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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
  • Department of Epidemiology
  • Erasmus University Rotterdam
  • Department of Internal Medicine
  • Netherlands Genomics Initiative
  • University of Montreal
  • Department of Medicine
  • Department of Health and Human Services
  • National Institutes of Health
  • Department of Biostatistics and Center for Statistics Genetics
  • University of Michigan, Ann Arbor
  • Divisions of Genetics and Endocrinology and Program in Genomics
  • Boston Children's Hospital
  • Broad Institute
  • Program in Medical and Population Genetics
  • Massachusetts Institute of Technology
  • Division of Rheumatology
  • Harvard University
  • University of Oxford
  • Center for Human Genetics Research
  • Massachusetts General Hospital
  • Department of Molecular Biology
  • Division of Gastroenterology
  • Wellcome Trust Sanger Institute
  • Department of Twin Research and Genetic Epidemiology
  • King's College London
  • Queensland Institute of Medical Research
  • deCODE Genetics
  • Boston University
  • Icelandic Heart Association
  • University of Iceland
  • McGill University
  • Department OfHuman Genetics
  • Department of Medical Genetics
  • Departments of Epidemiology and Biostatistics
  • Department of Epidemiology and Preventive Medicine
  • University of Regensburg
  • Institute of Epidemiology
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • University of Cambridge
  • Faculty of Land and Environment
  • University of Melbourne
  • State Government of Victoria
  • Department of Genetics and Pathology
  • Uppsala University
  • Department of Cancer Research and Molecular Medicine
  • Norwegian University of Science and Technology
  • Department of Genetics
  • Washington University St. Louis
  • University of Tartu
  • Institute of Molecular and Cell Biology
  • Department of Medical Genetics
  • University of Lausanne
  • Swiss Institute of Bioinformatics
  • Queen Mary University of London
  • HudsonAlpha Institute for Biotechnology
  • Interfaculty Institute for Genetics and Functional Genomics
  • University of Greifswald
  • University of Washington
  • NHS Lothian
  • Vrije Universiteit Amsterdam
  • Core Genotyping Facility
  • SAIC
  • Stanford University
  • Department of Epidemiology
  • University of North Carolina at Chapel Hill
  • University of Zagreb
  • Gen-Info Ltd
  • Institut für Medizinische Biometrie und Statistik
  • University of Lübeck
  • Department of Medical Epidemiology and Biostatistics
  • Karolinska Institutet
  • Center for Human Genomics
  • Wake Forest University
  • Neurogenetics Laboratory
  • University of Helsinki
  • Department of Chronic Disease Prevention
  • National Institute for Health and Welfare
  • Department of Genome Sciences
  • Division of Preventive Medicine
  • Brigham and Women’s Hospital
  • Program in Molecular and Genetic Epidemiology
  • Department of Epidemiology and Biostatistics
  • Imperial College London
  • Centre for Genetic Epidemiology and Biostatistics
  • University of Western Australia
  • University of Bath
  • University of Maryland, Baltimore
  • Genetics Department
  • Merck
  • Department of Internal Medicine
  • University of Oulu
  • Department of Internal Medicine
  • University of Gothenburg
  • Department of Medicine I
  • Ludwig Maximilian University of Munich
  • Institute of Medical Informatics
  • Department of Biostatistics
  • Department of Psychiatry
  • University of Leicester
  • Department of Medicine, Surgery and Dentistry
  • University of Milan
  • KOS Genetic Srl
  • National Research Council of Italy
  • University Hospitals of Leicester NHS Trust
  • Lund University
  • University of Leeds
  • Department of Neuropathology
  • University of Edinburgh
  • Division of Nephrology and Dialysis
  • Vita-Salute San Raffaele University
  • Institute of Genetic Medicine
  • EURAC Research
  • University of Glasgow
  • NorthShore University HealthSystem
  • Cardiovascular Epidemiology and Genetics Group
  • Municipal Institute for Medical Research Hospital del Mar
  • Department of General Practice and Primary Health Care
  • Unit of General Practice
  • Helsinki University Hospital
  • Folkhalsan
  • Vaasa Hospital District
  • University of California at Los Angeles
  • Department of Biological Psychology
  • Hypertension and Cardiovascular Prevention Center
  • University of Sassari
  • Institute of Clinical Sciences,Obstetrics and Gynecology
  • Department of Molecular Genetics
  • Queen Elizabeth II Medical Centre Trust
  • Sir Charles Gairdner Hospital
  • Institute of Health Sciences
  • Leipzig University
  • Finnish Institute of Occupational Health
  • Agency for Science, Technology and Research, Singapore
  • Transplantation Laboratory
  • University of Split
  • Institute of Human Genetics
  • Technical University of Munich
  • McMaster University
  • Amgen Incorporated
  • Department of Cardiovascular Medicine
  • Institut für Klinische Chemie
  • Department of Public Health
  • Department of Psychiatry
  • Medical Genetics Institute
  • Cedars-Sinai Medical Center
  • Cambridge Centre
  • NHS Blood and Transplant
  • Division of Cardiology
  • Department of Psychiatry
  • VU University Medical Center
  • Department of Physiatrics
  • Lapland Central Hospital
  • Cardiovascular Medicine
  • University of Bristol
  • Netherlands Association of Comprehensive Cancer Centres
  • Service of Medical Genetics
  • School of Pathology
  • Department of Physiology and Biophysics
  • University of Southern California
  • Department of Endocrinology
  • Radboud University Nijmegen
  • Kaiser Permanente
  • University of California at San Francisco
  • Department of Clinical Physiology
  • Tampere University
  • Department of Mental Health and Substance Abuse Services
  • Cardiovascular Research Center
  • National Heart
  • National Heart Lung and Blood Institute’s and Boston University’s Framingham Heart Study
  • Department of Epidemiology, Biostatistics and HTA
  • Department. of Urology
  • Mund- und Kieferheilkunde
  • Zentrum für Zahn-
  • Laboratory of Epidemiology
  • Department of Clinical Chemistry
  • Department of Medicine
  • University of Mississippi
  • Lung
  • Department of Clinical Genetics
  • Department of Clinical Physiology
  • University of Turku
  • Medizinische Klinik II
  • Geriatric Research and Education Clinical Center
  • Department of Veterans Affairs
  • Cardiovascular Health Research Unit
  • Department of Medicine
  • LIFE Study Centre
  • Coordination Centre for Clinical Trials
  • Diabetes Prevention Unit
  • South Ostrobothnia Central Hospital
  • Center of Medical Systems Biology
  • Leiden University
  • Department of Medicine
  • Department of Psychiatry
  • Genetic Epidemiology
  • Molecular Epidemiology Laboratory
  • Division of Biostatistics
  • Department of Forensic Molecular Biology
  • University of Texas Health Science Center at Houston
  • Innere Medizin II
  • Centre National de Recherche en Génomique Humaine
  • Department of Internal Medicine I.
  • Kiel University
  • Genetics Division
  • GlaxoSmithKline
  • Institute OfMetabolic Science
  • Division of Intramural Research
  • New York University
  • University of Groningen
  • Department of Neurology
  • General Central Hospital
  • Department of Epidemiology and Population Health
  • Albert Einstein College of Medicine
  • Laboratory of Genetics
  • Division of Community Health Sciences
  • St. George's University of London
  • Pacific Biosciences
  • Sage Bionetworks
  • Department of Medical Genetics
  • National Institute for Health Research (NIHR) Oxford Biomedical Research Centre
  • Department of Genetics
  • University of Tartu
  • Institute of Human Genetics
  • Department of Psychiatry
  • Interdisciplinary Center Psychopathology and Emotion regulation (ICPE)
  • Department of Neurology

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

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
Pages (from-to)832-838
Number of pages7
JournalNature
Volume467
Issue number7317
DOIs
Publication statusPublished - 14 Oct 2010
Externally publishedYes

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