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Hundreds of variants clustered in genomic loci and biological pathways affect human height

  • Hana Lango Allen
  • , Karol Estrada
  • , Guillaume Lettre
  • , Sonja I. Berndt
  • , Michael N. Weedon
  • , Fernando Rivadeneira
  • , Cristen J. Willer
  • , Anne U. Jackson
  • , Sailaja Vedantam
  • , Soumya Raychaudhuri
  • , Teresa Ferreira
  • , Andrew R. Wood
  • , Robert J. Weyant
  • , Ayellet V. Segrè
  • , Elizabeth K. Speliotes
  • , Eleanor Wheeler
  • , Nicole Soranzo
  • , Ju Hyun Park
  • , Jian Yang
  • , Daniel Gudbjartsson
  • Nancy L. Heard-Costa, Joshua C. Randall, Lu Qi, Albert Vernon Smith, Reedik Mägi, Tomi Pastinen, Liming Liang, Iris M. Heid, Jian'An Luan, Gudmar Thorleifsson, Thomas W. Winkler, Michael E. Goddard, Ken Sin Lo, Cameron Palmer, Tsegaselassie Workalemahu, Yurii S. Aulchenko, Åsa Johansson, M. Carola Zillikens, Mary F. Feitosa, Toñu Esko, Toby Johnson, Shamika Ketkar, Peter Kraft, Massimo Mangino, Inga Prokopenko, Devin Absher, Eva Albrecht, Florian Ernst, Nicole L. Glazer, Caroline Hayward, Jouke Jan Hottenga, Kevin B. Jacobs, Joshua W. Knowles, Zoltán Kutalik, Keri L. Monda, Ozren Polasek, Michael Preuss, Nigel W. Rayner, Neil R. Robertson, Valgerdur Steinthorsdottir, Jonathan P. Tyrer, Benjamin F. Voight, Fredrik Wiklund, Jianfeng Xu, Jing Hua Zhao, Dale R. Nyholt, Niina Pellikka, Markus Perola, John B. Perry, Ida Surakka, Mari Liis Tammesoo, Elizabeth L. Altmaier, Najaf Amin, Thor Aspelund, Tushar Bhangale, Gabrielle Boucher, Daniel I. Chasman, Constance Chen, Lachlan Coin, Matthew N. Cooper, Anna L. Dixon, Quince Gibson, Elin Grundberg, Ke Hao, M. Juhani Junttila, Lee M. Kaplan, Johannes Kettunen, Inke R. König, Tony Kwan, Robert W. Lawrence, Douglas F. Levinson, Mattias Lorentzon, Barbara McKnight, Andrew P. Morris, Martina Müller, Julius Suh Ngwa, Shaun Purcell, Suzanne Rafelt, Rany M. Salem, Erika Salvi, Serena Sanna, Jianxin Shi, Ulla Sovio, John R. Thompson, Michael C. Turchin, Liesbeth Vandenput, Dominique J. Verlaan, Veronique Vitart, Charles C. White, Andreas Ziegler, Peter Almgren, Anthony J. Balmforth, Harry Campbell, Lorena Citterio, Alessandro De Grandi, Anna Dominiczak, Jubao Duan, Paul Elliott, Roberto Elosua, Johan G. Eriksson, Nelson B. Freimer, Eco J.C. Geus, Nicola Glorioso, Shen Haiqing, Anna Liisa Hartikainen, Aki S. Havulinna, Andrew A. Hicks, Jennie Hui, Wilmar Igl, Thomas Illig, Antti Jula, Eero Kajantie, Tuomas O. Kilpeläinen, Markku Koiranen, Ivana Kolcic, Seppo Koskinen, Peter Kovacs, Jaana Laitinen, Jianjun Liu, Marja Liisa Lokki, Ana Marusic, Andrea Maschio, Thomas Meitinger, Antonella Mulas, Guillaume Paré, Alex N. Parker, John F. Peden, Astrid Petersmann, Irene Pichler, Kirsi H. Pietiläinen, Anneli Pouta, Martin Ridderstråle, Jerome I. Rotter, Jennifer G. Sambrook, Alan R. Sanders, Carsten Oliver Schmidt, Juha Sinisalo, Jan H. Smit, Heather M. Stringham, G. Bragi Walters, Elisabeth Widen, Sarah H. Wild, Gonneke Willemsen, Laura Zagato, Lina Zgaga, Paavo Zitting, Helene Alavere, Martin Farrall, Wendy L. McArdle, Mari Nelis, Marjolein J. Peters, Samuli Ripatti, Joyce B.J. Van Meurs, Katja K. Aben, Kristin G. Ardlie, Jacques S. Beckmann, John P. Beilby, Richard N. Bergman, Sven Bergmann, Francis S. Collins, Daniele Cusi, Martin Den Heijer, Gudny Eiriksdottir, Pablo V. Gejman, Alistair S. Hall, Anders Hamsten, Heikki V. Huikuri, Carlos Iribarren, Mika Kähönen, Jaakko Kaprio, Sekar Kathiresan, Lambertus Kiemeney, Thomas Kocher, Lenore J. Launer, Terho Lehtimäki, Olle Melander, Tom H. Mosley, Arthur W. Musk, Markku S. Nieminen, Christopher J. O'Donnell, Claes Ohlsson, Ben Oostra, Lyle J. Palmer, Olli Raitakari, Paul M. Ridker, John D. Rioux, Aila Rissanen, Carlo Rivolta, Heribert Schunkert, Alan R. Shuldiner, David S. Siscovick, Michael Stumvoll, Anke Tönjes, Jaakko Tuomilehto, Gert Jan Van Ommen, Jorma Viikari, Andrew C. Heath, Nicholas G. Martin, Grant W. Montgomery, Michael A. Province, Manfred Kayser, Alice M. Arnold, Larry D.Atwood, Eric Boerwinkle, Stephen J. Chanock, Panos Deloukas, Christian Gieger, Henrik Grönberg, Per Hall, Andrew T. Hattersley, Christian Hengstenberg, Wolfgang Hoffman, G. Mark Lathrop, Veikko Salomaa, Stefan Schreiber, Manuela Uda, Dawn Waterworth, Alan F. Wright, Themistocles L. Assimes, Inês Barroso, Albert Hofman, Karen L. Mohlke, Dorret I. Boomsma, Mark J. Caulfield, L. Adrienne Cupples, Jeanette Erdmann, Caroline S. Fox, Vilmundur Gudnason, Ulf Gyllensten, Tamara B. Harris, Richard B. Hayes, Marjo Riitta Jarvelin, Vincent Mooser, Patricia B. Munroe, Willem H. Ouwehand, Brenda W. Penninx, Peter P. Pramstaller, Thomas Quertermous, Igor Rudan, Nilesh J. Samani, Timothy D. Spector, Henry Völzke, Hugh Watkins, James F. Wilson, Leif C. Groop, Talin Haritunians, Frank B. Hu, Robert C. Kaplan, Andres Metspalu, Kari E. North, David Schlessinger, Nicholas J. Wareham, David J. Hunter, Jeffrey R. O'Connell, David P. Strachan, H. Erich Wichmann, Ingrid B. Borecki, Cornelia M. Van Duijn, Eric E. Schadt, Unnur Thorsteinsdottir, Leena Peltonen, André G. Uitterlinden, Peter M. Visscher, Nilanjan Chatterjee, Ruth J.F. Loos, Michael Boehnke, Mark I. McCarthy, Erik Ingelsson, Cecilia M. Lindgren, Gonçalo R. Abecasis, Kari Stefansson, Timothy M. Frayling, Joel N. Hirschhorn
  • Genetics of Complex Traits
  • University of Exeter
  • Erasmus University Medical Center
  • Netherlands Genomics Initiative
  • Montreal Heart Institute
  • Université de Montréal
  • University of Montreal
  • Department of Health and Human Services
  • National Cancer Institute
  • University of Michigan
  • Harvard University
  • Children's Hospital Boston
  • Broad Institute
  • Department of Cardiovascular Medicine
  • Center for Human Genetic Research
  • Wellcome Sanger Institute
  • Department of Epidemiology and Population Health
  • University of London
  • Queensland Statistical Genetics Laboratory
  • QIMR Berghofer Medical Research Institute
  • University of Iceland
  • Department of Neurology
  • Boston University School of Medicine
  • Department of Nutrition
  • Icelandic Heart Association
  • McGill University
  • Departments of Epidemiology and Biostatistics
  • University of Regensburg
  • Helmholtz Zentrum München - Deutsches Forschungszentrum für Gesundheit und Umwelt
  • Addenbrooke's Hospital
  • Faculty of Land and Environment
  • University of Melbourne
  • Department of Primary Industries
  • Uppsala University Hospital
  • Department of Cancer Research and Molecular Medicine
  • Nord-Trøndelag Health Trust
  • Washington University in St. Louis
  • Estonian Genome Center
  • University of Tartu
  • Estonian Biocenter
  • University of Lausanne
  • Swiss Institute of Bioinformatics
  • Queen Mary University of London
  • Barts and the London Genome Centre
  • HudsonAlpha Institute for Biotechnology
  • University of Greifswald
  • University of Washington, Seattle
  • Western General Hospital
  • Department of Biological Psychology
  • University of Amsterdam
  • Core Genotyping Facility
  • SAIC-Frederick
  • Stanford University
  • University of North Carolina
  • University of Zagreb
  • Gen-Info Ltd
  • Department of Radiation Oncology
  • University of Cambridge
  • Department of Medical Epidemiology and Biostatistics
  • Karolinska Institutet
  • Center for Human Genomics
  • Wake Forest University
  • Neurogenetics Laboratory
  • University of Helsinki
  • National Public Health Institute
  • Program in Molecular and Genetic Epidemiology
  • Epidemiology and Biostatistics
  • Centre for Genetic Epidemiology and Biostatistics
  • University of Western Australia
  • University of Bath
  • Johns Hopkins University
  • Department of Medicine (Medical Genetics)
  • AWholly Owned Subsidiary of Merck and Co Inc.
  • University of Oulu
  • Sahlgrenska University Hospital/Östra
  • Department of Medicine I
  • Ludwig-Maximilians-Universität
  • Department of Health Sciences
  • Department of Medicine, Surgery and Dentistry
  • University of Milan
  • KOS Genetic Srl
  • National Research Council, Institute of Biomedical Technologies
  • Leicester National Institute for Health Research Biomedical Research Unit in Cardiovascular Disease
  • Glenfield Hospital
  • Lund University
  • Multidisciplinary Cardiovascular Research Centre (MCRC)
  • University of Leeds
  • Centre for Population Health Sciences
  • University of Edinburgh
  • Division of Nephrology and Dialysis
  • San Raffaele Scientific Institute
  • European Academy Bozen
  • University of Glasgow
  • NorthShore University HealthSystem
  • Cardiovascular Epidemiology and Genetics Group
  • Folkhalsan
  • Vaasa Hospital District
  • Center for Neurobehavioral Genetics
  • California State University Los Angeles
  • Hypertension and Cardiovascular Prevention Center
  • University Hospital of Sassari
  • Queen Elizabeth II Medical Centre Trust
  • Busselton Population Medical Research Institute Inc.
  • Sir Charles Gairdner Hospital
  • University of Leipzig
  • Genome Institute of Singapore
  • University of Split
  • Institute of Human Genetics
  • Hamilton Health Sciences
  • Amgen Incorporated
  • Medical Genetics Institute
  • Cedars-Sinai Medical Center
  • Department of Haematology
  • Cambridge Centre
  • NHS Blood and Transplant
  • HUCH Heart and Lung Center
  • Department of Physiatrics
  • Lapland Central Hospital
  • Wellcome Trust Centre for Human Genetics
  • Avon Longitudinal Study of Parents and Children (ALSPAC) Laboratory
  • University of Bristol
  • Netherlands Association of Comprehensive Cancer Centres
  • Service of Medical Genetics
  • Centre Hospitalier Universitaire Vaudois
  • School of Pathology
  • Department of Physiology and Biophysics
  • Keck School of Medicine of USC
  • National Institutes of Health
  • University of Düsseldorf
  • Radboud University Nijmegen
  • Integrated Cardio Metabolic Centre
  • Division of Research
  • Kaiser Permanente Northern California
  • University of California San Francisco
  • Department of Clinical Physiology
  • University of Tampere School of Medicine
  • Cardiovascular Research Center and Cardiology Division
  • NHLBI's Framingham Heart Study
  • Laboratory of Epidemiology
  • National Institute on Aging
  • Department of Clinical Chemistry
  • University of Mississippi
  • School of Medicine and Pharmacology
  • Deptartment of Clinical Genetics and Department of Epidemiology
  • University of Turku
  • VA Medical Center
  • LIFE Study Centre
  • Coordination Centre for Clinical Trials
  • South Ostrobothnia Central Hospital
  • Leiden University
  • Genetic Epidemiology Laboratory
  • Molecular Epidemiology Laboratory
  • Department of Forensic Molecular Biology
  • Collaborative Health Studies Coordinating Center
  • Human Genetics Center
  • Baylor College of Medicine
  • Centre National de Genotypage
  • University of Kiel
  • Genetics Division
  • GlaxoSmithKline
  • Institute of Metabolic Science
  • New York University Medical Center
  • University of Groningen
  • Department of Epidemiology and Biostatistics
  • Albert Einstein College of Medicine of Yeshiva University
  • Carolina Center for Genome Sciences
  • Division of Community Health Sciences
  • St George's University of London
  • Pacific Biosciences
  • Sage Bionetworks
  • Churchill Hospital
  • University of Gothenburg

Abstract

Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence the phenotype. Genome-wide association (GWA) studies have identified more than 600 variants associated with human traits1, but these typically explain small fractions of phenotypic variation, raising questions about the use of further studies. Here, using 183,727 individuals, we show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait2,3. The large number of loci reveals patterns with important implications for genetic studies of common human diseases and traits. First, the 180 loci are not random, but instead are enriched for genes that are connected in biological pathways ( P=0.016) and that underlie skeletal growth defects ( P<0.001). Second, the likely causal gene is often located near the most strongly associated variant: in 13 of 21 loci containing a known skeletal growth gene, that gene was closest to the associated variant. Third, at least 19 loci have multiple independently associated variants, suggesting that allelic heterogeneity is a frequent feature of polygenic traits, that comprehensive explorations of alreadydiscovered loci should discover additional variants and that an appreciable fraction of associated loci may have been identified. Fourth, associated variants are enriched for likely functional effects on genes, being over-represented among variants that alter amino-acid structure of proteins and expression levels of nearby genes. Our data explain approximately 10% of the phenotypic variation in height, and we estimate that unidentified common variants of similar effect sizes would increase this figure to approximately 16% of phenotypic variation (approximately 20% of heritable variation). Although additional approaches are needed to dissect the genetic architecture of polygenic human traits fully, our findings indicate that GWA studies can identify large numbers of loci that implicate biologically relevant genes and pathways.

Original languageEnglish
JournalNature
Volume467
Issue number7317
Pages (from-to)832-838
Number of pages7
ISSN0028-0836
DOIs
Publication statusPublished - 14.10.2010

Funding

Acknowledgements Several participating studies are members of the CHARGE and ENGAGE consortia. We acknowledge funding from the following organizations: the Academy of Finland (104781, 117797, 120315, 121584, 126925, 129269, 129494, 129680, 213506); Affymetrix for genotyping services (N02-HL-6-4278); Agency for Science, Technology and Research of Singapore; ALF/LUA Gothenburg; Althingi (the Icelandic Parliament); Amgen; AstraZeneca AB; Australian National Health and Medical Research Council (241944, 389875, 389891, 389892, 389938, 442915, 442981, 496739, 496688, 552485, 613672); Australian Research Council (DP0770096); Biocentrum Helsinki; Boston Obesity Nutrition Research Center (DK46200); British Diabetes Association; British Heart Foundation (PG/02/128); British Heart Foundation Centre for Research Excellence, Oxford; CamStrad; Cancer ResearchUK; Centre for Neurogenomics andCognitive Research; Chief Scientist Office of the Scottish Government (CZB/4/279); Council of Health of the Academy of Finland; DIAB Core project of the German Network of Diabetes; Diabetes UK; Donald W. Reynolds Foundation; Emil and Vera Cornell Foundation; Erasmus MC; Estonian Government (SF0180142s08); European Commission (201413, ECOGENE:205419, BBMRI:212111, OPENGENE:245536, ENGAGE:HEALTH-F4-2007-201413, EURODIA:LSHG-CT-2004-518153, EU/WLRT-2001-01254, HEALTH-F2-2008-ENGAGE, HEALTH-F4-2007-201550, LSH-2006-037593, LSHG-CT-2006-018947, LSHG-CT-2006-01947, Procardis:LSHM-CT-2007-037273, POLYGENE:LSHC-CT-2005, QLG1-CT-2000-01643, QLG2-CT-2002-01254, DG XII, Marie Curie Intra-European Fellowship); Eve Appeal; Finnish Ministry of Education; Finnish Diabetes Research Foundation; Finnish Diabetes Research Society; Finnish Foundation for Cardiovascular Research; Finnish Medical Society; Finska Läkaresällskapet; Folkhälsan ResearchFoundation; Fondation LeDucq; Foundationfor Life and Health in Finland; Foundation for Strategic Research; GEN-AU-Programme ‘GOLD’; Genetic Association Information Network; German Bundesministerium fuer Forschung und Technology (01 AK 803 A-H, 01 IG 07015 G); German Federal Ministry of Education and Research (01GS0831); German Ministry for Health, Welfare and Sports; German Ministry of Cultural Affairs; German Ministry of Education, Culture and Science; German National Genome Research Net (01GS0823, 01ZZ0103, 01ZZ0403, 01ZZ9603, 03ZIK012); German Research Council (KFO-152); GlaxoSmithKline; Göteborg Medical Society; Gyllenberg Foundation; Helmholtz Center Munich; Juvenile Diabetes Research Foundation International (U01 DK062418); Karolinska Institute; Knut and Alice Wallenberg Foundation; Lundberg Foundation; March of Dimes (6-FY-09-507); MC Health; Medical Research Council UK (G0000649, G0000934, G0500539, G0600331, G0601261, G9521010D, PrevMetSyn); Microarray Core Facility of the Interdisciplinary Centre for Clinical Research (B27); Mid-Atlantic Nutrition and Obesity Research Center of Maryland (P30 DK072488); Ministry of Health and Department of Educational Assistance (South Tyrol, Italy); Ministry of Science, Education and Sport of the Republic of Croatia (216-1080315-0302); Montreal Heart Institute Foundation; Närpes Health Care Foundation; National Cancer Institute; National Institute for Health Research Cambridge Biomedical Research Centre; National Institute for Health Research Oxford Biomedical Research Centre; National Institute for Health Research Comprehensive Biomedical Research Centre; National Institutes of Health (263-MA-410953, AA014041, AA07535, AA10248, AA13320, AA13321, AA13326, CA047988, CA49449, CA50385, CA65725, CA67262, CA87969, DA12854, DK062370, DK063491, DK072193, DK079466, DK080145, DK58845, HG002651, HG005214, HG005581, HL043851, HL084729, HL69757, HL71981, K08-AR055688, K23-DK080145, K99-HL094535, M01-RR00425, MH084698, N01-AG12100, N01-AG12109, N01-HC15103, N01-HC25195, N01-HC35129, N01-HC45133, N01-HC55015, N01-HC55016, N01-HC55018– N01-HC55022, N01-HC55222, N01-HC75150, N01-HC85079–N01-HC85086, N01-HG65403, R01-AG031890, R01 CA104021, R01-DK068336, R01-DK073490, R01-DK075681, R01-DK075787, R01-HL086694, R01-HL087641, R01-HL087647, R01-HL087652, R01-HL087676, R01-HL087679, R01-HL087700, R01-HL088119, R01-HL59367, R01-MH059160, R01-MH59565, R01-MH59566, R01-MH59571, R01-MH59586, R01-MH59587, R01-MH59588, R01-MH60870, R01-MH60879, R01-MH61675, R01-MH63706, R01-MH67257, R01-MH79469, R01-MH81800, RL1-MH083268, T32-HG00040, U01-CA098233, U01-GM074518, U01-HG004399, U01-HG004402, U01-HL080295, U01-HL084756, U01-HL72515, U01-MH79469, U01-MH79470, U54-RR020278, UL1-RR025005, Z01-AG00675, Z01-AG007380, Z01-HG000024; contract HHSN268200625226C; ADA Mentor-Based Postdoctoral Fellowship; Pew Scholarship for the Biomedical Sciences); Netherlands Genomics Initiative/Netherlands Consortium for Healthy Aging (050-060-810); Netherlands Organisation for Scientific Research (investment number 175.010.2005.011, 911-03-012); Netherlands Organization for the Health Research and Development (10-000-1002); Netherlands Scientific Organization (904-61-090, 904-61-193, 480-04-004, 400-05-717, Center for Medical Systems Biology (NOW Genomics), SPI 56-464-1419) ; NIA Intramural Research Program; Nordic Center of Excellence in Disease Genetics; Novo Nordisk Foundation; Ollqvist Foundation; Paavo Nurmi Foundation; Perklén Foundation; Petrus and Augusta Hedlunds Foundation; Queensland Institute of Medical Research; Radboud University Nijmegen Medical Centre; Research Institute for Diseases in the Elderly (014-93-015); Royal Swedish Academy of Science; Sahlgrenska Center for Cardiovascular and Metabolic Research (A305:188); Siemens Healthcare, Erlangen, Germany; Signe and Ane Gyllenberg Foundation; Sigrid Juselius Foundation; Social Insurance Institution of Finland; Social Ministry of the Federal State of Mecklenburg-West Pomerania; South Tyrolean Sparkasse Foundation; Stockholm County Council (560183); Support for Science Funding programme; Susan G. Komen Breast Cancer Foundation; Swedish Cancer Society; Swedish Cultural Foundation in Finland; Swedish Foundation for Strategic Research; Swedish Heart-Lung Foundation; Swedish Medical Research Council (K2007-66X-20270-01-3, 8691); Swedish National Cancer Institute; Swedish Research Council; Swedish Society of Medicine; Swiss National Science Foundation (33CSCO-122661); Torsten and Ragnar Söderberg’s Foundation; Vandervell Foundation; Västra Götaland Foundation; Wellcome Trust (072960, 075491, 079557, 079895, 083270, 068545/Z/02, 076113/B/04/Z, 076113/C/04/Z, 076113/C/04/ Z, 077016/Z/05/Z, 081682/Z/06/Z, 084183/Z/07/Z, 085301/Z/08/Z, 086596/Z/ 08/Z, 091746/Z/10/Z; Wellcome Trust Research Career Development Fellowship); Western Australian Genetic Epidemiology Resource and the Western Australian DNA Bank (both National Health and Medical Research Council of Australia Enabling Facilities). A detailed list of acknowledgements by study is given in the Supplementary Information. 94University Vita-Salute San Raffaele, Division of Nephrology and Dialysis, 20132 Milan, Italy. 95Institute of Genetic Medicine, European Academy Bozen/Bolzano (EURAC), Bolzano/Bozen, 39100, Italy. Affiliated Institute of the University of Lübeck, Lübeck, Germany. 96British Heart Foundation Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow G12 8TA, UK. 97Northshore University Healthsystem,

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
  2. SDG 5 - Gender Equality
    SDG 5 Gender Equality

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