%0 Journal Article %J Nature Communications %D 2019 %T Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity. %A Kilpeläinen, Tuomas O %A Bentley, Amy R %A Noordam, Raymond %A Yun Ju Sung %A Schwander, Karen %A Thomas W Winkler %A Jakupović, Hermina %A Daniel I Chasman %A Alisa Manning %A Ntalla, Ioanna %A Aschard, Hugues %A Brown, Michael R %A de Las Fuentes, Lisa %A Franceschini, Nora %A Guo, Xiuqing %A Vojinovic, Dina %A Aslibekyan, Stella %A Feitosa, Mary F %A Kho, Minjung %A Musani, Solomon K %A Melissa Richard %A Wang, Heming %A Wang, Zhe %A Traci M Bartz %A Bielak, Lawrence F %A Campbell, Archie %A Dorajoo, Rajkumar %A Fisher, Virginia %A Hartwig, Fernando P %A Horimoto, Andrea R V R %A Li, Changwei %A Kurt Lohman %A Marten, Jonathan %A Sim, Xueling %A Smith, Albert V %A Tajuddin, Salman M %A Alver, Maris %A Amini, Marzyeh %A Boissel, Mathilde %A Jin-Fang Chai %A Chen, Xu %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Graff, Mariaelisa %A Sarah E Harris %A He, Meian %A Hsu, Fang-Chi %A Jackson, Anne U %A Jing Hua Zhao %A Kraja, Aldi T %A Kühnel, Brigitte %A Laguzzi, Federica %A Lyytikäinen, Leo-Pekka %A Ilja M Nolte %A Rauramaa, Rainer %A Riaz, Muhammad %A Robino, Antonietta %A Rueedi, Rico %A Heather M Stringham %A Takeuchi, Fumihiko %A van der Most, Peter J %A Varga, Tibor V %A Verweij, Niek %A Erin B Ware %A Wen, Wanqing %A Li, Xiaoyin %A Yanek, Lisa R %A Amin, Najaf %A Donna K Arnett %A Boerwinkle, Eric %A Brumat, Marco %A Brian E Cade %A Canouil, Mickaël %A Chen, Yii-Der Ida %A Concas, Maria Pina %A Connell, John %A de Mutsert, Renée %A de Silva, H Janaka %A de Vries, Paul S %A Demirkan, Ayse %A Ding, Jingzhong %A Charles B Eaton %A Jessica Faul %A Friedlander, Yechiel %A Gabriel, Kelley P %A Ghanbari, Mohsen %A Giulianini, Franco %A Gu, Chi Charles %A Gu, Dongfeng %A Tamara B Harris %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hunt, Steven C %A Ikram, M Arfan %A Jost Bruno Jonas %A Koh, Woon-Puay %A Komulainen, Pirjo %A Krieger, Jose E %A Stephen B Kritchevsky %A Kutalik, Zoltán %A Kuusisto, Johanna %A Langefeld, Carl D %A Langenberg, Claudia %A Lenore J Launer %A Leander, Karin %A Lemaitre, Rozenn N %A Lewis, Cora E %A Liang, Jingjing %A Liu, Jianjun %A Mägi, Reedik %A Manichaikul, Ani %A Meitinger, Thomas %A Andres Metspalu %A Milaneschi, Yuri %A Mohlke, Karen L %A Thomas H Mosley %A Murray, Alison D %A Michael A Nalls %A Nang, Ei-Ei Khaing %A Nelson, Christopher P %A Nona, Sotoodehnia %A Norris, Jill M %A Nwuba, Chiamaka Vivian %A Jeff O'Connell %A Palmer, Nicholette D %A Papanicolau, George J %A Pazoki, Raha %A Nancy L Pedersen %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A David J Porteous %A Poveda, Alaitz %A Olli T Raitakari %A Rich, Stephen S %A Neil Risch %A Robinson, Jennifer G %A Rose, Lynda M %A Rudan, Igor %A Schreiner, Pamela J %A Scott, Robert A %A Stephen Sidney %A Sims, Mario %A Smith, Jennifer A %A Snieder, Harold %A Sofer, Tamar %A John M Starr %A Sternfeld, Barbara %A Strauch, Konstantin %A Tang, Hua %A Kent D Taylor %A Tsai, Michael Y %A Tuomilehto, Jaakko %A André G Uitterlinden %A van der Ende, M Yldau %A van Heemst, Diana %A Voortman, Trudy %A Waldenberger, Melanie %A Wennberg, Patrik %A Wilson, Gregory %A Xiang, Yong-Bing %A Yao, Jie %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Alan B Zonderman %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A de Faire, Ulf %A Ian J Deary %A Elliott, Paul %A Tõnu Esko %A Freedman, Barry I %A Froguel, Philippe %A Paolo P. Gasparini %A Gieger, Christian %A Kato, Norihiro %A Laakso, Markku %A Lakka, Timo A %A Lehtimäki, Terho %A Patrik K E Magnusson %A Oldehinkel, Albertine J %A Brenda W J H Penninx %A Nilesh J Samani %A Shu, Xiao-Ou %A van der Harst, Pim %A Jana V. van Vliet-Ostaptchouk %A Vollenweider, Peter %A Wagenknecht, Lynne E %A Wang, Ya X %A Wareham, Nicholas J %A David R Weir %A Wu, Tangchun %A Zheng, Wei %A Zhu, Xiaofeng %A Michele K Evans %A Franks, Paul W %A Gudnason, Vilmundur %A Caroline Hayward %A Horta, Bernardo L %A Tanika N Kelly %A Liu, Yongmei %A Kari E North %A Pereira, Alexandre C %A Ridker, Paul M %A Tai, E Shyong %A van Dam, Rob M %A Fox, Ervin R %A Sharon L R Kardia %A Liu, Ching-Ti %A Dennis O Mook-Kanamori %A Province, Michael A %A Redline, Susan %A Cornelia M van Duijn %A Rotter, Jerome I %A Charles Kooperberg %A Gauderman, W James %A Psaty, Bruce M %A Kenneth Rice %A Munroe, Patricia B %A Myriam Fornage %A Cupples, L Adrienne %A Charles N Rotimi %A Alanna C Morrison %A Rao, Dabeeru C %A Ruth J F Loos %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Asians %K Blacks %K Brazil %K Calcium-Binding Proteins %K Cholesterol %K Cholesterol, HDL %K Cholesterol, LDL %K Exercise %K Female %K Genetic Loci %K Genome-Wide Association Study %K Genotype %K Hispanic or Latino %K Humans %K LIM-Homeodomain Proteins %K Lipid Metabolism %K Lipids %K Male %K Membrane Proteins %K Microtubule-Associated Proteins %K Middle Aged %K Muscle Proteins %K Nerve Tissue Proteins %K Transcription Factors %K Triglycerides %K Whites %K Young Adult %X

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.

%B Nature Communications %V 10 %P 376 %G eng %N 1 %R 10.1038/s41467-018-08008-w %0 Journal Article %J Nature Communications %D 2017 %T Genome-wide meta-analysis associates HLA-DQA1/DRB1 and LPA and lifestyle factors with human longevity. %A Joshi, Peter K %A Nicola Pirastu %A Kentistou, Katherine A %A Fischer, Krista %A Edith Hofer %A Schraut, Katharina E %A Clark, David W %A Nutile, Teresa %A Barnes, Catriona L K %A Paul Rhj Timmers %A Shen, Xia %A Gandin, Ilaria %A McDaid, Aaron F %A Hansen, Thomas Folkmann %A Gordon, Scott D %A Giulianini, Franco %A Boutin, Thibaud S %A Abdellaoui, Abdel %A Zhao, Wei %A Medina-Gomez, Carolina %A Traci M Bartz %A Trompet, Stella %A Leslie A Lange %A Raffield, Laura %A van der Spek, Ashley %A Galesloot, Tessel E %A Proitsi, Petroula %A Yanek, Lisa R %A Bielak, Lawrence F %A Payton, Antony %A Murgia, Federico %A Concas, Maria Pina %A Biino, Ginevra %A Tajuddin, Salman M %A Seppälä, Ilkka %A Amin, Najaf %A Boerwinkle, Eric %A Børglum, Anders D %A Campbell, Archie %A Ellen W Demerath %A Demuth, Ilja %A Jessica Faul %A Ford, Ian %A Gialluisi, Alessandro %A Gögele, Martin %A Graff, Mariaelisa %A Aroon Hingorani %A Jouke-Jan Hottenga %A Hougaard, David M %A Hurme, Mikko A %A Ikram, M Arfan %A Jylhä, Marja %A Kuh, Diana %A Ligthart, Lannie %A Lill, Christina M %A Lindenberger, Ulman %A Lumley, Thomas %A Mägi, Reedik %A Marques-Vidal, Pedro %A Sarah E Medland %A Lili Milani %A Nagy, Reka %A William E R Ollier %A Peyser, Patricia A %A Pramstaller, Peter P %A Ridker, Paul M %A Fernando Rivadeneira %A Ruggiero, Daniela %A Saba, Yasaman %A Schmidt, Reinhold %A Schmidt, Helena %A Slagboom, P Eline %A Smith, Blair H %A Smith, Jennifer A %A Sotoodehnia, Nona %A Steinhagen-Thiessen, Elisabeth %A van Rooij, Frank J A %A Verbeek, André L %A Vermeulen, Sita H %A Vollenweider, Peter %A Wang, Yunpeng %A Werge, Thomas %A Whitfield, John B %A Alan B Zonderman %A Lehtimäki, Terho %A Michele K Evans %A Pirastu, Mario %A Fuchsberger, Christian %A Bertram, Lars %A Pendleton, Neil %A Sharon L R Kardia %A Ciullo, Marina %A Becker, Diane M %A Wong, Andrew %A Psaty, Bruce M %A Cornelia M van Duijn %A Wilson, James G %A Jukema, J Wouter %A Lambertus A Kiemeney %A André G Uitterlinden %A Franceschini, Nora %A Kari E North %A David R Weir %A Andres Metspalu %A Dorret I Boomsma %A Caroline Hayward %A Daniel I Chasman %A Nicholas G Martin %A Sattar, Naveed %A Campbell, Harry %A Tõnu Esko %A Kutalik, Zoltán %A James F Wilson %K Alleles %K Body Mass Index %K Coronary Disease %K Education %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K HLA-DQ alpha-Chains %K HLA-DRB1 Chains %K Humans %K Insulin Resistance %K Life Style %K Lipoprotein(a) %K Lipoproteins, HDL %K Longevity %K Lung Neoplasms %K Obesity %K Polymorphism, Single Nucleotide %K Smoking %K Socioeconomic factors %X

Genomic analysis of longevity offers the potential to illuminate the biology of human aging. Here, using genome-wide association meta-analysis of 606,059 parents' survival, we discover two regions associated with longevity (HLA-DQA1/DRB1 and LPA). We also validate previous suggestions that APOE, CHRNA3/5, CDKN2A/B, SH2B3 and FOXO3A influence longevity. Next we show that giving up smoking, educational attainment, openness to new experience and high-density lipoprotein (HDL) cholesterol levels are most positively genetically correlated with lifespan while susceptibility to coronary artery disease (CAD), cigarettes smoked per day, lung cancer, insulin resistance and body fat are most negatively correlated. We suggest that the effect of education on lifespan is principally mediated through smoking while the effect of obesity appears to act via CAD. Using instrumental variables, we suggest that an increase of one body mass index unit reduces lifespan by 7 months while 1 year of education adds 11 months to expected lifespan.Variability in human longevity is genetically influenced. Using genetic data of parental lifespan, the authors identify associations at HLA-DQA/DRB1 and LPA and find that genetic variants that increase educational attainment have a positive effect on lifespan whereas increasing BMI negatively affects lifespan.

%B Nature Communications %V 8 %P 910 %G eng %N 1 %R 10.1038/s41467-017-00934-5 %0 Journal Article %J Nat Genet %D 2016 %T Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses. %A Okbay, Aysu %A Baselmans, Bart M L %A De Neve, Jan-Emmanuel %A Turley, Patrick %A Nivard, Michel G %A Mark Alan Fontana %A Meddens, S Fleur W %A Richard Karlsson Linnér %A Cornelius A Rietveld %A Derringer, Jaime %A Gratten, Jacob %A Lee, James J %A Liu, Jimmy Z %A de Vlaming, Ronald %A Ahluwalia, Tarunveer S %A Buchwald, Jadwiga %A Cavadino, Alana %A Frazier-Wood, Alexis C %A Furlotte, Nicholas A %A Garfield, Victoria %A Geisel, Marie Henrike %A Gonzalez, Juan R %A Haitjema, Saskia %A Karlsson, Robert %A van der Laan, Sander W %A Ladwig, Karl-Heinz %A J. Lahti %A Sven J van der Lee %A Penelope A Lind %A Tian Liu %A Lindsay K Matteson %A Mihailov, Evelin %A Michael B Miller %A Minica, Camelia C %A Ilja M Nolte %A Dennis O Mook-Kanamori %A van der Most, Peter J %A Christopher J Oldmeadow %A Qian, Yong %A Olli T Raitakari %A Rawal, Rajesh %A Realo, Anu %A Rueedi, Rico %A Schmidt, Börge %A Albert Vernon Smith %A Stergiakouli, Evie %A Toshiko Tanaka %A Kent D Taylor %A Wedenoja, Juho %A Jürgen Wellmann %A Westra, Harm-Jan %A Willems, Sara M %A Wei Zhao %A Amin, Najaf %A Bakshi, Andrew %A Patricia A. Boyle %A Cherney, Samantha %A Cox, Simon R %A Gail Davies %A Davis, Oliver S P %A Ding, Jun %A Nese Direk %A Eibich, Peter %A Emeny, Rebecca T %A Fatemifar, Ghazaleh %A Jessica Faul %A Luigi Ferrucci %A Andreas J Forstner %A Gieger, Christian %A Gupta, Richa %A Tamara B Harris %A Harris, Juliette M %A Holliday, Elizabeth G %A Jouke-Jan Hottenga %A Philip L de Jager %A Marika A Kaakinen %A Kajantie, Eero %A Karhunen, Ville %A Kolcic, Ivana %A Kumari, Meena %A Lenore J Launer %A Lude L Franke %A Li-Gao, Ruifang %A Koini, Marisa %A Loukola, Anu %A Marques-Vidal, Pedro %A Grant W Montgomery %A Mosing, Miriam A %A Paternoster, Lavinia %A Pattie, Alison %A Katja E Petrovic %A Pulkki-Raback, Laura %A Quaye, Lydia %A Katri Räikkönen %A Rudan, Igor %A Rodney J Scott %A Jennifer A Smith %A Angelina R Sutin %A Trzaskowski, Maciej %A Anna A E Vinkhuyzen %A Lei Yu %A Zabaneh, Delilah %A John R. Attia %A David A Bennett %A Klaus Berger %A Bertram, Lars %A Dorret I Boomsma %A Snieder, Harold %A Chang, Shun-Chiao %A Francesco Cucca %A Ian J Deary %A Cornelia M van Duijn %A Johan G Eriksson %A Bültmann, Ute %A Eco J. C. de Geus %A Groenen, Patrick J F %A Gudnason, Vilmundur %A Hansen, Torben %A Catharina A Hartman %A Haworth, Claire M A %A Caroline Hayward %A Andrew C Heath %A Hinds, David A %A Hyppönen, Elina %A Iacono, William G %A Järvelin, Marjo-Riitta %A Jöckel, Karl-Heinz %A Kaprio, Jaakko %A Sharon L R Kardia %A Keltikangas-Järvinen, Liisa %A Kraft, Peter %A Laura D Kubzansky %A Lehtimäki, Terho %A Patrik K E Magnusson %A Nicholas G Martin %A McGue, Matt %A Andres Metspalu %A Melinda C Mills %A de Mutsert, Renée %A Oldehinkel, Albertine J %A Pasterkamp, Gerard %A Nancy L Pedersen %A Plomin, Robert %A Polasek, Ozren %A Power, Christine %A Rich, Stephen S %A Rosendaal, Frits R %A Hester M. den Ruijter %A Schlessinger, David %A Schmidt, Helena %A Svento, Rauli %A Schmidt, Reinhold %A Alizadeh, Behrooz Z %A Thorkild I. A. Sørensen %A Timothy Spector %A Andrew Steptoe %A Antonio Terracciano %A A. Roy Thurik %A Nicholas J Timpson %A Henning Tiemeier %A André G Uitterlinden %A Vollenweider, Peter %A Wagner, Gert G %A David R Weir %A Yang, Jian %A Dalton C Conley %A Hofman, Albert %A Johannesson, Magnus %A David I Laibson %A Sarah E Medland %A Meyer, Michelle N %A Pickrell, Joseph K %A Tõnu Esko %A Krueger, Robert F %A Jonathan P. Beauchamp %A Philipp D Koellinger %A Daniel J. Benjamin %A Bartels, Meike %A Cesarini, David %K Anxiety Disorders %K Bayes Theorem %K depression %K Genome-Wide Association Study %K Humans %K Neuroticism %K Phenotype %K Polymorphism, Single Nucleotide %X

Very few genetic variants have been associated with depression and neuroticism, likely because of limitations on sample size in previous studies. Subjective well-being, a phenotype that is genetically correlated with both of these traits, has not yet been studied with genome-wide data. We conducted genome-wide association studies of three phenotypes: subjective well-being (n = 298,420), depressive symptoms (n = 161,460), and neuroticism (n = 170,911). We identify 3 variants associated with subjective well-being, 2 variants associated with depressive symptoms, and 11 variants associated with neuroticism, including 2 inversion polymorphisms. The two loci associated with depressive symptoms replicate in an independent depression sample. Joint analyses that exploit the high genetic correlations between the phenotypes (|ρ^| ≈ 0.8) strengthen the overall credibility of the findings and allow us to identify additional variants. Across our phenotypes, loci regulating expression in central nervous system and adrenal or pancreas tissues are strongly enriched for association.

%B Nat Genet %V 48 %P 624-33 %8 2016 06 %G eng %N 6 %1 http://www.ncbi.nlm.nih.gov/pubmed/27089181?dopt=Abstract %R 10.1038/ng.3552 %0 Journal Article %J Nat Genet %D 2016 %T Genome-wide analysis identifies 12 loci influencing human reproductive behavior. %A Nicola Barban %A Jansen, Rick %A de Vlaming, Ronald %A Vaez, Ahmad %A Mandemakers, Jornt J %A Felix C Tropf %A Shen, Xia %A James F Wilson %A Daniel I Chasman %A Ilja M Nolte %A Tragante, Vinicius %A van der Laan, Sander W %A Perry, John R B %A Kong, Augustine %A Ahluwalia, Tarunveer S %A Albrecht, Eva %A Laura M Yerges-Armstrong %A Atzmon, Gil %A Auro, Kirsi %A Kristin L. Ayers %A Bakshi, Andrew %A Ben-Avraham, Danny %A Klaus Berger %A Bergman, Aviv %A Bertram, Lars %A Bielak, Lawrence F %A Bjornsdottir, Gyda %A Bonder, Marc Jan %A Broer, Linda %A Bui, Minh %A Barbieri, Caterina %A Cavadino, Alana %A Chavarro, Jorge E %A Turman, Constance %A Maria Pina Concas %A Cordell, Heather J %A Gail Davies %A Eibich, Peter %A Eriksson, Nicholas %A Tõnu Esko %A Eriksson, Joel %A Falahi, Fahimeh %A Felix, Janine F %A Mark Alan Fontana %A Lude L Franke %A Gandin, Ilaria %A Gaskins, Audrey J %A Gieger, Christian %A Gunderson, Erica P %A Guo, Xiuqing %A Caroline Hayward %A He, Chunyan %A Edith Hofer %A Huang, Hongyan %A Joshi, Peter K %A Kanoni, Stavroula %A Karlsson, Robert %A Kiechl, Stefan %A Kifley, Annette %A Kluttig, Alexander %A Kraft, Peter %A Lagou, Vasiliki %A Lecoeur, Cecile %A Lahti, Jari %A Li-Gao, Ruifang %A Penelope A Lind %A Tian Liu %A Makalic, Enes %A Mamasoula, Crysovalanto %A Lindsay K Matteson %A Mbarek, Hamdi %A McArdle, Patrick F %A McMahon, George %A Meddens, S Fleur W %A Mihailov, Evelin %A Michael B Miller %A Missmer, Stacey A %A Monnereau, Claire %A van der Most, Peter J %A Myhre, Ronny %A Michael A Nalls %A Nutile, Teresa %A Ioanna Panagiota Kalafati %A Porcu, Eleonora %A Prokopenko, Inga %A Rajan, Kumar B %A Rich-Edwards, Janet %A Cornelius A Rietveld %A Robino, Antonietta %A Rose, Lynda M %A Rueedi, Rico %A Ryan, Kathleen A %A Saba, Yasaman %A Schmidt, Daniel %A Jennifer A Smith %A Stolk, Lisette %A Streeten, Elizabeth %A Tönjes, Anke %A Thorleifsson, Gudmar %A Ulivi, Sheila %A Wedenoja, Juho %A Jürgen Wellmann %A Willeit, Peter %A Yao, Jie %A Yengo, Loic %A Jing Hua Zhao %A Wei Zhao %A Zhernakova, Daria V %A Amin, Najaf %A Andrews, Howard %A Balkau, Beverley %A Barzilai, Nir %A Bergmann, Sven %A Biino, Ginevra %A Bisgaard, Hans %A Bønnelykke, Klaus %A Dorret I Boomsma %A Buring, Julie E %A Campbell, Harry %A Cappellani, Stefania %A Ciullo, Marina %A Cox, Simon R %A Francesco Cucca %A Toniolo, Daniela %A Davey-Smith, George %A Ian J Deary %A George Dedoussis %A Deloukas, Panos %A Cornelia M van Duijn %A Eco J. C. de Geus %A Johan G Eriksson %A Jessica Faul %A Cinzia Felicita Sala %A Froguel, Philippe %A Paolo P. Gasparini %A Giorgia G Girotto %A Hans-Jörgen Grabe %A Greiser, Karin Halina %A Groenen, Patrick J F %A de Haan, Hugoline G %A Haerting, Johannes %A Tamara B Harris %A Andrew C Heath %A Heikkilä, Kauko %A Hofman, Albert %A Homuth, Georg %A Holliday, Elizabeth G %A John L Hopper %A Hyppönen, Elina %A Jacobsson, Bo %A Vincent Jaddoe %A Johannesson, Magnus %A Jugessur, Astanand %A Kähönen, Mika %A Kajantie, Eero %A Sharon L R Kardia %A Keavney, Bernard %A Kolcic, Ivana %A Koponen, Päivikki %A Kovacs, Peter %A Kronenberg, Florian %A Kutalik, Zoltán %A La Bianca, Martina %A Lachance, Genevieve %A Iacono, William G %A Lai, Sandra %A Lehtimäki, Terho %A David C Liewald %A Lindgren, Cecilia M %A Yongmei Liu %A Luben, Robert %A Lucht, Michael %A Luoto, Riitta %A Magnus, Per %A Patrik K E Magnusson %A Nicholas G Martin %A McGue, Matt %A McQuillan, Ruth %A Sarah E Medland %A Meisinger, Christa %A Mellström, Dan %A Andres Metspalu %A Traglia, Michela %A Lili Milani %A Mitchell, Paul %A Grant W Montgomery %A Dennis O Mook-Kanamori %A de Mutsert, Renée %A Nohr, Ellen A %A Ohlsson, Claes %A Olsen, Jørn %A Ong, Ken K %A Paternoster, Lavinia %A Pattie, Alison %A Brenda W J H Penninx %A Markus Perola %A Peyser, Patricia A %A Pirastu, Mario %A Polasek, Ozren %A Power, Chris %A Kaprio, Jaakko %A Raffel, Leslie J %A Katri Räikkönen %A Olli T Raitakari %A Ridker, Paul M %A Ring, Susan M %A Roll, Kathryn %A Rudan, Igor %A Ruggiero, Daniela %A Rujescu, Dan %A Veikko Salomaa %A Schlessinger, David %A Schmidt, Helena %A Schmidt, Reinhold %A Schupf, Nicole %A Johannes H Smit %A Sorice, Rossella %A Timothy Spector %A John M Starr %A Stöckl, Doris %A Strauch, Konstantin %A Stumvoll, Michael %A Swertz, Morris A %A Thorsteinsdottir, Unnur %A A. Roy Thurik %A Nicholas J Timpson %A Tung, Joyce Y %A André G Uitterlinden %A Vaccargiu, Simona %A Viikari, Jorma %A Vitart, Veronique %A Völzke, Henry %A Vollenweider, Peter %A Vuckovic, Dragana %A Waage, Johannes %A Wagner, Gert G %A Wang, Jie Jin %A Wareham, Nicholas J %A David R Weir %A Gonneke Willemsen %A Willeit, Johann %A Alan F Wright %A Krina T Zondervan %A Stefansson, Kari %A Krueger, Robert F %A Lee, James J %A Daniel J. Benjamin %A Cesarini, David %A Philipp D Koellinger %A den Hoed, Marcel %A Snieder, Harold %A Melinda C Mills %X

The genetic architecture of human reproductive behavior-age at first birth (AFB) and number of children ever born (NEB)-has a strong relationship with fitness, human development, infertility and risk of neuropsychiatric disorders. However, very few genetic loci have been identified, and the underlying mechanisms of AFB and NEB are poorly understood. We report a large genome-wide association study of both sexes including 251,151 individuals for AFB and 343,072 individuals for NEB. We identified 12 independent loci that are significantly associated with AFB and/or NEB in a SNP-based genome-wide association study and 4 additional loci associated in a gene-based effort. These loci harbor genes that are likely to have a role, either directly or by affecting non-local gene expression, in human reproduction and infertility, thereby increasing understanding of these complex traits.

%B Nat Genet %V 48 %P 1462-1472 %8 2016 Dec %G eng %N 12 %1 http://www.ncbi.nlm.nih.gov/pubmed/27798627?dopt=Abstract %R 10.1038/ng.3698 %0 Journal Article %J Nature %D 2016 %T Genome-wide association study identifies 74 loci associated with educational attainment. %A Okbay, Aysu %A Jonathan P. Beauchamp %A Mark Alan Fontana %A Lee, James J %A Pers, Tune H %A Cornelius A Rietveld %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 Pascal N Timshel %A de Vlaming, Ronald %A Abdel Abdellaoui %A Ahluwalia, Tarunveer S %A Bacelis, Jonas %A Baumbach, Clemens %A Bjornsdottir, Gyda %A Brandsma, Johannes H %A Maria Pina Concas %A Derringer, Jaime %A Furlotte, Nicholas A %A Galesloot, Tessel E %A Giorgia G Girotto %A Gupta, Richa %A Hall, Leanne M %A Sarah E Harris %A Edith Hofer %A Horikoshi, Momoko %A Huffman, Jennifer E %A Kaasik, Kadri %A Ioanna Panagiota Kalafati %A Karlsson, Robert %A Kong, Augustine %A Lahti, Jari %A Sven J van der Lee %A Christiaan de Leeuw %A Penelope A Lind %A Lindgren, Karl-Oskar %A Tian Liu %A Mangino, Massimo %A Marten, Jonathan %A Mihailov, Evelin %A Michael B Miller %A van der Most, Peter J %A Christopher J Oldmeadow %A Payton, Antony %A Pervjakova, Natalia %A Wouter J Peyrot %A Qian, Yong %A Olli T Raitakari %A Rueedi, Rico %A Salvi, Erika %A Schmidt, Börge %A Schraut, Katharina E %A Jianxin Shi %A Albert Vernon Smith %A Poot, Raymond A %A St Pourcain, Beate %A Teumer, Alexander %A Thorleifsson, Gudmar %A Verweij, Niek %A Vuckovic, Dragana %A Jürgen Wellmann %A Westra, Harm-Jan %A Yang, Jingyun %A Wei Zhao %A Zhihong Zhu %A Alizadeh, Behrooz Z %A Amin, Najaf %A Bakshi, Andrew %A Baumeister, Sebastian E %A Biino, Ginevra %A Bønnelykke, Klaus %A Patricia A. Boyle %A Campbell, Harry %A Cappuccio, Francesco P %A Gail Davies %A De Neve, Jan-Emmanuel %A Deloukas, Panos %A Demuth, Ilja %A Ding, Jun %A Eibich, Peter %A Eisele, Lewin %A Eklund, Niina %A Jessica Faul %A Feitosa, Mary F %A Andreas J Forstner %A Gandin, Ilaria %A Gunnarsson, Bjarni %A Halldórsson, Bjarni V %A Tamara B Harris %A Andrew C Heath %A Lynne J Hocking %A Holliday, Elizabeth G %A Homuth, Georg %A Horan, Michael A %A Jouke-Jan Hottenga %A Philip L de Jager %A Joshi, Peter K %A Jugessur, Astanand %A Marika A Kaakinen %A Kähönen, Mika %A Kanoni, Stavroula %A Keltigangas-Järvinen, Liisa %A Lambertus A Kiemeney %A Kolcic, Ivana %A Koskinen, Seppo %A Kraja, Aldi T %A Kroh, Martin %A Kutalik, Zoltán %A Latvala, Antti %A Lenore J Launer %A Lebreton, Maël P %A Douglas F Levinson %A Paul Lichtenstein %A Lichtner, Peter %A David C Liewald %A Loukola, Anu %A Pamela A F Madden %A Mägi, Reedik %A Mäki-Opas, Tomi %A Riccardo E Marioni %A Marques-Vidal, Pedro %A Meddens, Gerardus A %A McMahon, George %A Meisinger, Christa %A Meitinger, Thomas %A Milaneschi, Yusplitri %A Lili Milani %A Grant W Montgomery %A Myhre, Ronny %A Nelson, Christopher P %A Nyholt, Dale R %A William E R Ollier %A Aarno Palotie %A Paternoster, Lavinia %A Nancy L Pedersen %A Katja E Petrovic %A David J Porteous %A Katri Räikkönen %A Ring, Susan M %A Robino, Antonietta %A Rostapshova, Olga %A Rudan, Igor %A Rustichini, Aldo %A Veikko Salomaa %A Sanders, Alan R %A Sarin, Antti-Pekka %A Schmidt, Helena %A Rodney J Scott %A Smith, Blair H %A Jennifer A Smith %A Staessen, Jan A %A Steinhagen-Thiessen, Elisabeth %A Strauch, Konstantin %A Antonio Terracciano %A Tobin, Martin D %A Ulivi, Sheila %A Vaccargiu, Simona %A Quaye, Lydia %A van Rooij, Frank J A %A Venturini, Cristina %A Anna A E Vinkhuyzen %A Völker, Uwe %A Völzke, Henry %A Vonk, Judith M %A Vozzi, Diego %A Waage, Johannes %A Erin B Ware %A Gonneke Willemsen %A John R. Attia %A David A Bennett %A Klaus Berger %A Bertram, Lars %A Bisgaard, Hans %A Dorret I Boomsma %A Ingrid B Borecki %A Bültmann, Ute %A Chabris, Christopher F %A Francesco Cucca %A Cusi, Daniele %A Ian J Deary %A George Dedoussis %A Cornelia M van Duijn %A Johan G Eriksson %A Franke, Barbara %A Lude L Franke %A Paolo P. Gasparini %A Gejman, Pablo V %A Gieger, Christian %A Hans-Jörgen Grabe %A Gratten, Jacob %A Groenen, Patrick J F %A Gudnason, Vilmundur %A van der Harst, Pim %A Caroline Hayward %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 Sharon L R Kardia %A Lehtimäki, Terho %A Lehrer, Steven F %A Patrik K E Magnusson %A Nicholas G Martin %A McGue, Matt %A Andres Metspalu %A Pendleton, Neil %A Brenda W J H Penninx %A Markus Perola %A Nicola Pirastu %A Pirastu, Mario %A Polasek, Ozren %A Posthuma, Danielle %A Power, Christine %A Province, Michael A %A Nilesh J Samani %A Schlessinger, David %A Schmidt, Reinhold %A Thorkild I. A. Sørensen %A Timothy Spector %A Stefansson, Kari %A Thorsteinsdottir, Unnur %A A. Roy Thurik %A Nicholas J Timpson %A Henning Tiemeier %A Tung, Joyce Y %A André G Uitterlinden %A Vitart, Veronique %A Vollenweider, Peter %A David R Weir %A James F Wilson %A Alan F Wright %A Dalton C Conley %A Krueger, Robert F %A George Davey Smith %A Hofman, Albert %A David I Laibson %A Sarah E Medland %A Meyer, Michelle N %A Yang, Jian %A Johannesson, Magnus %A Peter M Visscher %A Tõnu Esko %A Philipp D Koellinger %A Cesarini, David %A Daniel J. Benjamin %K Alzheimer's disease %K Bipolar Disorder %K Cognitive Ability %K Education %K Fetus %K Genome-Wide Association Study %K Humans %K Molecular Sequence Annotation %K Polymorphism, Single Nucleotide %K Schizophrenia %K United Kingdom %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 05 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 Tõnu Esko %A Mattsson, Hannele %A Eklund, Niina %A Gandin, Ilaria %A Nutile, Teresa %A Jackson, Anne U %A Schurmann, Claudia %A Albert Vernon Smith %A Zhang, Weihua %A Okada, Yukinori %A Stančáková, Alena %A Jessica Faul %A Wei Zhao %A Traci M Bartz %A Maria Pina Concas %A Franceschini, Nora %A Enroth, Stefan %A Vitart, Veronique %A Trompet, Stella %A Guo, Xiuqing %A Daniel I Chasman %A Jeff O'Connell %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 Edith Hofer %A Cornelius A Rietveld %A McLeod, Olga %A Marilyn C Cornelis %A Pattaro, Cristian %A Verweij, Niek %A Baumbach, Clemens %A Abdel Abdellaoui %A Warren, Helen R %A Vuckovic, Dragana %A Mei, Hao %A Bouchard, Claude %A Perry, John R B %A Cappellani, Stefania %A Saira S Mirza %A Benton, Miles C %A Broeckel, Ulrich %A Sarah E Medland %A Penelope A Lind %A Malerba, Giovanni %A Alexander W Drong %A Yengo, Loic %A Bielak, Lawrence F %A Zhi, Degui %A van der Most, Peter J %A Daniel Shriner %A Mägi, Reedik %A Hemani, Gibran %A Karaderi, Tugce %A Wang, Zhaoming %A Tian Liu %A Demuth, Ilja %A Jing Hua Zhao %A Meng, Weihua %A Lataniotis, Lazaros %A van der Laan, Sander W %A Bradfield, Jonathan P %A Andrew R Wood %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 Matthew A. Allison %A Amin, Najaf %A Asselbergs, Folkert W %A Bakker, Stephan J L %A Barr, R Graham %A Baumeister, Sebastian E %A Daniel J. Benjamin %A Bergmann, Sven %A Boerwinkle, Eric %A Erwin P Bottinger %A Campbell, Archie %A Chakravarti, Aravinda %A Chan, Yingleong %A Chanock, Stephen J %A Chen, Constance %A Yii-Der I Chen %A Collins, Francis S %A Connell, John %A Correa, Adolfo %A Cupples, L Adrienne %A Gail Davies %A Dörr, Marcus %A Georg B Ehret %A Ellis, Stephen B %A Feenstra, Bjarke %A Feitosa, Mary F %A Ford, Ian %A Caroline S Fox %A Timothy M Frayling %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 Sarah E Harris %A Tamara B Harris %A Nicholas D Hastie %A Heard-Costa, Nancy L %A Heikkilä, Kauko %A Lynne J Hocking %A Homuth, Georg %A Jouke-Jan Hottenga %A Huang, Jinyan %A Huffman, Jennifer E %A Hysi, Pirro G %A Mohammed Arfan Ikram %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 Philipp D Koellinger %A Koistinen, Heikki A %A Kooner, Manraj K %A Kubo, Michiaki %A Kuusisto, Johanna %A Lahti, Jari %A Lenore J Launer %A Lea, Rodney A %A Lehne, Benjamin %A Lehtimäki, Terho %A David C Liewald %A Lars Lind %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 Lili Milani %A Montasser, May E %A Grant W Montgomery %A Alanna C Morrison %A Myers, Richard H %A Nadukuru, Rajiv %A Navarro, Pau %A Nelis, Mari %A Nieminen, Markku S %A Ilja M Nolte %A O'Connor, George T %A Ogunniyi, Adesola %A Padmanabhan, Sandosh %A Walter R Palmas %A Pankow, James S %A Patarcic, Inga %A Pavani, Francesca %A Peyser, Patricia A %A Pietilainen, Kirsi %A Neil Poulter %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 Cinzia Felicita Sala %A Babatunde Salako %A Veikko Salomaa %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 Peter Sever %A Shrestha, Smeeta %A Smith, Blair H %A Jennifer A Smith %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 Kent D Taylor %A Bamidele O Tayo %A Töglhofer, Anna Maria %A Tomaszewski, Maciej %A Tšernikova, Natalia %A Tuomilehto, Jaakko %A André G Uitterlinden %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 Erin B Ware %A Wentworth-Shields, William %A Whitfield, John B %A Sarah Wild %A Gonneke Willemsen %A Yajnik, Chittaranjan S %A Yao, Jie %A Zaza, Gianluigi %A Zhu, Xiaofeng %A Salem, Rany M %A Melbye, Mads %A Bisgaard, Hans %A Nilesh J Samani %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 Luigi Ferrucci %A Scott, Robert A %A Morris, Andrew D %A Palmer, Colin N A %A George Dedoussis %A Deloukas, Panos %A Bertram, Lars %A Lindenberger, Ulman %A Berndt, Sonja I %A Lindgren, Cecilia M %A Nicholas J Timpson %A Tönjes, Anke %A Munroe, Patricia B %A Thorkild I. A. Sørensen %A Charles N Rotimi %A Donna K Arnett %A Oldehinkel, Albertine J %A Sharon L R Kardia %A Balkau, Beverley %A Gambaro, Giovanni %A Morris, Andrew P %A Johan G Eriksson %A Margaret J Wright %A Nicholas G Martin %A Hunt, Steven C %A John M Starr %A Ian J Deary %A Griffiths, Lyn R %A Henning Tiemeier %A Nicola Pirastu %A Kaprio, Jaakko %A Wareham, Nicholas J %A Pérusse, Louis %A Wilson, James G %A Giorgia G Girotto %A Caulfield, Mark J %A Olli T Raitakari %A Dorret I Boomsma %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 Patrik K E Magnusson %A Hamsten, Anders %A Schmidt, Reinhold %A Ingrid B Borecki %A Vartiainen, Erkki %A Becker, Diane M %A Bharadwaj, Dwaipayan %A Mohlke, Karen L %A Boehnke, Michael %A Cornelia M van Duijn %A Sanghera, Dharambir K %A Teumer, Alexander %A Zeggini, Eleftheria %A Andres Metspalu %A Paolo P. Gasparini %A Ulivi, Sheila %A Ober, Carole %A Toniolo, Daniela %A Rudan, Igor %A David J Porteous %A Ciullo, Marina %A Timothy Spector %A Caroline Hayward %A Dupuis, Josée %A Ruth J F Loos %A Alan F Wright %A Chandak, Giriraj R %A Vollenweider, Peter %A Alan R Shuldiner %A Ridker, Paul M %A Rotter, Jerome I %A Sattar, Naveed %A Gyllensten, Ulf %A Kari E North %A Pirastu, Mario %A Psaty, Bruce M %A David R Weir %A Laakso, Markku %A Gudnason, Vilmundur %A Takahashi, Atsushi %A Chambers, John C %A Kooner, Jaspal S %A David P Strachan %A Campbell, Harry %A Joel N Hirschhron %A Markus Perola %A Polasek, Ozren %A James F Wilson %K Biological Evolution %K Blood pressure %K Body Height %K Cholesterol %K Cognitive Ability %K Cohort Studies %K Education %K Female %K Forced Expiratory Volume %K Genome %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 %0 Journal Article %J Science %D 2013 %T GWAS of 126,559 individuals identifies genetic variants associated with educational attainment. %A Cornelius A Rietveld %A Sarah E Medland %A Derringer, Jaime %A Yang, Jian %A Tõnu Esko %A Martin, Nicolas W %A Westra, Harm-Jan %A Shakhbazov, Konstantin %A Abdel Abdellaoui %A Agrawal, Arpana %A Albrecht, Eva %A Alizadeh, Behrooz Z %A Amin, Najaf %A Barnard, John %A Baumeister, Sebastian E %A Benke, Kelly S %A Bielak, Lawrence F %A Boatman, Jeffrey A %A Patricia A. Boyle %A Gail Davies %A Christiaan de Leeuw %A Eklund, Niina %A Daniel S Evans %A Rudolf Ferhmann %A Fischer, Krista %A Gieger, Christian %A Gjessing, Håkon K %A Hägg, Sara %A Harris, Jennifer R %A Caroline Hayward %A Holzapfel, Christina %A Carla A Ibrahim-Verbaas %A Ingelsson, Erik %A Jacobsson, Bo %A Joshi, Peter K %A Jugessur, Astanand %A Marika A Kaakinen %A Kanoni, Stavroula %A Karjalainen, Juha %A Kolcic, Ivana %A Kristiansson, Kati %A Kutalik, Zoltán %A J. Lahti %A Lee, Sang H %A Lin, Peng %A Penelope A Lind %A Yongmei Liu %A Kurt Lohman %A Loitfelder, Marisa %A McMahon, George %A Vidal, Pedro Marques %A Osorio Meirelles %A Lili Milani %A Myhre, Ronny %A Nuotio, Marja-Liisa %A Christopher J Oldmeadow %A Katja E Petrovic %A Wouter J Peyrot %A Polasek, Ozren %A Quaye, Lydia %A Reinmaa, Eva %A Rice, John P %A Rizzi, Thais S %A Schmidt, Helena %A Schmidt, Reinhold %A Albert Vernon Smith %A Jennifer A Smith %A Toshiko Tanaka %A Antonio Terracciano %A van der Loos, Matthijs J H M %A Vitart, Veronique %A Völzke, Henry %A Jürgen Wellmann %A Lei Yu %A Wei Zhao %A Allik, Jüri %A John R. Attia %A Bandinelli, Stefania %A Bastardot, François %A Jonathan P. Beauchamp %A David A Bennett %A Klaus Berger %A Laura Bierut %A Dorret I Boomsma %A Bültmann, Ute %A Campbell, Harry %A Chabris, Christopher F %A Cherkas, Lynn %A Chung, Mina K %A Francesco Cucca %A de Andrade, Mariza %A Philip L de Jager %A De Neve, Jan-Emmanuel %A Ian J Deary %A George Dedoussis %A Deloukas, Panos %A Dimitriou, Maria %A Guðny Eiríksdóttir %A Elderson, Martin F %A Johan G Eriksson %A Jessica Faul %A Luigi Ferrucci %A Melissa E Garcia %A Grönberg, Henrik %A Guðnason, Vilmundur %A Hall, Per %A Harris, Juliette M %A Tamara B Harris %A Nicholas D Hastie %A Andrew C Heath %A Dena G Hernandez %A Hoffmann, Wolfgang %A Hofman, Adriaan %A Holle, Rolf %A Holliday, Elizabeth G %A Jouke-Jan Hottenga %A Iacono, William G %A Illig, Thomas %A Järvelin, Marjo-Riitta %A Kähönen, Mika %A Kaprio, Jaakko %A Kirkpatrick, Robert M %A Kowgier, Matthew %A Latvala, Antti %A Lenore J Launer %A Lawlor, Debbie A %A Lehtimäki, Terho %A Li, Jingmei %A Paul Lichtenstein %A Lichtner, Peter %A David C Liewald %A Pamela A F Madden %A Patrik K E Magnusson %A Mäkinen, Tomi E %A Masala, Marco %A McGue, Matt %A Andres Metspalu %A Mielck, Andreas %A Michael B Miller %A Grant W Montgomery %A Mukherjee, Sutapa %A Nyholt, Dale R %A Ben A Oostra %A Palmer, Lyle J %A Aarno Palotie %A Brenda W J H Penninx %A Markus Perola %A Peyser, Patricia A %A Preisig, Martin %A Katri Räikkönen %A Olli T Raitakari %A Realo, Anu %A Ring, Susan M %A Ripatti, Samuli %A Fernando Rivadeneira %A Rudan, Igor %A Rustichini, Aldo %A Veikko Salomaa %A Sarin, Antti-Pekka %A Schlessinger, David %A Rodney J Scott %A Snieder, Harold %A St Pourcain, Beate %A John M Starr %A Sul, Jae Hoon %A Surakka, Ida %A Svento, Rauli %A Teumer, Alexander %A Henning Tiemeier %A van Rooij, Frank J A %A Van Wagoner, David R %A Vartiainen, Erkki %A Viikari, Jorma %A Vollenweider, Peter %A Vonk, Judith M %A Waeber, Gérard %A David R Weir %A Wichmann, H-Erich %A Elisabeth Widen %A Gonneke Willemsen %A James F Wilson %A Alan F Wright %A Dalton C Conley %A Davey-Smith, George %A Lude L Franke %A Groenen, Patrick J F %A Hofman, Albert %A Johannesson, Magnus %A Sharon L R Kardia %A Krueger, Robert F %A David I Laibson %A Nicholas G Martin %A Meyer, Michelle N %A Posthuma, Danielle %A A. Roy Thurik %A Nicholas J Timpson %A André G Uitterlinden %A Cornelia M van Duijn %A Peter M Visscher %A Daniel J. Benjamin %A Cesarini, David %A Philipp D Koellinger %K Cognition %K Educational Status %K Endophenotypes %K Female %K Genetic Loci %K Genome-Wide Association Study %K Humans %K Male %K Multifactorial Inheritance %K Polymorphism, Single Nucleotide %X

A genome-wide association study (GWAS) of educational attainment was conducted in a discovery sample of 101,069 individuals and a replication sample of 25,490. Three independent single-nucleotide polymorphisms (SNPs) are genome-wide significant (rs9320913, rs11584700, rs4851266), and all three replicate. Estimated effects sizes are small (coefficient of determination R(2) ≈ 0.02%), approximately 1 month of schooling per allele. A linear polygenic score from all measured SNPs accounts for ≈2% of the variance in both educational attainment and cognitive function. Genes in the region of the loci have previously been associated with health, cognitive, and central nervous system phenotypes, and bioinformatics analyses suggest the involvement of the anterior caudate nucleus. These findings provide promising candidate SNPs for follow-up work, and our effect size estimates can anchor power analyses in social-science genetics.

%B Science %V 340 %P 1467-71 %8 2013 Jun 21 %G eng %N 6139 %1 http://www.ncbi.nlm.nih.gov/pubmed/23722424?dopt=Abstract %R 10.1126/science.1235488