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


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.

SUBMITTER: Okbay A 

PROVIDER: S-EPMC4883595 | biostudies-literature | 2016 May

REPOSITORIES: biostudies-literature

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

Okbay Aysu A   Beauchamp Jonathan P JP   Fontana Mark Alan MA   Lee James J JJ   Pers Tune H TH   Rietveld Cornelius A CA   Turley Patrick P   Chen Guo-Bo GB   Emilsson Valur V   Meddens S Fleur W SF   Oskarsson Sven S   Pickrell Joseph K JK   Thom Kevin K   Timshel Pascal P   de Vlaming Ronald R   Abdellaoui Abdel A   Ahluwalia Tarunveer S TS   Bacelis Jonas J   Baumbach Clemens C   Bjornsdottir Gyda G   Brandsma Johannes H JH   Pina Concas Maria M   Derringer Jaime J   Furlotte Nicholas A NA   Galesloot Tessel E TE   Girotto Giorgia G   Gupta Richa R   Hall Leanne M LM   Harris Sarah E SE   Hofer Edith E   Horikoshi Momoko M   Huffman Jennifer E JE   Kaasik Kadri K   Kalafati Ioanna P IP   Karlsson Robert R   Kong Augustine A   Lahti Jari J   van der Lee Sven J SJ   deLeeuw Christiaan C   Lind Penelope A PA   Lindgren Karl-Oskar KO   Liu Tian T   Mangino Massimo M   Marten Jonathan J   Mihailov Evelin E   Miller Michael B MB   van der Most Peter J PJ   Oldmeadow Christopher C   Payton Antony A   Pervjakova Natalia N   Peyrot Wouter J WJ   Qian Yong Y   Raitakari Olli O   Rueedi Rico R   Salvi Erika E   Schmidt Börge B   Schraut Katharina E KE   Shi Jianxin J   Smith Albert V AV   Poot Raymond A RA   St Pourcain Beate B   Teumer Alexander A   Thorleifsson Gudmar G   Verweij Niek N   Vuckovic Dragana D   Wellmann Juergen J   Westra Harm-Jan HJ   Yang Jingyun J   Zhao Wei W   Zhu Zhihong Z   Alizadeh Behrooz Z BZ   Amin Najaf N   Bakshi Andrew A   Baumeister Sebastian E SE   Biino Ginevra G   Bønnelykke Klaus K   Boyle Patricia A PA   Campbell Harry H   Cappuccio Francesco P FP   Davies Gail G   De Neve Jan-Emmanuel JE   Deloukas Panos P   Demuth Ilja I   Ding Jun J   Eibich Peter P   Eisele Lewin L   Eklund Niina N   Evans David M DM   Faul Jessica D JD   Feitosa Mary F MF   Forstner Andreas J AJ   Gandin Ilaria I   Gunnarsson Bjarni B   Halldórsson Bjarni V BV   Harris Tamara B TB   Heath Andrew C AC   Hocking Lynne J LJ   Holliday Elizabeth G EG   Homuth Georg G   Horan Michael A MA   Hottenga Jouke-Jan JJ   de Jager Philip L PL   Joshi Peter K PK   Jugessur Astanand A   Kaakinen Marika A MA   Kähönen Mika M   Kanoni Stavroula S   Keltigangas-Järvinen Liisa L   Kiemeney Lambertus A L M LA   Kolcic Ivana I   Koskinen Seppo S   Kraja Aldi T AT   Kroh Martin M   Kutalik Zoltan Z   Latvala Antti A   Launer Lenore J LJ   Lebreton Maël P MP   Levinson Douglas F DF   Lichtenstein Paul P   Lichtner Peter P   Liewald David C M DC   Loukola Anu A   Madden Pamela A PA   Mägi Reedik R   Mäki-Opas Tomi T   Marioni Riccardo E RE   Marques-Vidal Pedro P   Meddens Gerardus A GA   McMahon George G   Meisinger Christa C   Meitinger Thomas T   Milaneschi Yusplitri Y   Milani Lili L   Montgomery Grant W GW   Myhre Ronny R   Nelson Christopher P CP   Nyholt Dale R DR   Ollier William E R WE   Palotie Aarno A   Paternoster Lavinia L   Pedersen Nancy L NL   Petrovic Katja E KE   Porteous David J DJ   Räikkönen Katri K   Ring Susan M SM   Robino Antonietta A   Rostapshova Olga O   Rudan Igor I   Rustichini Aldo A   Salomaa Veikko V   Sanders Alan R AR   Sarin Antti-Pekka AP   Schmidt Helena H   Scott Rodney J RJ   Smith Blair H BH   Smith Jennifer A JA   Staessen Jan A JA   Steinhagen-Thiessen Elisabeth E   Strauch Konstantin K   Terracciano Antonio A   Tobin Martin D MD   Ulivi Sheila S   Vaccargiu Simona S   Quaye Lydia L   van Rooij Frank J A FJ   Venturini Cristina C   Vinkhuyzen Anna A E AA   Völker Uwe U   Völzke Henry H   Vonk Judith M JM   Vozzi Diego D   Waage Johannes J   Ware Erin B EB   Willemsen Gonneke G   Attia John R JR   Bennett David A DA   Berger Klaus K   Bertram Lars L   Bisgaard Hans H   Boomsma Dorret I DI   Borecki Ingrid B IB   Bültmann Ute U   Chabris Christopher F CF   Cucca Francesco F   Cusi Daniele D   Deary Ian J IJ   Dedoussis George V GV   van Duijn Cornelia M CM   Eriksson Johan G JG   Franke Barbara B   Franke Lude L   Gasparini Paolo P   Gejman Pablo V PV   Gieger Christian C   Grabe Hans-Jörgen HJ   Gratten Jacob J   Groenen Patrick J F PJ   Gudnason Vilmundur V   van der Harst Pim P   Hayward Caroline C   Hinds David A DA   Hoffmann Wolfgang W   Hyppönen Elina E   Iacono William G WG   Jacobsson Bo B   Järvelin Marjo-Riitta MR   Jöckel Karl-Heinz KH   Kaprio Jaakko J   Kardia Sharon L R SL   Lehtimäki Terho T   Lehrer Steven F SF   Magnusson Patrik K E PK   Martin Nicholas G NG   McGue Matt M   Metspalu Andres A   Pendleton Neil N   Penninx Brenda W J H BW   Perola Markus M   Pirastu Nicola N   Pirastu Mario M   Polasek Ozren O   Posthuma Danielle D   Power Christine C   Province Michael A MA   Samani Nilesh J NJ   Schlessinger David D   Schmidt Reinhold R   Sørensen Thorkild I A TI   Spector Tim D TD   Stefansson Kari K   Thorsteinsdottir Unnur U   Thurik A Roy AR   Timpson Nicholas J NJ   Tiemeier Henning H   Tung Joyce Y JY   Uitterlinden André G AG   Vitart Veronique V   Vollenweider Peter P   Weir David R DR   Wilson James F JF   Wright Alan F AF   Conley Dalton C DC   Krueger Robert F RF   Davey Smith George G   Hofman Albert A   Laibson David I DI   Medland Sarah E SE   Meyer Michelle N MN   Yang Jian J   Johannesson Magnus M   Visscher Peter M PM   Esko Tõnu T   Koellinger Philipp D PD   Cesarini David D   Benjamin Daniel J DJ  

Nature 20160511 7604


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 signifi  ...[more]

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