@article {8883,
	title = {Genome-wide association study identifies 74 loci associated with educational attainment.},
	journal = {Nature},
	volume = {533},
	year = {2016},
	month = {2016 05 26},
	pages = {539-42},
	abstract = {<p>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.</p>},
	keywords = {Alzheimer{\textquoteright}s disease, Bipolar Disorder, Cognitive Ability, Education, Fetus, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom},
	issn = {1476-4687},
	doi = {10.1038/nature17671},
	author = {Okbay, Aysu and Jonathan P. Beauchamp and Mark Alan Fontana and Lee, James J and Pers, Tune H and Cornelius A Rietveld and Turley, Patrick and Chen, Guo-Bo and Emilsson, Valur and Meddens, S Fleur W and Oskarsson, Sven and Pickrell, Joseph K and Thom, Kevin and Pascal N Timshel and de Vlaming, Ronald and Abdel Abdellaoui and Ahluwalia, Tarunveer S and Bacelis, Jonas and Baumbach, Clemens and Bjornsdottir, Gyda and Brandsma, Johannes H and Maria Pina Concas and Derringer, Jaime and Furlotte, Nicholas A and Galesloot, Tessel E and Giorgia G Girotto and Gupta, Richa and Hall, Leanne M and Sarah E Harris and Edith Hofer and Horikoshi, Momoko and Huffman, Jennifer E and Kaasik, Kadri and Ioanna Panagiota Kalafati and Karlsson, Robert and Kong, Augustine and Lahti, Jari and Sven J van der Lee and Christiaan de Leeuw and Penelope A Lind and Lindgren, Karl-Oskar and Tian Liu and Mangino, Massimo and Marten, Jonathan and Mihailov, Evelin and Michael B Miller and van der Most, Peter J and Christopher J Oldmeadow and Payton, Antony and Pervjakova, Natalia and Wouter J Peyrot and Qian, Yong and Olli T Raitakari and Rueedi, Rico and Salvi, Erika and Schmidt, B{\"o}rge and Schraut, Katharina E and Jianxin Shi and Albert Vernon Smith and Poot, Raymond A and St Pourcain, Beate and Teumer, Alexander and Thorleifsson, Gudmar and Verweij, Niek and Vuckovic, Dragana and J{\"u}rgen Wellmann and Westra, Harm-Jan and Yang, Jingyun and Wei Zhao and Zhihong Zhu and Alizadeh, Behrooz Z and Amin, Najaf and Bakshi, Andrew and Baumeister, Sebastian E and Biino, Ginevra and B{\o}nnelykke, Klaus and Patricia A. Boyle and Campbell, Harry and Cappuccio, Francesco P and Gail Davies and De Neve, Jan-Emmanuel and Deloukas, Panos and Demuth, Ilja and Ding, Jun and Eibich, Peter and Eisele, Lewin and Eklund, Niina and Jessica Faul and Feitosa, Mary F and Andreas J Forstner and Gandin, Ilaria and Gunnarsson, Bjarni and Halld{\'o}rsson, Bjarni V and Tamara B Harris and Andrew C Heath and Lynne J Hocking and Holliday, Elizabeth G and Homuth, Georg and Horan, Michael A and Jouke-Jan Hottenga and Philip L de Jager and Joshi, Peter K and Jugessur, Astanand and Marika A Kaakinen and K{\"a}h{\"o}nen, Mika and Kanoni, Stavroula and Keltigangas-J{\"a}rvinen, Liisa and Lambertus A Kiemeney and Kolcic, Ivana and Koskinen, Seppo and Kraja, Aldi T and Kroh, Martin and Kutalik, Zolt{\'a}n and Latvala, Antti and Lenore J Launer and Lebreton, Ma{\"e}l P and Douglas F Levinson and Paul Lichtenstein and Lichtner, Peter and David C Liewald and Loukola, Anu and Pamela A F Madden and M{\"a}gi, Reedik and M{\"a}ki-Opas, Tomi and Riccardo E Marioni and Marques-Vidal, Pedro and Meddens, Gerardus A and McMahon, George and Meisinger, Christa and Meitinger, Thomas and Milaneschi, Yusplitri and Lili Milani and Grant W Montgomery and Myhre, Ronny and Nelson, Christopher P and Nyholt, Dale R and William E R Ollier and Aarno Palotie and Paternoster, Lavinia and Nancy L Pedersen and Katja E Petrovic and David J Porteous and Katri R{\"a}ikk{\"o}nen and Ring, Susan M and Robino, Antonietta and Rostapshova, Olga and Rudan, Igor and Rustichini, Aldo and Veikko Salomaa and Sanders, Alan R and Sarin, Antti-Pekka and Schmidt, Helena and Rodney J Scott and Smith, Blair H and Jennifer A Smith and Staessen, Jan A and Steinhagen-Thiessen, Elisabeth and Strauch, Konstantin and Antonio Terracciano and Tobin, Martin D and Ulivi, Sheila and Vaccargiu, Simona and Quaye, Lydia and van Rooij, Frank J A and Venturini, Cristina and Anna A E Vinkhuyzen and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Vonk, Judith M and Vozzi, Diego and Waage, Johannes and Erin B Ware and Gonneke Willemsen and John R. Attia and David A Bennett and Klaus Berger and Bertram, Lars and Bisgaard, Hans and Dorret I Boomsma and Ingrid B Borecki and B{\"u}ltmann, Ute and Chabris, Christopher F and Francesco Cucca and Cusi, Daniele and Ian J Deary and George Dedoussis and Cornelia M van Duijn and Johan G Eriksson and Franke, Barbara and Lude L Franke and Paolo P. Gasparini and Gejman, Pablo V and Gieger, Christian and Hans-J{\"o}rgen Grabe and Gratten, Jacob and Groenen, Patrick J F and Gudnason, Vilmundur and van der Harst, Pim and Caroline Hayward and Hinds, David A and Hoffmann, Wolfgang and Hypp{\"o}nen, Elina and Iacono, William G and Jacobsson, Bo and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Kaprio, Jaakko and Sharon L R Kardia and Lehtim{\"a}ki, Terho and Lehrer, Steven F and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and Andres Metspalu and Pendleton, Neil and Brenda W J H Penninx and Markus Perola and Nicola Pirastu and Pirastu, Mario and Polasek, Ozren and Posthuma, Danielle and Power, Christine and Province, Michael A and Nilesh J Samani and Schlessinger, David and Schmidt, Reinhold and Thorkild I. A. S{\o}rensen and Timothy Spector and Stefansson, Kari and Thorsteinsdottir, Unnur and A. Roy Thurik and Nicholas J Timpson and Henning Tiemeier and Tung, Joyce Y and Andr{\'e} G Uitterlinden and Vitart, Veronique and Vollenweider, Peter and David R Weir and James F Wilson and Alan F Wright and Dalton C Conley and Krueger, Robert F and George Davey Smith and Hofman, Albert and David I Laibson and Sarah E Medland and Meyer, Michelle N and Yang, Jian and Johannesson, Magnus and Peter M Visscher and T{\~o}nu Esko and Philipp D Koellinger and Cesarini, David and Daniel J. Benjamin}
}
