%0 Journal Article %J Nat Genet %D 2018 %T Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. %A Lee, James J %A Wedow, Robbee %A Okbay, Aysu %A Kong, Edward %A Maghzian, Omeed %A Zacher, Meghan %A Nguyen-Viet, Tuan Anh %A Bowers, Peter %A Sidorenko, Julia %A Karlsson Linnér, Richard %A Fontana, Mark Alan %A Kundu, Tushar %A Lee, Chanwook %A Li, Hui %A Li, Ruoxi %A Royer, Rebecca %A Timshel, Pascal N %A Walters, Raymond K %A Willoughby, Emily A %A Yengo, Loic %A Alver, Maris %A Bao, Yanchun %A Clark, David W %A Day, Felix R %A Furlotte, Nicholas A %A Joshi, Peter K %A Kemper, Kathryn E %A Kleinman, Aaron %A Langenberg, Claudia %A Mägi, Reedik %A Trampush, Joey W %A Verma, Shefali Setia %A Wu, Yang %A Lam, Max %A Zhao, Jing Hua %A Zheng, Zhili %A Boardman, Jason D %A Campbell, Harry %A Freese, Jeremy %A Harris, Kathleen Mullan %A Hayward, Caroline %A Herd, Pamela %A Kumari, Meena %A Lencz, Todd %A Luan, Jian'an %A Malhotra, Anil K %A Metspalu, Andres %A Milani, Lili %A Ong, Ken K %A Perry, John R B %A Porteous, David J %A Ritchie, Marylyn D %A Smart, Melissa C %A Smith, Blair H %A Tung, Joyce Y %A Wareham, Nicholas J %A Wilson, James F %A Beauchamp, Jonathan P %A Conley, Dalton C %A Esko, Tõnu %A Lehrer, Steven F %A Magnusson, Patrik K E %A Oskarsson, Sven %A Pers, Tune H %A Robinson, Matthew R %A Thom, Kevin %A Watson, Chelsea %A Chabris, Christopher F %A Meyer, Michelle N %A Laibson, David I %A Yang, Jian %A Johannesson, Magnus %A Koellinger, Philipp D %A Turley, Patrick %A Visscher, Peter M %A Benjamin, Daniel J %A Cesarini, David %X

Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13% of the variance in educational attainment and 7-10% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research.

%B Nat Genet %V 50 %P 1112-1121 %8 2018 Aug %G eng %N 8 %1 http://www.ncbi.nlm.nih.gov/pubmed/30038396?dopt=Abstract %R 10.1038/s41588-018-0147-3 %0 Journal Article %J Nature %D 2016 %T Genome-wide association study identifies 74 loci associated with educational attainment. %A Okbay, Aysu %A Beauchamp, Jonathan P %A Fontana, Mark Alan %A Lee, James J %A Pers, Tune H %A Rietveld, Cornelius A %A Turley, Patrick %A Chen, Guo-Bo %A Emilsson, Valur %A Meddens, S Fleur W %A Oskarsson, Sven %A Pickrell, Joseph K %A Thom, Kevin %A Timshel, Pascal %A de Vlaming, Ronald %A Abdellaoui, Abdel %A Ahluwalia, Tarunveer S %A Bacelis, Jonas %A Baumbach, Clemens %A Bjornsdottir, Gyda %A Brandsma, Johannes H %A Pina Concas, Maria %A Derringer, Jaime %A Furlotte, Nicholas A %A Galesloot, Tessel E %A Girotto, Giorgia %A Gupta, Richa %A Hall, Leanne M %A Harris, Sarah E %A Hofer, Edith %A Horikoshi, Momoko %A Huffman, Jennifer E %A Kaasik, Kadri %A Kalafati, Ioanna P %A Karlsson, Robert %A Kong, Augustine %A Lahti, Jari %A van der Lee, Sven J %A deLeeuw, Christiaan %A Lind, Penelope A %A Lindgren, Karl-Oskar %A Liu, Tian %A Mangino, Massimo %A Marten, Jonathan %A Mihailov, Evelin %A Miller, Michael B %A van der Most, Peter J %A Oldmeadow, Christopher %A Payton, Antony %A Pervjakova, Natalia %A Peyrot, Wouter J %A Qian, Yong %A Raitakari, Olli %A Rueedi, Rico %A Salvi, Erika %A Schmidt, Börge %A Schraut, Katharina E %A Shi, Jianxin %A Smith, Albert V %A Poot, Raymond A %A St Pourcain, Beate %A Teumer, Alexander %A Thorleifsson, Gudmar %A Verweij, Niek %A Vuckovic, Dragana %A Wellmann, Juergen %A Westra, Harm-Jan %A Yang, Jingyun %A Zhao, Wei %A Zhu, Zhihong %A Alizadeh, Behrooz Z %A Amin, Najaf %A Bakshi, Andrew %A Baumeister, Sebastian E %A Biino, Ginevra %A Bønnelykke, Klaus %A Boyle, Patricia A %A Campbell, Harry %A Cappuccio, Francesco P %A Davies, Gail %A De Neve, Jan-Emmanuel %A Deloukas, Panos %A Demuth, Ilja %A Ding, Jun %A Eibich, Peter %A Eisele, Lewin %A Eklund, Niina %A Evans, David M %A Faul, Jessica D %A Feitosa, Mary F %A Forstner, Andreas J %A Gandin, Ilaria %A Gunnarsson, Bjarni %A Halldórsson, Bjarni V %A Harris, Tamara B %A Heath, Andrew C %A Hocking, Lynne J %A Holliday, Elizabeth G %A Homuth, Georg %A Horan, Michael A %A Hottenga, Jouke-Jan %A de Jager, Philip L %A Joshi, Peter K %A Jugessur, Astanand %A Kaakinen, Marika A %A Kähönen, Mika %A Kanoni, Stavroula %A Keltigangas-Järvinen, Liisa %A Kiemeney, Lambertus A L M %A Kolcic, Ivana %A Koskinen, Seppo %A Kraja, Aldi T %A Kroh, Martin %A Kutalik, Zoltán %A Latvala, Antti %A Launer, Lenore J %A Lebreton, Maël P %A Levinson, Douglas F %A Lichtenstein, Paul %A Lichtner, Peter %A Liewald, David C M %A Loukola, Anu %A Madden, Pamela A %A Mägi, Reedik %A Mäki-Opas, Tomi %A Marioni, Riccardo E %A Marques-Vidal, Pedro %A Meddens, Gerardus A %A McMahon, George %A Meisinger, Christa %A Meitinger, Thomas %A Milaneschi, Yusplitri %A Milani, Lili %A Montgomery, Grant W %A Myhre, Ronny %A Nelson, Christopher P %A Nyholt, Dale R %A Ollier, William E R %A Palotie, Aarno %A Paternoster, Lavinia %A Pedersen, Nancy L %A Petrovic, Katja E %A Porteous, David J %A Räikkönen, Katri %A Ring, Susan M %A Robino, Antonietta %A Rostapshova, Olga %A Rudan, Igor %A Rustichini, Aldo %A Salomaa, Veikko %A Sanders, Alan R %A Sarin, Antti-Pekka %A Schmidt, Helena %A Scott, Rodney J %A Smith, Blair H %A Smith, Jennifer A %A Staessen, Jan A %A Steinhagen-Thiessen, Elisabeth %A Strauch, Konstantin %A Terracciano, Antonio %A Tobin, Martin D %A Ulivi, Sheila %A Vaccargiu, Simona %A Quaye, Lydia %A van Rooij, Frank J A %A Venturini, Cristina %A Vinkhuyzen, Anna A E %A Völker, Uwe %A Völzke, Henry %A Vonk, Judith M %A Vozzi, Diego %A Waage, Johannes %A Ware, Erin B %A Willemsen, Gonneke %A Attia, John R %A Bennett, David A %A Berger, Klaus %A Bertram, Lars %A Bisgaard, Hans %A Boomsma, Dorret I %A Borecki, Ingrid B %A Bültmann, Ute %A Chabris, Christopher F %A Cucca, Francesco %A Cusi, Daniele %A Deary, Ian J %A Dedoussis, George V %A van Duijn, Cornelia M %A Eriksson, Johan G %A Franke, Barbara %A Franke, Lude %A Gasparini, Paolo %A Gejman, Pablo V %A Gieger, Christian %A Grabe, Hans-Jörgen %A Gratten, Jacob %A Groenen, Patrick J F %A Gudnason, Vilmundur %A van der Harst, Pim %A Hayward, Caroline %A Hinds, David A %A Hoffmann, Wolfgang %A Hyppönen, Elina %A Iacono, William G %A Jacobsson, Bo %A Järvelin, Marjo-Riitta %A Jöckel, Karl-Heinz %A Kaprio, Jaakko %A Kardia, Sharon L R %A Lehtimäki, Terho %A Lehrer, Steven F %A Magnusson, Patrik K E %A Martin, Nicholas G %A McGue, Matt %A Metspalu, Andres %A Pendleton, Neil %A Penninx, Brenda W J H %A Perola, Markus %A Pirastu, Nicola %A Pirastu, Mario %A Polasek, Ozren %A Posthuma, Danielle %A Power, Christine %A Province, Michael A %A Samani, Nilesh J %A Schlessinger, David %A Schmidt, Reinhold %A Sørensen, Thorkild I A %A Spector, Tim D %A Stefansson, Kari %A Thorsteinsdottir, Unnur %A Thurik, A Roy %A Timpson, Nicholas J %A Tiemeier, Henning %A Tung, Joyce Y %A Uitterlinden, André G %A Vitart, Veronique %A Vollenweider, Peter %A Weir, David R %A Wilson, James F %A Wright, Alan F %A Conley, Dalton C %A Krueger, Robert F %A Davey Smith, George %A Hofman, Albert %A Laibson, David I %A Medland, Sarah E %A Meyer, Michelle N %A Yang, Jian %A Johannesson, Magnus %A Visscher, Peter M %A Esko, Tõnu %A Koellinger, Philipp D %A Cesarini, David %A Benjamin, Daniel J %K Alzheimer Disease %K Bipolar Disorder %K Brain %K Cognition %K Computational Biology %K Educational Status %K Fetus %K Gene Expression Regulation %K Gene-Environment Interaction %K Genome-Wide Association Study %K Great Britain %K Humans %K Molecular Sequence Annotation %K Polymorphism, Single Nucleotide %K Schizophrenia %X

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.

%B Nature %V 533 %P 539-42 %8 2016 May 26 %G eng %N 7604 %1 http://www.ncbi.nlm.nih.gov/pubmed/27225129?dopt=Abstract %R 10.1038/nature17671 %0 Journal Article %J Nature %D 2015 %T Directional dominance on stature and cognition in diverse human populations. %A Joshi, Peter K %A Esko, Tõnu %A Mattsson, Hannele %A Eklund, Niina %A Gandin, Ilaria %A Nutile, Teresa %A Jackson, Anne U %A Schurmann, Claudia %A Smith, Albert V %A Zhang, Weihua %A Okada, Yukinori %A Stančáková, Alena %A Faul, Jessica D %A Zhao, Wei %A Bartz, Traci M %A Concas, Maria Pina %A Franceschini, Nora %A Enroth, Stefan %A Vitart, Veronique %A Trompet, Stella %A Guo, Xiuqing %A Chasman, Daniel I %A O'Connel, Jeffrey R %A Corre, Tanguy %A Nongmaithem, Suraj S %A Chen, Yuning %A Mangino, Massimo %A Ruggiero, Daniela %A Traglia, Michela %A Farmaki, Aliki-Eleni %A Kacprowski, Tim %A Bjonnes, Andrew %A van der Spek, Ashley %A Wu, Ying %A Giri, Anil K %A Yanek, Lisa R %A Wang, Lihua %A Hofer, Edith %A Rietveld, Cornelius A %A McLeod, Olga %A Cornelis, Marilyn C %A Pattaro, Cristian %A Verweij, Niek %A Baumbach, Clemens %A Abdellaoui, Abdel %A Warren, Helen R %A Vuckovic, Dragana %A Mei, Hao %A Bouchard, Claude %A Perry, John R B %A Cappellani, Stefania %A Mirza, Saira S %A Benton, Miles C %A Broeckel, Ulrich %A Medland, Sarah E %A Lind, Penelope A %A Malerba, Giovanni %A Drong, Alexander %A Yengo, Loic %A Bielak, Lawrence F %A Zhi, Degui %A van der Most, Peter J %A Shriner, Daniel %A Mägi, Reedik %A Hemani, Gibran %A Karaderi, Tugce %A Wang, Zhaoming %A Liu, Tian %A Demuth, Ilja %A Zhao, Jing Hua %A Meng, Weihua %A Lataniotis, Lazaros %A van der Laan, Sander W %A Bradfield, Jonathan P %A Wood, Andrew R %A Bonnefond, Amelie %A Ahluwalia, Tarunveer S %A Hall, Leanne M %A Salvi, Erika %A Yazar, Seyhan %A Carstensen, Lisbeth %A de Haan, Hugoline G %A Abney, Mark %A Afzal, Uzma %A Allison, Matthew A %A Amin, Najaf %A Asselbergs, Folkert W %A Bakker, Stephan J L %A Barr, R Graham %A Baumeister, Sebastian E %A Benjamin, Daniel J %A Bergmann, Sven %A Boerwinkle, Eric %A Bottinger, Erwin P %A Campbell, Archie %A Chakravarti, Aravinda %A Chan, Yingleong %A Chanock, Stephen J %A Chen, Constance %A Chen, Y-D Ida %A Collins, Francis S %A Connell, John %A Correa, Adolfo %A Cupples, L Adrienne %A Smith, George Davey %A Davies, Gail %A Dörr, Marcus %A Ehret, Georg %A Ellis, Stephen B %A Feenstra, Bjarke %A Feitosa, Mary F %A Ford, Ian %A Fox, Caroline S %A Frayling, Timothy M %A Friedrich, Nele %A Geller, Frank %A Scotland, Generation %A Gillham-Nasenya, Irina %A Gottesman, Omri %A Graff, Misa %A Grodstein, Francine %A Gu, Charles %A Haley, Chris %A Hammond, Christopher J %A Harris, Sarah E %A Harris, Tamara B %A Hastie, Nicholas D %A Heard-Costa, Nancy L %A Heikkilä, Kauko %A Hocking, Lynne J %A Homuth, Georg %A Hottenga, Jouke-Jan %A Huang, Jinyan %A Huffman, Jennifer E %A Hysi, Pirro G %A Ikram, M Arfan %A Ingelsson, Erik %A Joensuu, Anni %A Johansson, Åsa %A Jousilahti, Pekka %A Jukema, J Wouter %A Kähönen, Mika %A Kamatani, Yoichiro %A Kanoni, Stavroula %A Kerr, Shona M %A Khan, Nazir M %A Koellinger, Philipp %A Koistinen, Heikki A %A Kooner, Manraj K %A Kubo, Michiaki %A Kuusisto, Johanna %A Lahti, Jari %A Launer, Lenore J %A Lea, Rodney A %A Lehne, Benjamin %A Lehtimäki, Terho %A Liewald, David C M %A Lind, Lars %A Loh, Marie %A Lokki, Marja-Liisa %A London, Stephanie J %A Loomis, Stephanie J %A Loukola, Anu %A Lu, Yingchang %A Lumley, Thomas %A Lundqvist, Annamari %A Männistö, Satu %A Marques-Vidal, Pedro %A Masciullo, Corrado %A Matchan, Angela %A Mathias, Rasika A %A Matsuda, Koichi %A Meigs, James B %A Meisinger, Christa %A Meitinger, Thomas %A Menni, Cristina %A Mentch, Frank D %A Mihailov, Evelin %A Milani, Lili %A Montasser, May E %A Montgomery, Grant W %A Morrison, Alanna %A Myers, Richard H %A Nadukuru, Rajiv %A Navarro, Pau %A Nelis, Mari %A Nieminen, Markku S %A Nolte, Ilja M %A O'Connor, George T %A Ogunniyi, Adesola %A Padmanabhan, Sandosh %A Palmas, Walter R %A Pankow, James S %A Patarcic, Inga %A Pavani, Francesca %A Peyser, Patricia A %A Pietilainen, Kirsi %A Poulter, Neil %A Prokopenko, Inga %A Ralhan, Sarju %A Redmond, Paul %A Rich, Stephen S %A Rissanen, Harri %A Robino, Antonietta %A Rose, Lynda M %A Rose, Richard %A Sala, Cinzia %A Salako, Babatunde %A Salomaa, Veikko %A Sarin, Antti-Pekka %A Saxena, Richa %A Schmidt, Helena %A Scott, Laura J %A Scott, William R %A Sennblad, Bengt %A Seshadri, Sudha %A Sever, Peter %A Shrestha, Smeeta %A Smith, Blair H %A Smith, Jennifer A %A Soranzo, Nicole %A Sotoodehnia, Nona %A Southam, Lorraine %A Stanton, Alice V %A Stathopoulou, Maria G %A Strauch, Konstantin %A Strawbridge, Rona J %A Suderman, Matthew J %A Tandon, Nikhil %A Tang, Sian-Tsun %A Taylor, Kent D %A Tayo, Bamidele O %A Töglhofer, Anna Maria %A Tomaszewski, Maciej %A Tšernikova, Natalia %A Tuomilehto, Jaakko %A Uitterlinden, André G %A Vaidya, Dhananjay %A van Hylckama Vlieg, Astrid %A van Setten, Jessica %A Vasankari, Tuula %A Vedantam, Sailaja %A Vlachopoulou, Efthymia %A Vozzi, Diego %A Vuoksimaa, Eero %A Waldenberger, Melanie %A Ware, Erin B %A Wentworth-Shields, William %A Whitfield, John B %A Wild, Sarah %A Willemsen, Gonneke %A Yajnik, Chittaranjan S %A Yao, Jie %A Zaza, Gianluigi %A Zhu, Xiaofeng %A Salem, Rany M %A Melbye, Mads %A Bisgaard, Hans %A Samani, Nilesh J %A Cusi, Daniele %A Mackey, David A %A Cooper, Richard S %A Froguel, Philippe %A Pasterkamp, Gerard %A Grant, Struan F A %A Hakonarson, Hakon %A Ferrucci, Luigi %A Scott, Robert A %A Morris, Andrew D %A Palmer, Colin N A %A Dedoussis, George %A Deloukas, Panos %A Bertram, Lars %A Lindenberger, Ulman %A Berndt, Sonja I %A Lindgren, Cecilia M %A Timpson, Nicholas J %A Tönjes, Anke %A Munroe, Patricia B %A Sørensen, Thorkild I A %A Rotimi, Charles N %A Arnett, Donna K %A Oldehinkel, Albertine J %A Kardia, Sharon L R %A Balkau, Beverley %A Gambaro, Giovanni %A Morris, Andrew P %A Eriksson, Johan G %A Wright, Margie J %A Martin, Nicholas G %A Hunt, Steven C %A Starr, John M %A Deary, Ian J %A Griffiths, Lyn R %A Tiemeier, Henning %A Pirastu, Nicola %A Kaprio, Jaakko %A Wareham, Nicholas J %A Pérusse, Louis %A Wilson, James G %A Girotto, Giorgia %A Caulfield, Mark J %A Raitakari, Olli %A Boomsma, Dorret I %A Gieger, Christian %A van der Harst, Pim %A Hicks, Andrew A %A Kraft, Peter %A Sinisalo, Juha %A Knekt, Paul %A Johannesson, Magnus %A Magnusson, Patrik K E %A Hamsten, Anders %A Schmidt, Reinhold %A Borecki, Ingrid B %A Vartiainen, Erkki %A Becker, Diane M %A Bharadwaj, Dwaipayan %A Mohlke, Karen L %A Boehnke, Michael %A van Duijn, Cornelia M %A Sanghera, Dharambir K %A Teumer, Alexander %A Zeggini, Eleftheria %A Metspalu, Andres %A Gasparini, Paolo %A Ulivi, Sheila %A Ober, Carole %A Toniolo, Daniela %A Rudan, Igor %A Porteous, David J %A Ciullo, Marina %A Spector, Tim D %A Hayward, Caroline %A Dupuis, Josée %A Loos, Ruth J F %A Wright, Alan F %A Chandak, Giriraj R %A Vollenweider, Peter %A Shuldiner, Alan R %A Ridker, Paul M %A Rotter, Jerome I %A Sattar, Naveed %A Gyllensten, Ulf %A North, Kari E %A Pirastu, Mario %A Psaty, Bruce M %A Weir, David R %A Laakso, Markku %A Gudnason, Vilmundur %A Takahashi, Atsushi %A Chambers, John C %A Kooner, Jaspal S %A Strachan, David P %A Campbell, Harry %A Hirschhorn, Joel N %A Perola, Markus %A Polasek, Ozren %A Wilson, James F %K Biological Evolution %K Blood Pressure %K Body Height %K Cholesterol, LDL %K Cognition %K Cohort Studies %K Educational Status %K Female %K Forced Expiratory Volume %K Genome, Human %K Homozygote %K Humans %K Lung Volume Measurements %K Male %K Phenotype %X

Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.

%B Nature %V 523 %P 459-62 %8 2015 Jul 23 %G eng %N 7561 %1 http://www.ncbi.nlm.nih.gov/pubmed/26131930?dopt=Abstract %R 10.1038/nature14618