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Genome-wide association study identifies 74 loci associated with educational attainment

  • Aysu Okbay
  • , Jonathan P. Beauchamp
  • , Mark Alan Fontana
  • , James J. Lee
  • , Tune H. Pers
  • , Cornelius A. Rietveld
  • , Patrick Turley
  • , Guo Bo Chen
  • , Valur Emilsson
  • , S. Fleur W. Meddens
  • , Sven Oskarsson
  • , Joseph K. Pickrell
  • , Kevin Thom
  • , Pascal Timshel
  • , Ronald De Vlaming
  • , Abdel Abdellaoui
  • , Tarunveer S. Ahluwalia
  • , Jonas Bacelis
  • , Clemens Baumbach
  • , Gyda Bjornsdottir
  • Johannes H. Brandsma, Maria Pina Concas, Jaime Derringer, Nicholas A. Furlotte, Tessel E. Galesloot, Giorgia Girotto, Richa Gupta, Leanne M. Hall, Sarah E. Harris, Edith Hofer, Momoko Horikoshi, Jennifer E. Huffman, Kadri Kaasik, Ioanna P. Kalafati, Robert Karlsson, Augustine Kong, Jari Lahti, Sven J. Van Der Lee, Christiaan Deleeuw, Penelope A. Lind, Karl Oskar Lindgren, Tian Liu, Massimo Mangino, Jonathan Marten, Evelin Mihailov, Michael B. Miller, Peter J. Van Der Most, Christopher Oldmeadow, Antony Payton, Natalia Pervjakova, Wouter J. Peyrot, Yong Qian, Olli Raitakari, Rico Rueedi, Erika Salvi, Börge Schmidt, Katharina E. Schraut, Jianxin Shi, Albert V. Smith, Raymond A. Poot, Beate St Pourcain, Alexander Teumer, Gudmar Thorleifsson, Niek Verweij, Dragana Vuckovic, Juergen Wellmann, Harm Jan Westra, Jingyun Yang, Wei Zhao, Zhihong Zhu, Behrooz Z. Alizadeh, Najaf Amin, Andrew Bakshi, Sebastian E. Baumeister, Ginevra Biino, Klaus Bønnelykke, Patricia A. Boyle, Harry Campbell, Francesco P. Cappuccio, Gail Davies, Jan Emmanuel De Neve, Panos Deloukas, Ilja Demuth, Jun Ding, Peter Eibich, Lewin Eisele, Niina Eklund, David M. Evans, Jessica D. Faul, Mary F. Feitosa, Andreas J. Forstner, Ilaria Gandin, Bjarni Gunnarsson, Bjarni V. Halldórsson, Tamara B. Harris, Elizabeth G. Holliday, Andrew C. Heath, Lynne J. Hocking, Georg Homuth, Michael A. Horan, Jouke Jan Hottenga, Philip L. De Jager, Peter K. Joshi, Astanand Jugessur, Marika A. Kaakinen, Mika Kähönen, Stavroula Kanoni, Liisa Keltigangas-Järvinen, Lambertus A.L.M. Kiemeney, Ivana Kolcic, Seppo Koskinen, Aldi T. Kraja, Martin Kroh, Zoltan Kutalik, Antti Latvala, Lenore J. Launer, Maël P. Lebreton, Douglas F. Levinson, Paul Lichtenstein, Peter Lichtner, David C.M. Liewald, Anu Loukola, Pamela A. Madden, Reedik Mägi, Tomi Mäki-Opas, Riccardo E. Marioni, Pedro Marques-Vidal, Gerardus A. Meddens, George Mcmahon, Christa Meisinger, Thomas Meitinger, Yusplitri Milaneschi, Lili Milani, Grant W. Montgomery, Ronny Myhre, Christopher P. Nelson, Dale R. Nyholt, William E.R. Ollier, Aarno Palotie, Lavinia Paternoster, Nancy L. Pedersen, Katja E. Petrovic, David J. Porteous, Katri Raïkkönen, Susan M. Ring, Antonietta Robino, Olga Rostapshova, Igor Rudan, Aldo Rustichini, Veikko Salomaa, Alan R. Sanders, Antti Pekka Sarin, Helena Schmidt, Rodney J. Scott, Blair H. Smith, Jennifer A. Smith, Jan A. Staessen, Elisabeth Steinhagen-Thiessen, Konstantin Strauch, Antonio Terracciano, Martin D. Tobin, Sheila Ulivi, Simona Vaccargiu, Lydia Quaye, Frank J.A. Van Rooij, Cristina Venturini, Anna A.E. Vinkhuyzen, Uwe Völker, Henry Völzke, Judith M. Vonk, Diego Vozzi, Johannes Waage, Erin B. Ware, Gonneke Willemsen, John R. Attia, David A. Bennett, Klaus Berger, Lars Bertram, Hans Bisgaard, Dorret I. Boomsma, Ingrid B. Borecki, Ute Bültmann, Christopher F. Chabris, Francesco Cucca, Daniele Cusi, Ian J. Deary, George V. Dedoussis, Cornelia M. Van Duijn, Johan G. Eriksson, Barbara Franke, Lude Franke, Paolo Gasparini, Pablo V. Gejman, Christian Gieger, Hans Jörgen Grabe, Jacob Gratten, Patrick J.F. Groenen, Vilmundur Gudnason, Pim Van Der Harst, Caroline Hayward, David A. Hinds, Wolfgang Hoffmann, Elina Hyppönen, William G. Iacono, Bo Jacobsson, Marjo Riitta Järvelin, Karl Heinz Jöckel, Jaakko Kaprio, Sharon L.R. Kardia, Terho Lehtimäki, Steven F. Lehrer, Patrik K.E. Magnusson, Nicholas G. Martin, Matt Mcgue, Andres Metspalu, Neil Pendleton, Brenda W.J.H. Penninx, Markus Perola, Nicola Pirastu, Mario Pirastu, Ozren Polasek, Danielle Posthuma, Christine Power, Michael A. Province, Nilesh J. Samani, David Schlessinger, Reinhold Schmidt, Thorkild I.A. Sørensen, Tim D. Spector, Kari Stefansson, Unnur Thorsteinsdottir, A. Roy Thurik, Nicholas J. Timpson, Henning Tiemeier, Joyce Y. Tung, André G. Uitterlinden, Veronique Vitart, Peter Vollenweider, David R. Weir, James F. Wilson, Alan F. Wright, Dalton C. Conley, Robert F. Krueger, George Davey Smith, Albert Hofman, David I. Laibson, Sarah E. Medland, Michelle N. Meyer, Jian Yang, Magnus Johannesson, Peter M. Visscher, Toñu Esko, Philipp D. Koellinger, David Cesarini, Daniel J. Benjamin*
*Corresponding author for this work
  • Erasmus University Rotterdam
  • Harvard University
  • University of Southern California
  • University of Minnesota Twin Cities
  • Boston Children's Hospital
  • Broad Institute
  • University of Copenhagen
  • Statens Serum Institut
  • University of Queensland
  • Icelandic Heart Association
  • University of Iceland
  • Vrije Universiteit Amsterdam
  • University of Amsterdam
  • Uppsala University
  • New York Genome Cente
  • New York University
  • Technical University of Denmark
  • Novo Nordisk Foundation
  • University of Gothenburg
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • deCODE Genetics
  • National Research Council of Italy
  • University of Illinois at Urbana-Champaign
  • 23andMe Inc.
  • Radboud University Nijmegen
  • University of Trieste
  • University of Helsinki
  • University of Leicester
  • University Hospitals of Leicester NHS Trust
  • University of Edinburgh
  • Medical University of Graz
  • University of Oxford
  • Harokopio University
  • Karolinska Institutet
  • Folkhalsan
  • Queensland Institute of Medical Research
  • Max Planck Institute for Human Development
  • King's College London
  • Guy's and St Thomas' NHS Foundation Trust
  • University of Tartu
  • University of Groningen
  • Hunter Medical Research Institute, Australia
  • University of Newcastle
  • University of Manchester
  • National Institute for Health and Welfare
  • National Institutes of Health
  • University of Turku
  • University of Lausanne
  • Swiss Institute of Bioinformatics
  • University of Milan
  • University of Duisburg-Essen
  • University of Bristol
  • University of Greifswald
  • University of Münster
  • Rush University
  • University of Michigan, Ann Arbor
  • University of Regensburg
  • University of Warwick
  • Queen Mary University of London
  • King Abdulaziz University
  • Charité – Universitätsmedizin Berlin
  • German Institute for Economic Research
  • Washington University St. Louis
  • University of Bonn
  • Reykjavík University
  • University of Aberdeen
  • Brigham and Women’s Hospital
  • Norwegian Institute of Public Health
  • Imperial College London
  • Tampere University
  • University of Split
  • Stanford University
  • Tema BV
  • Queensland University of Technology
  • Massachusetts General Hospital
  • IRCCS Ospedale Infantile Burlo Garofolo - Trieste
  • Social Impact
  • NorthShore University HealthSystem
  • The University of Chicago
  • University of Graz
  • University of Dundee
  • KU Leuven
  • Maastricht University
  • Institute of Medical Informatics, Biometry and Epidemiology
  • Florida State University
  • University of Lübeck
  • Faculty of Medicine
  • Union College
  • Experimental Genetics Division
  • HELIOS-Hospital Stralsund
  • Interuniversity Cardiology Institute of the Netherlands
  • Adelaide University
  • South Australian Health And Medical Research Institute
  • University College London
  • School of Public Health
  • University of Oulu
  • Fimlab Laboratories
  • New York University
  • Queen's University Kingston
  • University of Tartu
  • Hope Hospital
  • Medical Centre
  • Montpellier Business School
  • Icahn School of Medicine at Mount Sinai
  • Stockholm School of Economics
  • Research Institute for Industrial Economics

Research output: Contribution to journalArticlepeer-review

Abstract

Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

Original languageEnglish
Pages (from-to)539-542
Number of pages4
JournalNature
Volume533
Issue number7604
DOIs
Publication statusPublished - 11 May 2016
Externally publishedYes

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