark
  • Department of Clinical Biochemistry
  • Department of Internal Medicine and Endocrinology
  • Department of Health
  • National Institute for Health and Welfare
  • Abdominal Center: Endocrinology
  • University of Helsinki
  • Minerva Foundation Institute for Medical Research Helsinki
  • Department of Medicine
  • Division of Cardiovascular and Diabetes Medicine
  • University of Dundee
  • Estonian Biocentre
  • Department of Genetics
  • Division of Endocrinology
  • Boston Children's Hospital
  • Folkhalsan
  • Research Programs Unit
  • Novo Nordisk Foundation
  • Research Centre for Prevention and Health
  • Danish Research Centre for Migration
  • Faculty of Medicine
  • Aalborg University
  • Department of Primary Health Care
  • Vaasa Hospital District
  • Diabetes Center
  • Vaasa Health Care Center
  • Institute of Epidemiology II
  • Research Unit of Molecular Epidemiology
  • Institute for Biometrics and Epidemiology
  • Section for Biostatistics
  • Aarhus University
  • Department of Clinical Experimental Research
  • Department of Clinical Medicine
  • Oxford University Hospitals NHS Foundation Trust
  • Department of Nutrition
  • Department of Medicine
  • Department of Epidemiology and Population Health
  • Department of Endocrinology and Diabetology
  • Department of Public Health and Clinical Medicine
  • Umeå University
  • High-Throughput Genomics
  • Institute of Experimental Genetics
  • Technical University of Munich
  • Queen Mary University of London
  • King Abdulaziz University
  • Department of Social Services and Health Care
  • Department of Biostatistics
  • Metabolic Research Laboratories
  • Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics
  • Foundation for Research in Health
  • Center for Vascular Prevention
  • University for Continuing Education Krems
  • Diabetes Research Group
  • University Hospital La Paz Research Institute (IdiPAZ)
  • Department of Preventive Medicine
  • University of Southern California
  • Department of Physiology and Biophysics
  • Diabetes & Obesity Research Institute
  • Department of Medical Sciences
  • Cedars-Sinai Medical Center
  • Functional Genomics Unit
  • CSIR - Institute of Genomics and Integrative Biology
  • Department of Biomedical Science
  • Hallym University
  • CSIR - Centre for Cellular Molecular Biology
  • Li Ka Shing Institute of Health Sciences
  • Hong Kong Institute of Diabetes and Obesity
  • Biostatistics Center
  • George Washington University
  • Department of Medicine
  • University of Maryland, Baltimore
  • Department of Endocrinology and Metabolism
  • All India Institute of Medical Sciences, New Delhi
  • Department of Genomics of Common Disease
  • Life Sciences Institute
  • Department of Statistics and Applied Probability
  • Endocrinology and Metabolism Service
  • Hadassah University Medical Centre
  • Newcastle University
  • Hannover Unified Biobank
  • Hannover Medical School
  • Institute for Human Genetics
  • Data Sciences and Data Engineering
  • Institute for Molecular Medicine Finland
  • Imperial College Healthcare NHS Trust
  • Clinical Research Centre
  • University of Edinburgh
  • Department of Natural Science
  • University of Haifa
  • Departments of Medicine and Human Genetics
  • Cardiovascular & Metabolic Disorders Program
  • Department of Epidemiology and Biostatistics
  • University of California at San Francisco
  • Vitalant
  • Department of Medicine
  • University of North Carolina at Chapel Hill
  • Department of Biostatistics
  • University of Liverpool
  • Department of Biology
  • Institute of Human Genetics

Research output: Contribution to journal › Article › peer-review

899 Scopus citations

Abstract

The genetic architecture of common traits, including the number, frequency, and effect sizes of inherited variants that contribute to individual risk, has been long debated. Genome-wide association studies have identified scores of common variants associated with type 2 diabetes, but in aggregate, these explain only a fraction of the heritability of this disease. Here, to test the hypothesis that lower-frequency variants explain much of the remainder, the GoT2D and T2D-GENES consortia performed whole-genome sequencing in 2,657 European individuals with and without diabetes, and exome sequencing in 12,940 individuals from five ancestry groups. To increase statistical power, we expanded the sample size via genotyping and imputation in a further 111,548 subjects. Variants associated with type 2 diabetes after sequencing were overwhelmingly common and most fell within regions previously identified by genome-wide association studies. Comprehensive enumeration of sequence variation is necessary to identify functional alleles that provide important clues to disease pathophysiology, but large-scale sequencing does not support the idea that lower-frequency variants have a major role in predisposition to type 2 diabetes.

Original languageEnglish
Pages (from-to)41-47
Number of pages7
JournalNature
Volume536
Issue number7614
DOIs
StatePublished - 4 Aug 2016
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2016 Macmillan Publishers Limited, part of Springer Nature. All rights reserved.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

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