Authors
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 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, Andrew C Heath, Lynne J Hocking, Elizabeth G Holliday, 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 ALM 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 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, Ronny Myhre, Christopher P Nelson, Dale R Nyholt, William ER Ollier, Aarno Palotie, Lavinia Paternoster, Nancy L Pedersen, Katja E Petrovic, David J Porteous, Katri Räikkönen, Susan M Ring, Antonietta Robino, Olga Rostapshova, Igor Rudan, Aldo Rustichini
Publication date
2016/5
Journal
Nature
Volume
533
Issue
7604
Pages
539-542
Publisher
Nature Publishing Group
Description
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 1. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample 1, 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 …
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