TY - JOUR T1 - Genome-wide association study identifies 74 loci associated with educational attainment. JF - Nature Y1 - 2016 A1 - Okbay, Aysu A1 - Beauchamp, Jonathan P A1 - Fontana, Mark Alan A1 - Lee, James J A1 - Pers, Tune H A1 - Rietveld, Cornelius A A1 - Turley, Patrick A1 - Chen, Guo-Bo A1 - Emilsson, Valur A1 - Meddens, S Fleur W A1 - Oskarsson, Sven A1 - Pickrell, Joseph K A1 - Thom, Kevin A1 - Timshel, Pascal A1 - de Vlaming, Ronald A1 - Abdellaoui, Abdel A1 - Ahluwalia, Tarunveer S A1 - Bacelis, Jonas A1 - Baumbach, Clemens A1 - Bjornsdottir, Gyda A1 - Brandsma, Johannes H A1 - Pina Concas, Maria A1 - Derringer, Jaime A1 - Furlotte, Nicholas A A1 - Galesloot, Tessel E A1 - Girotto, Giorgia A1 - Gupta, Richa A1 - Hall, Leanne M A1 - Harris, Sarah E A1 - Hofer, Edith A1 - Horikoshi, Momoko A1 - Huffman, Jennifer E A1 - Kaasik, Kadri A1 - Kalafati, Ioanna P A1 - Karlsson, Robert A1 - Kong, Augustine A1 - Lahti, Jari A1 - van der Lee, Sven J A1 - deLeeuw, Christiaan A1 - Lind, Penelope A A1 - Lindgren, Karl-Oskar A1 - Liu, Tian A1 - Mangino, Massimo A1 - Marten, Jonathan A1 - Mihailov, Evelin A1 - Miller, Michael B A1 - van der Most, Peter J A1 - Oldmeadow, Christopher A1 - Payton, Antony A1 - Pervjakova, Natalia A1 - Peyrot, Wouter J A1 - Qian, Yong A1 - Raitakari, Olli A1 - Rueedi, Rico A1 - Salvi, Erika A1 - Schmidt, Börge A1 - Schraut, Katharina E A1 - Shi, Jianxin A1 - Smith, Albert V A1 - Poot, Raymond A A1 - St Pourcain, Beate A1 - Teumer, Alexander A1 - Thorleifsson, Gudmar A1 - Verweij, Niek A1 - Vuckovic, Dragana A1 - Wellmann, Juergen A1 - Westra, Harm-Jan A1 - Yang, Jingyun A1 - Zhao, Wei A1 - Zhu, Zhihong A1 - Alizadeh, Behrooz Z A1 - Amin, Najaf A1 - Bakshi, Andrew A1 - Baumeister, Sebastian E A1 - Biino, Ginevra A1 - Bønnelykke, Klaus A1 - Boyle, Patricia A A1 - Campbell, Harry A1 - Cappuccio, Francesco P A1 - Davies, Gail A1 - De Neve, Jan-Emmanuel A1 - Deloukas, Panos A1 - Demuth, Ilja A1 - Ding, Jun A1 - Eibich, Peter A1 - Eisele, Lewin A1 - Eklund, Niina A1 - Evans, David M A1 - Faul, Jessica D A1 - Feitosa, Mary F A1 - Forstner, Andreas J A1 - Gandin, Ilaria A1 - Gunnarsson, Bjarni A1 - Halldórsson, Bjarni V A1 - Harris, Tamara B A1 - Heath, Andrew C A1 - Hocking, Lynne J A1 - Holliday, Elizabeth G A1 - Homuth, Georg A1 - Horan, Michael A A1 - Hottenga, Jouke-Jan A1 - de Jager, Philip L A1 - Joshi, Peter K A1 - Jugessur, Astanand A1 - Kaakinen, Marika A A1 - Kähönen, Mika A1 - Kanoni, Stavroula A1 - Keltigangas-Järvinen, Liisa A1 - Kiemeney, Lambertus A L M A1 - Kolcic, Ivana A1 - Koskinen, Seppo A1 - Kraja, Aldi T A1 - Kroh, Martin A1 - Kutalik, Zoltán A1 - Latvala, Antti A1 - Launer, Lenore J A1 - Lebreton, Maël P A1 - Levinson, Douglas F A1 - Lichtenstein, Paul A1 - Lichtner, Peter A1 - Liewald, David C M A1 - Loukola, Anu A1 - Madden, Pamela A A1 - Mägi, Reedik A1 - Mäki-Opas, Tomi A1 - Marioni, Riccardo E A1 - Marques-Vidal, Pedro A1 - Meddens, Gerardus A A1 - McMahon, George A1 - Meisinger, Christa A1 - Meitinger, Thomas A1 - Milaneschi, Yusplitri A1 - Milani, Lili A1 - Montgomery, Grant W A1 - Myhre, Ronny A1 - Nelson, Christopher P A1 - Nyholt, Dale R A1 - Ollier, William E R A1 - Palotie, Aarno A1 - Paternoster, Lavinia A1 - Pedersen, Nancy L A1 - Petrovic, Katja E A1 - Porteous, David J A1 - Räikkönen, Katri A1 - Ring, Susan M A1 - Robino, Antonietta A1 - Rostapshova, Olga A1 - Rudan, Igor A1 - Rustichini, Aldo A1 - Salomaa, Veikko A1 - Sanders, Alan R A1 - Sarin, Antti-Pekka A1 - Schmidt, Helena A1 - Scott, Rodney J A1 - Smith, Blair H A1 - Smith, Jennifer A A1 - Staessen, Jan A A1 - Steinhagen-Thiessen, Elisabeth A1 - Strauch, Konstantin A1 - Terracciano, Antonio A1 - Tobin, Martin D A1 - Ulivi, Sheila A1 - Vaccargiu, Simona A1 - Quaye, Lydia A1 - van Rooij, Frank J A A1 - Venturini, Cristina A1 - Vinkhuyzen, Anna A E A1 - Völker, Uwe A1 - Völzke, Henry A1 - Vonk, Judith M A1 - Vozzi, Diego A1 - Waage, Johannes A1 - Ware, Erin B A1 - Willemsen, Gonneke A1 - Attia, John R A1 - Bennett, David A A1 - Berger, Klaus A1 - Bertram, Lars A1 - Bisgaard, Hans A1 - Boomsma, Dorret I A1 - Borecki, Ingrid B A1 - Bültmann, Ute A1 - Chabris, Christopher F A1 - Cucca, Francesco A1 - Cusi, Daniele A1 - Deary, Ian J A1 - Dedoussis, George V A1 - van Duijn, Cornelia M A1 - Eriksson, Johan G A1 - Franke, Barbara A1 - Franke, Lude A1 - Gasparini, Paolo A1 - Gejman, Pablo V A1 - Gieger, Christian A1 - Grabe, Hans-Jörgen A1 - Gratten, Jacob A1 - Groenen, Patrick J F A1 - Gudnason, Vilmundur A1 - van der Harst, Pim A1 - Hayward, Caroline A1 - Hinds, David A A1 - Hoffmann, Wolfgang A1 - Hyppönen, Elina A1 - Iacono, William G A1 - Jacobsson, Bo A1 - Järvelin, Marjo-Riitta A1 - Jöckel, Karl-Heinz A1 - Kaprio, Jaakko A1 - Kardia, Sharon L R A1 - Lehtimäki, Terho A1 - Lehrer, Steven F A1 - Magnusson, Patrik K E A1 - Martin, Nicholas G A1 - McGue, Matt A1 - Metspalu, Andres A1 - Pendleton, Neil A1 - Penninx, Brenda W J H A1 - Perola, Markus A1 - Pirastu, Nicola A1 - Pirastu, Mario A1 - Polasek, Ozren A1 - Posthuma, Danielle A1 - Power, Christine A1 - Province, Michael A A1 - Samani, Nilesh J A1 - Schlessinger, David A1 - Schmidt, Reinhold A1 - Sørensen, Thorkild I A A1 - Spector, Tim D A1 - Stefansson, Kari A1 - Thorsteinsdottir, Unnur A1 - Thurik, A Roy A1 - Timpson, Nicholas J A1 - Tiemeier, Henning A1 - Tung, Joyce Y A1 - Uitterlinden, André G A1 - Vitart, Veronique A1 - Vollenweider, Peter A1 - Weir, David R A1 - Wilson, James F A1 - Wright, Alan F A1 - Conley, Dalton C A1 - Krueger, Robert F A1 - Davey Smith, George A1 - Hofman, Albert A1 - Laibson, David I A1 - Medland, Sarah E A1 - Meyer, Michelle N A1 - Yang, Jian A1 - Johannesson, Magnus A1 - Visscher, Peter M A1 - Esko, Tõnu A1 - Koellinger, Philipp D A1 - Cesarini, David A1 - Benjamin, Daniel J KW - Alzheimer Disease KW - Bipolar Disorder KW - Brain KW - Cognition KW - Computational Biology KW - Educational Status KW - Fetus KW - Gene Expression Regulation KW - Gene-Environment Interaction KW - Genome-Wide Association Study KW - Great Britain KW - Humans KW - Molecular Sequence Annotation KW - Polymorphism, Single Nucleotide KW - Schizophrenia AB -

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.

VL - 533 IS - 7604 U1 - http://www.ncbi.nlm.nih.gov/pubmed/27225129?dopt=Abstract ER - TY - JOUR T1 - A reference panel of 64,976 haplotypes for genotype imputation. JF - Nat Genet Y1 - 2016 A1 - McCarthy, Shane A1 - Das, Sayantan A1 - Kretzschmar, Warren A1 - Delaneau, Olivier A1 - Wood, Andrew R A1 - Teumer, Alexander A1 - Kang, Hyun Min A1 - Fuchsberger, Christian A1 - Danecek, Petr A1 - Sharp, Kevin A1 - Luo, Yang A1 - Sidore, Carlo A1 - Kwong, Alan A1 - Timpson, Nicholas A1 - Koskinen, Seppo A1 - Vrieze, Scott A1 - Scott, Laura J A1 - Zhang, He A1 - Mahajan, Anubha A1 - Veldink, Jan A1 - Peters, Ulrike A1 - Pato, Carlos A1 - van Duijn, Cornelia M A1 - Gillies, Christopher E A1 - Gandin, Ilaria A1 - Mezzavilla, Massimo A1 - Gilly, Arthur A1 - Cocca, Massimiliano A1 - Traglia, Michela A1 - Angius, Andrea A1 - Barrett, Jeffrey C A1 - Boomsma, Dorrett A1 - Branham, Kari A1 - Breen, Gerome A1 - Brummett, Chad M A1 - Busonero, Fabio A1 - Campbell, Harry A1 - Chan, Andrew A1 - Chen, Sai A1 - Chew, Emily A1 - Collins, Francis S A1 - Corbin, Laura J A1 - Smith, George Davey A1 - Dedoussis, George A1 - Dörr, Marcus A1 - Farmaki, Aliki-Eleni A1 - Ferrucci, Luigi A1 - Forer, Lukas A1 - Fraser, Ross M A1 - Gabriel, Stacey A1 - Levy, Shawn A1 - Groop, Leif A1 - Harrison, Tabitha A1 - Hattersley, Andrew A1 - Holmen, Oddgeir L A1 - Hveem, Kristian A1 - Kretzler, Matthias A1 - Lee, James C A1 - McGue, Matt A1 - Meitinger, Thomas A1 - Melzer, David A1 - Min, Josine L A1 - Mohlke, Karen L A1 - Vincent, John B A1 - Nauck, Matthias A1 - Nickerson, Deborah A1 - Palotie, Aarno A1 - Pato, Michele A1 - Pirastu, Nicola A1 - McInnis, Melvin A1 - Richards, J Brent A1 - Sala, Cinzia A1 - Salomaa, Veikko A1 - Schlessinger, David A1 - Schoenherr, Sebastian A1 - Slagboom, P Eline A1 - Small, Kerrin A1 - Spector, Timothy A1 - Stambolian, Dwight A1 - Tuke, Marcus A1 - Tuomilehto, Jaakko A1 - Van den Berg, Leonard H A1 - van Rheenen, Wouter A1 - Völker, Uwe A1 - Wijmenga, Cisca A1 - Toniolo, Daniela A1 - Zeggini, Eleftheria A1 - Gasparini, Paolo A1 - Sampson, Matthew G A1 - Wilson, James F A1 - Frayling, Timothy A1 - de Bakker, Paul I W A1 - Swertz, Morris A A1 - McCarroll, Steven A1 - Kooperberg, Charles A1 - Dekker, Annelot A1 - Altshuler, David A1 - Willer, Cristen A1 - Iacono, William A1 - Ripatti, Samuli A1 - Soranzo, Nicole A1 - Walter, Klaudia A1 - Swaroop, Anand A1 - Cucca, Francesco A1 - Anderson, Carl A A1 - Myers, Richard M A1 - Boehnke, Michael A1 - McCarthy, Mark I A1 - Durbin, Richard AB -

We describe a reference panel of 64,976 human haplotypes at 39,235,157 SNPs constructed using whole-genome sequence data from 20 studies of predominantly European ancestry. Using this resource leads to accurate genotype imputation at minor allele frequencies as low as 0.1% and a large increase in the number of SNPs tested in association studies, and it can help to discover and refine causal loci. We describe remote server resources that allow researchers to carry out imputation and phasing consistently and efficiently.

U1 - http://www.ncbi.nlm.nih.gov/pubmed/27548312?dopt=Abstract ER -