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

Author

Listed:
  • David A. Bennett

    (Rush University Medical Center [Chicago])

  • 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

    (Department of Epidemiology [Rotterdam] - Erasmus MC - Erasmus University Medical Center [Rotterdam])

  • Johan G. Eriksson
  • Barbara Franke
  • Lude Franke
  • Paolo Gasparini
  • Pablo V. Gejman
  • Christian Gieger

    (Helmholtz Zentrum München = German Research Center for Environmental Health)

  • Hans-Jörgen Grabe
  • Jacob Gratten

    (UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] - The University of Queensland)

  • Patrick J. F. Groenen

    (Erasmus University Rotterdam)

  • Vilmundur Gudnason
  • Pim van Der Harst
  • Caroline Hayward
  • David A. Hinds
  • Wolfgang Hoffmann

    (UNAV - Universidad de Navarra [Pamplona])

  • Elina Hyppönen
  • William G. Iacono
  • Bo Jacobsson
  • Marjo-Riitta Järvelin
  • Karl-Heinz Jöckel
  • Jaakko Kaprio

    (National Institute for Health and Welfare [Helsinki])

  • 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

    (FIMM - Institute for Molecular Medicine Finland [Helsinki] - HiLIFE - Helsinki Institute of Life Science - Helsingin yliopisto = Helsingfors universitet = University of Helsinki)

  • Nicola Pirastu
  • Mario Pirastu

    (CNR - National Research Council of Italy | Consiglio Nazionale delle Ricerche)

  • 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

    (Erasmus University Rotterdam, MRM - Montpellier Research in Management - UPVM - Université Paul-Valéry - Montpellier 3 - UPVD - Université de Perpignan Via Domitia - Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School - UM - Université de Montpellier)

  • Nicholas J. Timpson
  • Henning Tiemeier
  • Joyce Y. Tung
  • André G. Uitterlinden

    (Erasmus MC - Erasmus University Medical Center [Rotterdam])

  • Veronique Vitart
  • Peter Vollenweider
  • David R. Weir
  • James F. Wilson
  • Alan F. Wright
  • Dalton C. Conley
  • Robert F. Krueger
  • George Davey Smith

    (University of Bristol [Bristol])

  • Albert Hofman
  • David I. Laibson
  • Sarah E. Medland

    (Queensland Institute of Medical Research)

  • Michelle N. Meyer
  • Jian Yang
  • Magnus Johannesson
  • Peter M. Visscher
  • Tõnu Esko
  • Philipp D. Koellinger
  • David Cesarini
  • Daniel J. Benjamin
  • Aysu Okbay
  • Jonathan P. Beauchamp
  • Mark Alan Fontana
  • James J. Lee
  • Tune H. Pers
  • Cornelius A. Rietveld
  • Patrick Turley

    (Massachusetts General Hospital [Boston])

  • 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

    (Medical University Graz)

  • 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

    (ISM - Institut des Sciences Moléculaires - Université Montesquieu - Bordeaux 4 - UB - Université Sciences et Technologies - Bordeaux 1 - École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB) - INC-CNRS - Institut de Chimie - CNRS Chimie - CNRS - Centre National de la Recherche Scientifique)

  • Massimo Mangino

    (King‘s College London)

  • 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

    (Tampere University Hospital, University of Turku)

  • Rico Rueedi
  • Erika Salvi
  • Börge Schmidt
  • Katharina E. Schraut
  • Jianxin Shi
  • Albert V. Smith
  • Raymond A. Poot
  • Beate St Pourcain
  • Alexander Teumer

    (King‘s College London)

  • Gudmar Thorleifsson
  • Niek Verweij
  • Dragana Vuckovic
  • Juergen Wellmann
  • Harm-Jan Westra
  • Jingyun Yang
  • Wei Zhao

    (AP-HP Hôpital universitaire Robert-Debré [Paris] - AP-HP - Assistance publique - Hôpitaux de Paris (AP-HP))

  • Zhihong Zhu
  • Behrooz Z. Alizadeh
  • Najaf Amin
  • Andrew Bakshi
  • Sebastian E. Baumeister
  • Ginevra Biino
  • Klaus Bønnelykke
  • Patricia A. Boyle
  • Harry Campbell

    (Edin. - University of Edinburgh)

  • Francesco P. Cappuccio
  • Gail Davies
  • Jan-Emmanuel de Neve
  • Panos Deloukas
  • Ilja Demuth

    (Charité - UniversitätsMedizin = Charité - University Hospital [Berlin])

  • Jun Ding
  • Peter Eibich
  • Lewin Eisele
  • Niina Eklund
  • David M. Evans

    (Imperial College London)

  • Jessica D. Faul
  • Mary F. Feitosa
  • Andreas J. Forstner
  • Ilaria Gandin
  • Bjarni Gunnarsson
  • Bjarni V. Halldórsson

    (Reykjavík University - Reykjavík University)

  • Tamara B. Harris
  • Andrew C. Heath
  • Lynne J. Hocking
  • Elizabeth G. Holliday
  • Georg Homuth
  • Michael A. Horan
  • Jouke-Jan Hottenga

    (King‘s College London)

  • 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

    (Donders Institute for Brain, Cognition and Behaviour - Radboud University [Nijmegen])

  • Maël P. Lebreton
  • Douglas F. Levinson
  • Paul Lichtenstein

    (Karolinska Institutet [Stockholm])

  • Peter Lichtner
  • David C. M. Liewald
  • Lifelines Cohort Study
  • 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

    (Queensland Institute of Medical Research)

  • Ronny Myhre
  • Christopher P. Nelson

    (Department of Health Sciences [Leicester] - University of Leicester)

  • Dale R. Nyholt
  • William E. R. Ollier
  • Aarno Palotie

    (BROAD INSTITUTE - Broad Institute of MIT and Harvard - HMS - Harvard Medical School [Boston] - MIT - Massachusetts Institute of Technology - Massachusetts General Hospital [Boston], Massachusetts General Hospital [Boston])

  • Lavinia Paternoster
  • Nancy L. Pedersen

    (MEB - Department of Medical Epidemiology and Biostatistics - Karolinska Institutet [Stockholm])

  • Katja E. Petrovic
  • David J. Porteous
  • Katri Räikkönen
  • Susan M. Ring
  • Antonietta Robino
  • Olga Rostapshova
  • Igor Rudan
  • Aldo Rustichini
  • Veikko Salomaa
  • Alan R. Sanders
  • Antti-Pekka Sarin
  • Helena Schmidt

    (Dpt of Pharmacology and Personalised Medicine [Maastricht] - Maastricht University [Maastricht])

  • Rodney J. Scott
  • Blair H. Smith
  • Jennifer A. Smith
  • Jan A. Staessen
  • Elisabeth Steinhagen-Thiessen

    (Charité - UniversitätsMedizin = Charité - University Hospital [Berlin])

  • Konstantin Strauch
  • Antonio Terracciano

    (FSU - Florida State University [Tallahassee])

  • 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

    (ITU - IT University of Copenhagen)

  • Erin B. Ware
  • Gonneke Willemsen
  • John R. Attia

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 individuals1. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample1,2 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.

Suggested Citation

  • 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 , 2016. "Genome-wide association study identifies 74 loci associated with educational attainment," Post-Print hal-02017372, HAL.
  • Handle: RePEc:hal:journl:hal-02017372
    DOI: 10.1038/nature17671
    Note: View the original document on HAL open archive server: https://hal.science/hal-02017372
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    as
    1. Tune H. Pers & Juha M. Karjalainen & Yingleong Chan & Harm-Jan Westra & Andrew R. Wood & Jian Yang & Julian C. Lui & Sailaja Vedantam & Stefan Gustafsson & Tonu Esko & Tim Frayling & Elizabeth K. Spel, 2015. "Biological interpretation of genome-wide association studies using predicted gene functions," Nature Communications, Nature, vol. 6(1), pages 1-9, May.
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