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  • 1
    Publication Date: 2011-12-06
    Description: Platelets are the second most abundant cell type in blood and are essential for maintaining haemostasis. Their count and volume are tightly controlled within narrow physiological ranges, but there is only limited understanding of the molecular processes controlling both traits. Here we carried out a high-powered meta-analysis of genome-wide association studies (GWAS) in up to 66,867 individuals of European ancestry, followed by extensive biological and functional assessment. We identified 68 genomic loci reliably associated with platelet count and volume mapping to established and putative novel regulators of megakaryopoiesis and platelet formation. These genes show megakaryocyte-specific gene expression patterns and extensive network connectivity. Using gene silencing in Danio rerio and Drosophila melanogaster, we identified 11 of the genes as novel regulators of blood cell formation. Taken together, our findings advance understanding of novel gene functions controlling fate-determining events during megakaryopoiesis and platelet formation, providing a new example of successful translation of GWAS to function.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3335296/" target="_blank"〉〈img src="https://static.pubmed.gov/portal/portal3rc.fcgi/4089621/img/3977009" border="0"〉〈/a〉   〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3335296/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Gieger, Christian -- Radhakrishnan, Aparna -- Cvejic, Ana -- Tang, Weihong -- Porcu, Eleonora -- Pistis, Giorgio -- Serbanovic-Canic, Jovana -- Elling, Ulrich -- Goodall, Alison H -- Labrune, Yann -- Lopez, Lorna M -- Magi, Reedik -- Meacham, Stuart -- Okada, Yukinori -- Pirastu, Nicola -- Sorice, Rossella -- Teumer, Alexander -- Voss, Katrin -- Zhang, Weihua -- Ramirez-Solis, Ramiro -- Bis, Joshua C -- Ellinghaus, David -- Gogele, Martin -- Hottenga, Jouke-Jan -- Langenberg, Claudia -- Kovacs, Peter -- O'Reilly, Paul F -- Shin, So-Youn -- Esko, Tonu -- Hartiala, Jaana -- Kanoni, Stavroula -- Murgia, Federico -- Parsa, Afshin -- Stephens, Jonathan -- van der Harst, Pim -- Ellen van der Schoot, C -- Allayee, Hooman -- Attwood, Antony -- Balkau, Beverley -- Bastardot, Francois -- Basu, Saonli -- Baumeister, Sebastian E -- Biino, Ginevra -- Bomba, Lorenzo -- Bonnefond, Amelie -- Cambien, Francois -- Chambers, John C -- Cucca, Francesco -- D'Adamo, Pio -- Davies, Gail -- de Boer, Rudolf A -- de Geus, Eco J C -- Doring, Angela -- Elliott, Paul -- Erdmann, Jeanette -- Evans, David M -- Falchi, Mario -- Feng, Wei -- Folsom, Aaron R -- Frazer, Ian H -- Gibson, Quince D -- Glazer, Nicole L -- Hammond, Chris -- Hartikainen, Anna-Liisa -- Heckbert, Susan R -- Hengstenberg, Christian -- Hersch, Micha -- Illig, Thomas -- Loos, Ruth J F -- Jolley, Jennifer -- Khaw, Kay Tee -- Kuhnel, Brigitte -- Kyrtsonis, Marie-Christine -- Lagou, Vasiliki -- Lloyd-Jones, Heather -- Lumley, Thomas -- Mangino, Massimo -- Maschio, Andrea -- Mateo Leach, Irene -- McKnight, Barbara -- Memari, Yasin -- Mitchell, Braxton D -- Montgomery, Grant W -- Nakamura, Yusuke -- Nauck, Matthias -- Navis, Gerjan -- Nothlings, Ute -- Nolte, Ilja M -- Porteous, David J -- Pouta, Anneli -- Pramstaller, Peter P -- Pullat, Janne -- Ring, Susan M -- Rotter, Jerome I -- Ruggiero, Daniela -- Ruokonen, Aimo -- Sala, Cinzia -- Samani, Nilesh J -- Sambrook, Jennifer -- Schlessinger, David -- Schreiber, Stefan -- Schunkert, Heribert -- Scott, James -- Smith, Nicholas L -- Snieder, Harold -- Starr, John M -- Stumvoll, Michael -- Takahashi, Atsushi -- Tang, W H Wilson -- Taylor, Kent -- Tenesa, Albert -- Lay Thein, Swee -- Tonjes, Anke -- Uda, Manuela -- Ulivi, Sheila -- van Veldhuisen, Dirk J -- Visscher, Peter M -- Volker, Uwe -- Wichmann, H-Erich -- Wiggins, Kerri L -- Willemsen, Gonneke -- Yang, Tsun-Po -- Hua Zhao, Jing -- Zitting, Paavo -- Bradley, John R -- Dedoussis, George V -- Gasparini, Paolo -- Hazen, Stanley L -- Metspalu, Andres -- Pirastu, Mario -- Shuldiner, Alan R -- Joost van Pelt, L -- Zwaginga, Jaap-Jan -- Boomsma, Dorret I -- Deary, Ian J -- Franke, Andre -- Froguel, Philippe -- Ganesh, Santhi K -- Jarvelin, Marjo-Riitta -- Martin, Nicholas G -- Meisinger, Christa -- Psaty, Bruce M -- Spector, Timothy D -- Wareham, Nicholas J -- Akkerman, Jan-Willem N -- Ciullo, Marina -- Deloukas, Panos -- Greinacher, Andreas -- Jupe, Steve -- Kamatani, Naoyuki -- Khadake, Jyoti -- Kooner, Jaspal S -- Penninger, Josef -- Prokopenko, Inga -- Stemple, Derek -- Toniolo, Daniela -- Wernisch, Lorenz -- Sanna, Serena -- Hicks, Andrew A -- Rendon, Augusto -- Ferreira, Manuel A -- Ouwehand, Willem H -- Soranzo, Nicole -- 092731/Wellcome Trust/United Kingdom -- 098051/Wellcome Trust/United Kingdom -- BB/F019394/1/Biotechnology and Biological Sciences Research Council/United Kingdom -- CZB/4/505/Chief Scientist Office/United Kingdom -- ETM/55/Chief Scientist Office/United Kingdom -- G0000111/Medical Research Council/United Kingdom -- G0601966/Medical Research Council/United Kingdom -- G0700704/Medical Research Council/United Kingdom -- G0700931/Medical Research Council/United Kingdom -- G0701120/Medical Research Council/United Kingdom -- G0701863/Medical Research Council/United Kingdom -- G0801056/Medical Research Council/United Kingdom -- G1000143/Medical Research Council/United Kingdom -- K12 RR023250/RR/NCRR NIH HHS/ -- K12 RR023250-05/RR/NCRR NIH HHS/ -- M01 RR016500/RR/NCRR NIH HHS/ -- M01 RR016500-08/RR/NCRR NIH HHS/ -- MC_U105260799/Medical Research Council/United Kingdom -- MC_U106179471/Medical Research Council/United Kingdom -- MC_U106188470/Medical Research Council/United Kingdom -- N01 HC055015/HC/NHLBI NIH HHS/ -- N01 HC055016/HC/NHLBI NIH HHS/ -- N01 HC055018/HC/NHLBI NIH HHS/ -- N01 HC055019/HC/NHLBI NIH HHS/ -- N01 HC055020/HC/NHLBI NIH HHS/ -- N01 HC055021/HC/NHLBI NIH HHS/ -- N01 HC055022/HC/NHLBI NIH HHS/ -- N01 HC085079/HC/NHLBI NIH HHS/ -- P01 HL076491/HL/NHLBI NIH HHS/ -- P01 HL076491-09/HL/NHLBI NIH HHS/ -- P01 HL098055/HL/NHLBI NIH HHS/ -- P01 HL098055-03/HL/NHLBI NIH HHS/ -- P30 DK072488/DK/NIDDK NIH HHS/ -- P30 DK072488-08/DK/NIDDK NIH HHS/ -- P41 HG003751/HG/NHGRI NIH HHS/ -- R01 AG018728/AG/NIA NIH HHS/ -- R01 AG018728-05S1/AG/NIA NIH HHS/ -- R01 GM053275/GM/NIGMS NIH HHS/ -- R01 GM053275-14/GM/NIGMS NIH HHS/ -- R01 HD042157/HD/NICHD NIH HHS/ -- R01 HD042157-01A1/HD/NICHD NIH HHS/ -- R01 HL059367/HL/NHLBI NIH HHS/ -- R01 HL059367-11/HL/NHLBI NIH HHS/ -- R01 HL068986/HL/NHLBI NIH HHS/ -- R01 HL068986-06/HL/NHLBI NIH HHS/ -- R01 HL073410/HL/NHLBI NIH HHS/ -- R01 HL073410-08/HL/NHLBI NIH HHS/ -- R01 HL085251/HL/NHLBI NIH HHS/ -- R01 HL085251-04/HL/NHLBI NIH HHS/ -- R01 HL086694/HL/NHLBI NIH HHS/ -- R01 HL086694-05/HL/NHLBI NIH HHS/ -- R01 HL087641/HL/NHLBI NIH HHS/ -- R01 HL087641-03/HL/NHLBI NIH HHS/ -- R01 HL087679-03/HL/NHLBI NIH HHS/ -- R01 HL088119/HL/NHLBI NIH HHS/ -- R01 HL088119-04/HL/NHLBI NIH HHS/ -- R01 HL103866/HL/NHLBI NIH HHS/ -- R01 HL103866-03/HL/NHLBI NIH HHS/ -- R01 HL105756/HL/NHLBI NIH HHS/ -- RG/09/012/28096/British Heart Foundation/United Kingdom -- RL1 MH083268/MH/NIMH NIH HHS/ -- RL1 MH083268-05/MH/NIMH NIH HHS/ -- U01 GM074518/GM/NIGMS NIH HHS/ -- U01 GM074518-04/GM/NIGMS NIH HHS/ -- U01 HL072515/HL/NHLBI NIH HHS/ -- U01 HL072515-06/HL/NHLBI NIH HHS/ -- U01 HL084756/HL/NHLBI NIH HHS/ -- U01 HL084756-03/HL/NHLBI NIH HHS/ -- U54 RR020278/RR/NCRR NIH HHS/ -- U54 RR020278-06/RR/NCRR NIH HHS/ -- UL1 RR025005/RR/NCRR NIH HHS/ -- UL1 RR025005-05/RR/NCRR NIH HHS/ -- WT077037/Z/05/Z/Wellcome Trust/United Kingdom -- WT077047/Z/05/Z/Wellcome Trust/United Kingdom -- WT082597/Z/07/Z/Wellcome Trust/United Kingdom -- England -- Nature. 2011 Nov 30;480(7376):201-8. doi: 10.1038/nature10659.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr 1, 85764 Neuherberg, Germany. christian.gieger@helmholtz-muenchen.de〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/22139419" target="_blank"〉PubMed〈/a〉
    Keywords: Animals ; Blood Platelets/*cytology/metabolism ; Cell Size ; Drosophila Proteins/genetics ; Drosophila melanogaster/genetics ; Europe ; Gene Expression Profiling ; Gene Silencing ; Genome, Human/genetics ; Genome-Wide Association Study ; Hematopoiesis/*genetics ; Humans ; Megakaryocytes/*cytology/metabolism ; Platelet Count ; Protein Interaction Maps ; Transcription, Genetic/genetics ; Zebrafish/genetics ; Zebrafish Proteins/genetics
    Print ISSN: 0028-0836
    Electronic ISSN: 1476-4687
    Topics: Biology , Chemistry and Pharmacology , Medicine , Natural Sciences in General , Physics
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  • 2
    Publication Date: 2015-07-02
    Description: 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 x 10(-300), 2.1 x 10(-6), 2.5 x 10(-10) and 1.8 x 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.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4516141/" target="_blank"〉〈img src="https://static.pubmed.gov/portal/portal3rc.fcgi/4089621/img/3977009" border="0"〉〈/a〉   〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4516141/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Joshi, Peter K -- Esko, Tonu -- Mattsson, Hannele -- Eklund, Niina -- Gandin, Ilaria -- Nutile, Teresa -- Jackson, Anne U -- Schurmann, Claudia -- Smith, Albert V -- Zhang, Weihua -- Okada, Yukinori -- Stancakova, Alena -- Faul, Jessica D -- Zhao, Wei -- Bartz, Traci M -- Concas, Maria Pina -- Franceschini, Nora -- Enroth, Stefan -- Vitart, Veronique -- Trompet, Stella -- Guo, Xiuqing -- Chasman, Daniel I -- O'Connel, Jeffrey R -- Corre, Tanguy -- Nongmaithem, Suraj S -- Chen, Yuning -- Mangino, Massimo -- Ruggiero, Daniela -- Traglia, Michela -- Farmaki, Aliki-Eleni -- Kacprowski, Tim -- Bjonnes, Andrew -- van der Spek, Ashley -- Wu, Ying -- Giri, Anil K -- Yanek, Lisa R -- Wang, Lihua -- Hofer, Edith -- Rietveld, Cornelius A -- McLeod, Olga -- Cornelis, Marilyn C -- Pattaro, Cristian -- Verweij, Niek -- Baumbach, Clemens -- Abdellaoui, Abdel -- Warren, Helen R -- Vuckovic, Dragana -- Mei, Hao -- Bouchard, Claude -- Perry, John R B -- Cappellani, Stefania -- Mirza, Saira S -- Benton, Miles C -- Broeckel, Ulrich -- Medland, Sarah E -- Lind, Penelope A -- Malerba, Giovanni -- Drong, Alexander -- Yengo, Loic -- Bielak, Lawrence F -- Zhi, Degui -- van der Most, Peter J -- Shriner, Daniel -- Magi, Reedik -- Hemani, Gibran -- Karaderi, Tugce -- Wang, Zhaoming -- Liu, Tian -- Demuth, Ilja -- Zhao, Jing Hua -- Meng, Weihua -- Lataniotis, Lazaros -- van der Laan, Sander W -- Bradfield, Jonathan P -- Wood, Andrew R -- Bonnefond, Amelie -- Ahluwalia, Tarunveer S -- Hall, Leanne M -- Salvi, Erika -- Yazar, Seyhan -- Carstensen, Lisbeth -- de Haan, Hugoline G -- Abney, Mark -- Afzal, Uzma -- Allison, Matthew A -- Amin, Najaf -- Asselbergs, Folkert W -- Bakker, Stephan J L -- Barr, R Graham -- Baumeister, Sebastian E -- Benjamin, Daniel J -- Bergmann, Sven -- Boerwinkle, Eric -- Bottinger, Erwin P -- Campbell, Archie -- Chakravarti, Aravinda -- Chan, Yingleong -- Chanock, Stephen J -- Chen, Constance -- Chen, Y-D Ida -- Collins, Francis S -- Connell, John -- Correa, Adolfo -- Cupples, L Adrienne -- Smith, George Davey -- Davies, Gail -- Dorr, Marcus -- Ehret, Georg -- Ellis, Stephen B -- Feenstra, Bjarke -- Feitosa, Mary F -- Ford, Ian -- Fox, Caroline S -- Frayling, Timothy M -- Friedrich, Nele -- Geller, Frank -- Scotland, Generation -- Gillham-Nasenya, Irina -- Gottesman, Omri -- Graff, Misa -- Grodstein, Francine -- Gu, Charles -- Haley, Chris -- Hammond, Christopher J -- Harris, Sarah E -- Harris, Tamara B -- Hastie, Nicholas D -- Heard-Costa, Nancy L -- Heikkila, Kauko -- Hocking, Lynne J -- Homuth, Georg -- Hottenga, Jouke-Jan -- Huang, Jinyan -- Huffman, Jennifer E -- Hysi, Pirro G -- Ikram, M Arfan -- Ingelsson, Erik -- Joensuu, Anni -- Johansson, Asa -- Jousilahti, Pekka -- Jukema, J Wouter -- Kahonen, Mika -- Kamatani, Yoichiro -- Kanoni, Stavroula -- Kerr, Shona M -- Khan, Nazir M -- Koellinger, Philipp -- Koistinen, Heikki A -- Kooner, Manraj K -- Kubo, Michiaki -- Kuusisto, Johanna -- Lahti, Jari -- Launer, Lenore J -- Lea, Rodney A -- Lehne, Benjamin -- Lehtimaki, Terho -- Liewald, David C M -- Lind, Lars -- Loh, Marie -- Lokki, Marja-Liisa -- London, Stephanie J -- Loomis, Stephanie J -- Loukola, Anu -- Lu, Yingchang -- Lumley, Thomas -- Lundqvist, Annamari -- Mannisto, Satu -- Marques-Vidal, Pedro -- Masciullo, Corrado -- Matchan, Angela -- Mathias, Rasika A -- Matsuda, Koichi -- Meigs, James B -- Meisinger, Christa -- Meitinger, Thomas -- Menni, Cristina -- Mentch, Frank D -- Mihailov, Evelin -- Milani, Lili -- Montasser, May E -- Montgomery, Grant W -- Morrison, Alanna -- Myers, Richard H -- Nadukuru, Rajiv -- Navarro, Pau -- Nelis, Mari -- Nieminen, Markku S -- Nolte, Ilja M -- O'Connor, George T -- Ogunniyi, Adesola -- Padmanabhan, Sandosh -- Palmas, Walter R -- Pankow, James S -- Patarcic, Inga -- Pavani, Francesca -- Peyser, Patricia A -- Pietilainen, Kirsi -- Poulter, Neil -- Prokopenko, Inga -- Ralhan, Sarju -- Redmond, Paul -- Rich, Stephen S -- Rissanen, Harri -- Robino, Antonietta -- Rose, Lynda M -- Rose, Richard -- Sala, Cinzia -- Salako, Babatunde -- Salomaa, Veikko -- Sarin, Antti-Pekka -- Saxena, Richa -- Schmidt, Helena -- Scott, Laura J -- Scott, William R -- Sennblad, Bengt -- Seshadri, Sudha -- Sever, Peter -- Shrestha, Smeeta -- Smith, Blair H -- Smith, Jennifer A -- Soranzo, Nicole -- Sotoodehnia, Nona -- Southam, Lorraine -- Stanton, Alice V -- Stathopoulou, Maria G -- Strauch, Konstantin -- Strawbridge, Rona J -- Suderman, Matthew J -- Tandon, Nikhil -- Tang, Sian-Tsun -- Taylor, Kent D -- Tayo, Bamidele O -- Toglhofer, Anna Maria -- Tomaszewski, Maciej -- Tsernikova, Natalia -- Tuomilehto, Jaakko -- Uitterlinden, Andre G -- Vaidya, Dhananjay -- van Hylckama Vlieg, Astrid -- van Setten, Jessica -- Vasankari, Tuula -- Vedantam, Sailaja -- Vlachopoulou, Efthymia -- Vozzi, Diego -- Vuoksimaa, Eero -- Waldenberger, Melanie -- Ware, Erin B -- Wentworth-Shields, William -- Whitfield, John B -- Wild, Sarah -- Willemsen, Gonneke -- Yajnik, Chittaranjan S -- Yao, Jie -- Zaza, Gianluigi -- Zhu, Xiaofeng -- BioBank Japan Project -- Salem, Rany M -- Melbye, Mads -- Bisgaard, Hans -- Samani, Nilesh J -- Cusi, Daniele -- Mackey, David A -- Cooper, Richard S -- Froguel, Philippe -- Pasterkamp, Gerard -- Grant, Struan F A -- Hakonarson, Hakon -- Ferrucci, Luigi -- Scott, Robert A -- Morris, Andrew D -- Palmer, Colin N A -- Dedoussis, George -- Deloukas, Panos -- Bertram, Lars -- Lindenberger, Ulman -- Berndt, Sonja I -- Lindgren, Cecilia M -- Timpson, Nicholas J -- Tonjes, Anke -- Munroe, Patricia B -- Sorensen, Thorkild I A -- Rotimi, Charles N -- Arnett, Donna K -- Oldehinkel, Albertine J -- Kardia, Sharon L R -- Balkau, Beverley -- Gambaro, Giovanni -- Morris, Andrew P -- Eriksson, Johan G -- Wright, Margie J -- Martin, Nicholas G -- Hunt, Steven C -- Starr, John M -- Deary, Ian J -- Griffiths, Lyn R -- Tiemeier, Henning -- Pirastu, Nicola -- Kaprio, Jaakko -- Wareham, Nicholas J -- Perusse, Louis -- Wilson, James G -- Girotto, Giorgia -- Caulfield, Mark J -- Raitakari, Olli -- Boomsma, Dorret I -- Gieger, Christian -- van der Harst, Pim -- Hicks, Andrew A -- Kraft, Peter -- Sinisalo, Juha -- Knekt, Paul -- Johannesson, Magnus -- Magnusson, Patrik K E -- Hamsten, Anders -- Schmidt, Reinhold -- Borecki, Ingrid B -- Vartiainen, Erkki -- Becker, Diane M -- Bharadwaj, Dwaipayan -- Mohlke, Karen L -- Boehnke, Michael -- van Duijn, Cornelia M -- Sanghera, Dharambir K -- Teumer, Alexander -- Zeggini, Eleftheria -- Metspalu, Andres -- Gasparini, Paolo -- Ulivi, Sheila -- Ober, Carole -- Toniolo, Daniela -- Rudan, Igor -- Porteous, David J -- Ciullo, Marina -- Spector, Tim D -- Hayward, Caroline -- Dupuis, Josee -- Loos, Ruth J F -- Wright, Alan F -- Chandak, Giriraj R -- Vollenweider, Peter -- Shuldiner, Alan R -- Ridker, Paul M -- Rotter, Jerome I -- Sattar, Naveed -- Gyllensten, Ulf -- North, Kari E -- Pirastu, Mario -- Psaty, Bruce M -- Weir, David R -- Laakso, Markku -- Gudnason, Vilmundur -- Takahashi, Atsushi -- Chambers, John C -- Kooner, Jaspal S -- Strachan, David P -- Campbell, Harry -- Hirschhorn, Joel N -- Perola, Markus -- Polasek, Ozren -- Wilson, James F -- 068545/Wellcome Trust/United Kingdom -- 072856/Wellcome Trust/United Kingdom -- 072960/Wellcome Trust/United Kingdom -- 079771/Wellcome Trust/United Kingdom -- 084723/Wellcome Trust/United Kingdom -- 098051/Wellcome Trust/United Kingdom -- 099194/Wellcome Trust/United Kingdom -- 105022/Wellcome Trust/United Kingdom -- 250157/European Research Council/International -- 280559/European Research Council/International -- 323195/European Research Council/International -- BARCVBRU-2012-1/Department of Health/United Kingdom -- BB/F019394/1/Biotechnology and Biological Sciences Research Council/United Kingdom -- CZB/4/276/Chief Scientist Office/United Kingdom -- CZB/4/505/Chief Scientist Office/United Kingdom -- CZB/4/710/Chief Scientist Office/United Kingdom -- CZD/16/6/Chief Scientist Office/United Kingdom -- CZD/16/6/2/Chief Scientist Office/United Kingdom -- CZD/16/6/3/Chief Scientist Office/United Kingdom -- CZD/16/6/4/Chief Scientist Office/United Kingdom -- ETM/55/Chief Scientist Office/United Kingdom -- G0601966/Medical Research Council/United Kingdom -- G0700704/Medical Research Council/United Kingdom -- G0700931/Medical Research Council/United Kingdom -- G0701863/Medical Research Council/United Kingdom -- G9521010/Medical Research Council/United Kingdom -- G9815508/Medical Research Council/United Kingdom -- MC_PC_U127561128/Medical Research Council/United Kingdom -- MC_U106179471/Medical Research Council/United Kingdom -- MC_U127561128/Medical Research Council/United Kingdom -- MC_UU_12013/3/Medical Research Council/United Kingdom -- MC_UU_12015/1/Medical Research Council/United Kingdom -- MR/K026992/1/Medical Research Council/United Kingdom -- P20 MD006899/MD/NIMHD NIH HHS/ -- P30 DK020572/DK/NIDDK NIH HHS/ -- P30 DK063491/DK/NIDDK NIH HHS/ -- R03 DC013373/DC/NIDCD NIH HHS/ -- RG/2001004/12869/British Heart Foundation/United Kingdom -- RP-PG-0407-10371/Department of Health/United Kingdom -- SAG09977/Biotechnology and Biological Sciences Research Council/United Kingdom -- UL1 TR000124/TR/NCATS NIH HHS/ -- Medical Research Council/United Kingdom -- England -- Nature. 2015 Jul 23;523(7561):459-62. doi: 10.1038/nature14618. Epub 2015 Jul 1.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH8 9AG, UK. ; 1] Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia. [2] Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141 Massachusetts, USA. [3] Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, Massachusetts 02242, USA. [4] Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, Massachusetts 02115, USA. ; 1] Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland. [2] Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland. ; Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland. ; Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, 34149 Trieste, Italy. ; Institute of Genetics and Biophysics "A. Buzzati-Traverso" CNR, via Pietro Castellino, 111, 80131 Naples, Italy. ; Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan 48109, USA. ; 1] The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. [2] The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. ; 1] Icelandic Heart Association, Holtasmari 1, 201, Kopavogur, Iceland. [2] Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland. ; 1] Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London W2 1PG, UK. [2] Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3HW, UK. ; 1] Department of Human Genetics and Disease Diversity, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyo-ku, Tokyo, 113-8510, Japan. [2] Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan. ; Department of Medicine, University of Eastern Finland, 70210 Kuopio, Finland. ; Institute for Social Research, University of Michigan, 426 Thompson Street, Ann Arbor, Michigan 48104, USA. ; Department of Epidemiology, University of Michigan, 1415 Washington Heights, Ann Arbor, Michigan 48109, USA. ; Cardiovascular Health Research Unit, Departments of Biostatistics and Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, Washington 98101, USA. ; Institute of Population Genetics, National Research Council, Trav. La Crucca n. 3 - Reg. Baldinca, 07100 Sassari, Italy. ; Epidemiology, University of North Carolina, 137 E. Franklin St., Suite 306, Chapel Hill, North Carolina 27599, USA. ; Department of Immunology, Genetics, and Pathology, Biomedical Center, SciLifeLab Uppsala, Uppsala University, SE-75108 Uppsala, Sweden. ; MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU Edinburgh, UK. ; Department of Gerontology and Geriatrics, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands. ; 1] Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, California 90502, USA. [2] Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, California 90502, USA. ; Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue, East, Harvard Medical School, Boston, Boston, Massachusetts 02215, USA. ; Division of Endocrinology, Diabetes, and Nutrition and Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, Maryland 21201, USA. ; 1] Department of Medical Genetics, University of Lausanne, Rue du Bugnon 27, Lausanne, 1005, Switzerland. [2] Swiss Institute of Bioinformatics, Quartier Sorge - batiment genopode, Lausanne, 1015, Switzerland. ; Genomic Research on Complex Diseases (GRC) Group, CSIR-Centre for Cellular and Molecular Biology, Habshiguda, Uppal Road, Hyderabad, 500007, India. ; Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, Massachusetts 02118, USA. ; 1] Department of Twin Research &Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London SE1 7EH, UK. [2] NIHR Biomedical Research Centre, Guy's and St. Thomas' Foundation Trust, Westminster Bridge Road, London SE1 7EH, UK. ; Division of Genetics and Cell Biology, San Raffaele Scientific Institute, Via Olgettina 58, 20132 Milano, Italy. ; Department of Nutrition and Dietetics, Harokopio University of Athens, 70, El. Venizelou Ave, Athens 17671, Greece. ; Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15A, Greifswald 17475, Germany. ; Center for Human Genetic Research, 55 Fruit Street, Massachusetts General Hospital, Massachusetts 02114, USA. ; Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. ; Department of Genetics, University of North Carolina, Chapel Hill, North Carolina 27599, USA. ; Genomics and Molecular Medicine, CSIR-Institute of Genomics &Integrative Biology, Mathura Road, New Delhi, 110025, India. ; The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA. ; Department of Genetics, Washington University School of Medicine, 4444 Forest Park Boulevard, Saint Louis, Missouri 63108, USA. ; 1] Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, Graz, A-8036, Austria. [2] Institute for Medical Informatics, Statistics and Documentation, Medical University Graz, Auenbruggerplatz2, Graz, A-8036, Austria. ; Erasmus School of Economics, Erasmus University Rotterdam, Burgemeester Oudlaan 50, Rotterdam, 3000 DR, The Netherlands. ; Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden. ; 1] Channing Division of Network Medicine, Brigham &Women's Hospital, 181 Longwood, Boston, Massachusetts 02115, USA. [2] Nutrition, Harvard School of Public Health, 401 Park Drive, Boston, Massachusetts 02215, USA. ; Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), 39100 Bolzano, Italy (affiliated Institute of the University of Lubeck, D-23562 Lubeck, Germany). ; University of Groningen, University Medical Center Groningen, Department of Cardiology, Hanzeplein 1, Groningen, 9700 RB, The Netherlands. ; 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. [2] Institute of Epidemiology II, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. [3] Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. ; Department of Biological Psychology, VU University Amsterdam, Van der Boechorststraat 1, Amsterdam, 1081 BT, The Netherlands. ; 1] Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK. [2] NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK. ; Department of Medicine, University of Mississippi Medical Center, 2500 N. State St., Jackson, Mississippi 39216, USA. ; Pennington Biomedical Research Center, 6400 Perkins Rd, Baton Rouge, Louisiana 70808, USA. ; MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge CB2 0QQ, UK. ; Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, 34137 Trieste, Italy. ; Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, GPO Box 2434, Brisbane Queensland 4001, Australia. ; Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Rd, Milwaukee, Wisconsin 53226, USA. ; Quantitative Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane Queensland 4006, Australia. ; Dipartimento di Scienze della Vita e della Riproduzione, University of Verona, Strada Le Grazie 15, 37134 Verona, Italy. ; Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX3 7BN, UK. ; CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Lille 2 University, 1 Rue du Professeur Calmette, 59000 Lille, France. ; Department of Biostatistics, University of Alabama at Birmingham, 1665 University Blvd, Birmingham, Alabama 35294, USA. ; Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, P.O. box 30.001, 9700 RB, Groningen, The Netherlands. ; Center for Research on Genomics and Global Health, National Human Genome Research Institute, Building 12A/Room 4047, 12 South Dr., Bethesda, Maryland 20892, USA. ; Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia. ; MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK. ; 1] Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, Maryland 20850, USA. [2] Cancer Genomics Research Laboratory, National Cancer Institute, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, USA. ; 1] Center for Lifespan Psychology, Max Planck Institute for Human Development, Lentzeallee 94, Berlin 14195, Germany. [2] Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Ihnestr. 72, Berlin, 14195 Germany. ; 1] Charite Research Group on Geriatrics, Charite - Universitatsmedizin Berlin, Reinickendorferstr. 61, 13347 Berlin, Germany. [2] Institute of Medical and Human Genetics, Charite - Universitatsmedizin Berlin, Augustenburger Platz 1, Berlin 13353, Germany. ; Division of Population Health Sciences, Medical Research Institute, University of Dundee, Ninewells Hospital and School of Medicine, Dundee DD2 4BF, UK. ; William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK. ; Experimental Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands. ; Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, Pennsylvania 19104, USA. ; Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Royal Devon and Exeter Hospital, Barrack Road, Exeter EX2 5DW, UK. ; 1] COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Ledreborg Alle 34, DK-2820 Copenhagen, Denmark. [2] Novo Nordisk Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 1, Copenhagen, 2100, Denmark. [3] Steno Diabetes Centre, Niels Steensens Vej 2, Gentofte, 2820, Denmark. ; Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK. ; Department of Health Sciences, University of Milan, via A. di Rudini 8, 20142 Milan, Italy. ; Centre for Ophthalmology and Visual Science, University of Western Australia, Lions Eye Institute, 2 Verdun Street, Perth, Western Australia 6009, Australia. ; Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark. ; Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands. ; Department of Human Genetics, University of Chicago, 920 E. 58th Street, Chicago, Illinois 60637, USA. ; Department of Family and Preventive Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093, USA. ; 1] Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands. [2] Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Catharijnesingel 52, Utrecht, 3501 DG, The Netherlands. [3] Institute of Cardiovascular Science, faculty of Population Health Sciences, University College London, Gower Street, London WC1E 6BT, UK. ; University of Groningen, University Medical Center Groningen, Department of Internal Medicine, Hanzeplein 1, Groningen, 9700 RB, The Netherlands. ; Department of Medicine, Columbia University, 622 W. 168th Street, New York, New York 10032, USA. ; Institute for Community Medicine, University Medicine Greifswald, W.-Rathenau-Str. 48, Greifswald 17475, Germany. ; 1] Department of Economics, Cornell University, 480 Uris Hall, Ithaca, New York 14853, USA. [2] Department of Economics and Center for Economic and Social Research, University of Southern California, 314C Dauterive Hall, 635 Downey Way, Los Angeles, California 90089, USA. ; Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler Street, Suite 453E, Houston, Texas 77030, USA. ; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. ; Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK. ; McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA. ; 1] Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Cambridge, 02141 Massachusetts, USA. [2] Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, Massachusetts 02242, USA. [3] Department of Genetics, Harvard Medical School, 25 Shattuck St, Boston, Massachusetts 02115, USA. ; Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, Maryland 20850, USA. ; Program in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, 665 Huntington Ave, Boston, Massachusetts 02115, USA. ; Genome Technology Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland 20892, USA. ; College of Medicine, Dentistry and Nursing, Ninewells Hospital and Medical School, College Office, Level 10, Dundee DD1 9SY, UK. ; 1] Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, Massachusetts 02118, USA. [2] National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, Massachusetts 01702, USA. ; 1] Psychology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. [2] Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. ; Department of Internal Medicine B, University Medicine Greifswald, Ferdinand-Sauerbruch-Str. NK, Greifswald 17475, Germany. ; 1] McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA. [2] Cardiology, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil, 4, Geneve 14, 1211, Switzerland. ; Robertson Centre, University of Glasgow, Boyd Orr Building, Glasgow G12 8QQ, Scotland. ; 1] National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, Massachusetts 01702, USA. [2] Division of Endocrinology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis St, Boston, Massachusetts 02115, USA. ; Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Str. NK, 17475 Greifswald, Germany. ; Department of Twin Research &Genetic Epidemiology, King's College London, South Wing, Block D, 3rd Floor, Westminster Bridge Road, London SE1 7EH, UK. ; Nutrition, Harvard School of Public Health, 401 Park Drive, Boston, Massachusetts 02215, USA. ; Division of Biostatistics, Washington University, 660 S Euclid, St Louis, Missouri 63110, USA. ; 1] MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU Edinburgh, UK. [2] Roslin Institute, University of Edinburgh, Easter Bush, Midlothian, Edinburgh EH25 9RG, UK. ; 1] Centre for Genomic and Experimental Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK. [2] Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. ; National Institutes on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA. ; 1] National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, Massachusetts 01702, USA. [2] Department of Neurology, Boston University School of Medicine, 72 E Concord St, Boston, Massachusetts 02118, USA. ; Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland. ; Musculoskeletal Research Programme, Division of Applied Medicine, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD, UK. ; State Key Laboratory of Medical Genomics, Shanghai Institute of Hematology, Rui Jin Hospital Affiliated with Shanghai Jiao Tong University School of Medicine, 197 Rui Jin Er Road, Shanghai, 200025, China. ; 1] Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. [2] Department of Radiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. ; 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX3 7BN, UK. [2] Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, SE-17121, Sweden. ; 1] Department of Immunology, Genetics, and Pathology, Biomedical Center, SciLifeLab Uppsala, Uppsala University, SE-75108 Uppsala, Sweden. [2] Uppsala Clinical Research Center, Uppsala University, Uppsala, SE-75237, Sweden. ; Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland. ; Department of Cardiology C5-P, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands. ; Department of Clinical Physiology, University of Tampere and Tampere University Hospital, P.O. Box 2000, Tampere, FI-33521, Finland. ; Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan. ; 1] Diabetes Prevention Unit, National Institute for Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland. [2] Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, P.O.Box 340, Haartmaninkatu 4, Helsinki, FI-00029, Finland. [3] Minerva Foundation Institute for Medical Research, Biomedicum 2U, Tukholmankatu 8, Helsinki, FI-00290, Finland. ; Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3HW, UK. ; Laboratory for Genotyping Development RCfIMS, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan. ; Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, FI-70210, Finland. ; 1] Institute of Behavioural Sciences, University of Helsinki, P.O. Box 9, University of Helsinki, Helsinki, FI-00014, Finland. [2] Folkhalsan Reasearch Centre, PB 63, Helsinki, FI-00014 University of Helsinki, Finland. ; Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London W2 1PG, UK. ; Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine University of Tampere, Tampere, FI-33520, Finland. ; Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. ; Department of Medical Sciences, University Hospital, Uppsala, 75185, Sweden. ; 1] Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London W2 1PG, UK. [2] Translational Laboratory in Genetic Medicine (TLGM), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, 138648, Singapore. ; Transplantation laboratory, Haartman Institute, University of Helsinki, P.O. Box 21, Helsinki, FI-00014, Finland. ; National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA. ; Ophthalmology, Massachusetts Eye and Ear, 243 Charles Street, Boston, Massachusetts 02114, USA. ; Department of Statistics, University of Auckland, 303.325 Science Centre, Private Bag 92019, Auckland, 1142, New Zealand. ; Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland. ; Department of Internal Medicine, University Hospital, Rue du Bugnon 44, Lausanne, 1011, Switzerland. ; Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1HH, UK. ; 1] The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA. [2] Division of Allergy and Clinical Immunology, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21224, USA. ; Laboratory of Molecular Medicine, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. ; Division of General Internal Medicine, Massachusetts General Hospital, 50 Staniford St, Boston, Massachusetts 02114, USA. ; Institute of Epidemiology II, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. ; 1] Institute of Human Genetics, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. [2] Institute of Human Genetics, Klinikum rechts der Isar, Technische Universitat Munchen, Ismaninger Str. 22, Munchen 81675, Germany. ; Molecular Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, Queensland 4006, Australia. ; Genome Science Institute, Boston University School of Medicine, 72 East Concord Street, E-304, Boston, Massachusetts 02118, USA. ; HUCH Heart and Lung center, Helsinki University Central Hospital, P.O. Box 340, Helsinki, FI-00029, Finland. ; 1] National Heart, Lung, and Blood Institute's Framingham Heart Study, 73 Mt. Wayte Ave, Framingham, Massachusetts 01702, USA. [2] Pulmonary Center and Department of Medicine, Boston University School of Medicine, 72 E Concord St, Boston, Massachusetts 02118, USA. ; Department of Medicine, University of Ibadan, Ibadan, Nigeria. ; ICAMS, University of Glasgow, 126 University Way, Glasgow G12 8TA, UK. ; Division of Epidemiology and Community Health, University of Minnesota, 1300 S 2nd Street, Minneapolis, Minnesota 55454, USA. ; Centre for Global Health and Department of Public Health, School of Medicine, University of Split, Soltanska 2, 21000 Split, Croatia. ; 1] Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland. [2] Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, P.O.Box 340, Haartmaninkatu 4, Helsinki, FI-00029, Finland. [3] Obesity Research Unit, Research Programs Unit, Diabetes and Obesity, University of Helsinki, P.O.Box 63, Haartmaninkatu 8, FI-00014, Helsinki, Finland. ; International Centre for Circulatory Health, Imperial College London, London W2 1LA, UK. ; Department of Genomics of Common Disease, School of Public Health, Imperial College London, London SW7 2AZ, UK. ; Department of Cardiology and Cardio thoracic Surgery Hero DMC Heart Institute, Civil Lines, 141001, Ludhiana, India. ; Psychology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. ; Department Public Health Sciences, University of Virginia School of Medicine, 3232 West Complex, Charlottesville, Virginia 22908, USA. ; Department of Psychological &Brain Sciences, Indiana University Bloomington, 1101 E. 10th Street, Bloomington, Indiana 47405, USA. ; Institute of Molecular Biology and Biochemistry, Medical University Graz, Harrachgasse 21, Graz, A-8010, Austria. ; 1] Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, CMM L8:03, Karolinska University Hospital, Solna, Stockholm, 171 76, Sweden. [2] Science for Life Laboratory, Karolinska Institutet, Stockholm, SE-17121, Sweden. ; University of Dundee, Kirsty Semple Way, Dundee DD2 4DB, UK. ; Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, Washington 98101, USA. ; 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX3 7BN, UK. [2] Human Genetics, Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1HH, UK. ; Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, St. Stephen's Green, Dublin 2, Ireland. ; UMR INSERM U1122; IGE-PCV "Interactions Gene-Environnement en Physiopathologie Cardio-Vasculaire", INSERM, University of Lorraine, 30 Rue Lionnois, 54000 Nancy, France. ; 1] Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. [2] Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universitat, Munich 81377, Germany. ; Department of Endocrinology, All India Institute of Medical Sciences, Ansari Nagar East, New Delhi, 110029, India. ; National Heart and Lung Institute, Imperial College London, Du Cane Road, London W12 0NN, UK. ; Department of Public Health Sciences, Stritch School of Medicine, Loyola University Chicago, Maywood, Illinois 60153, USA. ; 1] Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK. [2] NIHR Leicester Cardiovascular Biomedical Research Unit, University of Leicester, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK. ; 1] Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia. [2] Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu, 51010, Estonia. ; 1] Diabetes Prevention Unit, National Institute for Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland. [2] Centre for Vascular Prevention, Danube-University Krems, 3500 Krems, Austria. [3] Diabetes Research Group, King Abdulaziz University, 21589 Jeddah, Saudi Arabia. ; 1] Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. [2] Department of Internal Medicine, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. ; 1] The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA. [2] Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205, USA. ; Finnish Lung Health Association, Sibeliuksenkatu 11 A 1, Helsinki, FI-00250, Finland. ; 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. [2] Institute of Epidemiology II, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Ingolstadter Landstr. 1, Neuherberg 85764, Germany. ; Genetic Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, Queensland 4006, Australia. ; Centre for Population Health Sciences, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH8 9AG, UK. ; Diabetes Unit, KEM Hospital and Research Centre, Rasta Peth, Pune, 411011, India. ; Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, 1124 W. Carson Street, Torrance, California 90502, USA. ; Renal Unit, Department of Medicine, University of Verona, Piazzale A. Stefani 1, 37124 Verona, Italy. ; Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, Ohio 44106, USA. ; 1] Department of Epidemiology Research, Statens Serum Institut, Artillerivej 5, Copenhagen, 2300, Denmark. [2] Department of Medicine, Stanford University, 300 Pasteur Drive, Stanford, California 94305, USA. ; COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Ledreborg Alle 34, DK-2820 Copenhagen, Denmark. ; 1] CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Lille 2 University, 1 Rue du Professeur Calmette, 59000 Lille, France. [2] Department of Genomics of Common Disease, School of Public Health, Imperial College London, London SW7 2AZ, UK. ; 1] Center for Applied Genomics, Children's Hospital of Philadelphia, 3615 Civic Center Boulevard, Philadelphia, Pennsylvania 19104, USA. [2] Department of Pediatrics, Perelman School of Medicine, The University of Pennsylvania, 3615 Civic Center Boulevard, Philadelphia, Pennsylvania 19104, USA. ; Translational Gerontology Branch, National institute on Aging, Baltimore, Maryland 21225, USA. ; Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, No. 9 Edinburgh Bioquarter, 9 Little France Road, Edinburgh EH16 4UX, UK. ; Centre for Pharmacogenetics and Pharmacogenomics, Medical Research Institute, University of Dundee, Ninewells Hospital and School of Medicine, Dundee DD1 9SY, UK. ; 1] William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK [2] Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, 21589, Saudi Arabia. ; 1] Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Ihnestr. 72, Berlin, 14195 Germany. [2] Faculty of Medicine, Imperial College London, Charing Cross Campus, St Dunstan's Road, London W6 8RP, UK. [3] Institutes for Neurogenetics and Integrative &Experimental Genomics, University of Lubeck, Lubeck 23562, Germany. ; Center for Lifespan Psychology, Max Planck Institute for Human Development, Lentzeallee 94, Berlin 14195, Germany. ; 1] Program in Medical and Population Genetics, Broad Institute, Cambridge Center 7, Cambridge, Massachusetts 02242, USA. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX3 7BN, UK. ; Department of Medicine, University of Leipzig, Leipzig 04103, Germany. ; 1] MRC Integrative Epidemiology Unit, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK. [2] Novo Nordisk Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 1, Copenhagen, 2100, Denmark. [3] Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, 2000, Denmark. ; Department of Epidemiology, University of Alabama at Birmingham, 1665 University Boulevard, Birmingham, Alabama 35294, USA. ; Department of Psychiatry, University Medical Center Groningen, University of Groningen, P.O. Box 30.001, Groningen, 9700 RB, The Netherlands. ; Epidemiology of diabetes, obesity and chronic kidney disease over the lifecourse, Inserm, CESP Center for Research in Epidemiology and Population Health U1018, 16 Avenue Paul Vaillant Couturier, 94807 Villejuif, France. ; Dipartimento di Scienze Mediche, Catholic University of the Sacred Heart, Via G. Moscati 31/34, 00168 Roma, Italy. ; 1] Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX3 7BN, UK. [3] Department of Biostatistics, University of Liverpool, Duncan Building, Daulby Stree, Liverpool L69 3GA, UK. ; 1] Department of Chronic Disease Prevention, National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland. [2] Department of General Practice and Primary Health Care, University of Helsinki, P.O. Box 20, University of Helsinki, Helsinki, FI-00014, Finland. [3] Vasa Central Hospital, Sandviksgatan 2-4, Vasa, FI-65130, Finland. [4] Folkhalsan Reasearch Centre, PB 63, University of Helsinki, Helsinki, FI-00014, Finland. [5] Unit of General Practice, Helsinki University Central Hospital, Haartmaninkatu 4, Helsinki, FI-00290, Finland. ; Neuro-Imaging Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, Brisbane, Queensland 4006, Australia. ; Cardiovascular Genetics Division, University of Utah, 420 Chipeta Way, Room 1160, Salt Lake City, Utah 84117, USA. ; 1] Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. [2] Alzheimer Scotland Research Centre, University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK. ; 1] Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. [2] Department of Psychiatry, Erasmus Medical Center, PO Box 2040, Rotterdam, 3000 CA, The Netherlands. ; 1] Department of Medical Sciences, University of Trieste, Strada di Fiume 447 - Osp. di Cattinara, 34149 Trieste, Italy. [2] Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, 34137 Trieste, Italy. ; 1] Institute for Molecular Medicine Finland (FIMM), University of Helsinki, P.O. Box 20, Helsinki, FI-00014, Finland. [2] Department of Public Health, University of Helsinki, Hjelt Institute, P.O.Box 41, Mannerheimintie 172, Helsinki, FI-00014, Finland. [3] National Institute for Health and Welfare (THL), P.O.Box 30, Mannerheimintie 166, Helsinki, FI-00271, Finland. ; Department of Kinesiology, Laval University, 2300 rue de la Terrasse, Quebec G1V 0A6, Canada. ; Department of Physiology and Biophysics, University of Mississippi Medical Center, 2500 N. State Street, Jackson, Mississippi 39216, USA. ; 1] Department of Clinical Physiology and Nuclear Medicine, University of Turku and Turku University Hospital, Turku, FI-20521, Finland. [2] Research Center of Applied and Preventive Cardiovascular medicine, University of Turku, Turku, FI-20521, Finland. ; 1] University of Groningen, University Medical Center Groningen, Department of Cardiology, Hanzeplein 1, Groningen, 9700 RB, The Netherlands. [2] Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Catharijnesingel 52, Utrecht, 3501 DG, The Netherlands. [3] University of Groningen, University Medical Center Groningen, Department of Genetics, Hanzeplein 1, Groningen, 9700 RB, The Netherlands. ; Department of Economics, Stockholm School of Economics, Box 6501, Stockholm, SE-113 83, Sweden. ; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Box 281, Stockholm, SE-171 77, Sweden. ; Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Auenbruggerplatz 22, Graz, A-8036, Austria. ; Department of Genetics and Biostatistics, Washington University School of Medicine, 4444 Forest Park Boulevard, Saint Louis, Missouri 63108, USA. ; 1] The GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA. [2] Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205, USA. ; 1] Genomics and Molecular Medicine, CSIR-Institute of Genomics &Integrative Biology, Mathura Road, New Delhi, 110025, India. [2] School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India. ; 1] Department of Pediatrics, University of Oklahoma Health Sciences Center, 940 Stanton Young Boulevard, Oklahoma City, Oklahoma 73104, USA. [2] Department of Pharmaceutical Sciences, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma 73104, USA. ; 1] Institute for Maternal and Child Health - IRCCS "Burlo Garofolo", via dell'Istria 65, 34137 Trieste, Italy. [2] Sidra Medical and Research Centre, Doha, Qatar. ; 1] The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. [2] The Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. [3] The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, New York 10029, USA. ; 1] Genomic Research on Complex Diseases (GRC) Group, CSIR-Centre for Cellular and Molecular Biology, Habshiguda, Uppal Road, Hyderabad, 500007, India. [2] Genome Institute of Singapore, 60 Biopolis Street, #02-01 Genome, Singapore, 138672, Singapore. ; 1] Division of Endocrinology, Diabetes, and Nutrition and Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, Maryland 21201, USA. [2] Program for Personalised and Genomic Medicine, Department of Medicine, University of Maryland School of Medicine, 685 Baltimore St. MSTF, Baltimore, Maryland 21201, USA. [3] Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, 685 W Baltimore MSTF, Baltimore, Maryland 21201, USA. ; BHF Glasgow Cardiovascular Research Centre, University of Glasgow, 126 University Place, Glasgow G12 8TA, UK. ; 1] Epidemiology, University of North Carolina, 137 E. Franklin St., Suite 306, Chapel Hill, North Carolina 27599, USA. [2] Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, 137 E. Franklin Street, Suite 306, Chapel Hill, North Carolina 27599, USA. ; 1] Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, Washington 98101, USA. [2] Group Health Research Institute, Group Health Cooperative, 1730 Minor Ave, Suite 1360, Seattle, Washington 98101, USA. ; 1] Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London W2 1PG, UK. [2] Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3HW, UK. [3] Imperial College Healthcare NHS Trust, Imperial College London, Praed Street, London W2 1NY, UK. ; 1] Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3HW, UK. [2] National Heart and Lung Institute, Imperial College London, Du Cane Road, London W12 0NN, UK. [3] Imperial College Healthcare NHS Trust, Imperial College London, Praed Street, London W2 1NY, UK. ; Population Health Research Institute, St George's, University of London, Cranmer Terrace, London SW17 0RE, UK. ; 1] Estonian Genome Center, University of Tartu, Riia 23b, 51010, Tartu, Estonia. [2] Unit of Public Health Genomics, National Institute for Health and Welfare, P.O. Box 104, Helsinki, FI-00251, Finland. ; 1] Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH8 9AG, UK. [2] Centre for Global Health and Department of Public Health, School of Medicine, University of Split, Soltanska 2, 21000 Split, Croatia. ; 1] Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH8 9AG, UK. [2] MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Crewe Road, EH4 2XU Edinburgh, UK.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/26131930" target="_blank"〉PubMed〈/a〉
    Keywords: Biological Evolution ; Blood Pressure/genetics ; Body Height/*genetics ; Cholesterol, LDL/genetics ; *Cognition ; Cohort Studies ; Educational Status ; Female ; Forced Expiratory Volume/genetics ; Genome, Human/genetics ; *Homozygote ; Humans ; Lung Volume Measurements ; Male ; Phenotype
    Print ISSN: 0028-0836
    Electronic ISSN: 1476-4687
    Topics: Biology , Chemistry and Pharmacology , Medicine , Natural Sciences in General , Physics
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  • 3
    Publication Date: 2016-05-27
    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. 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.〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Okbay, Aysu -- Beauchamp, Jonathan P -- Fontana, Mark Alan -- Lee, James J -- Pers, Tune H -- Rietveld, Cornelius A -- Turley, Patrick -- Chen, Guo-Bo -- Emilsson, Valur -- Meddens, S Fleur W -- Oskarsson, Sven -- Pickrell, Joseph K -- Thom, Kevin -- Timshel, Pascal -- de Vlaming, Ronald -- Abdellaoui, Abdel -- Ahluwalia, Tarunveer S -- Bacelis, Jonas -- Baumbach, Clemens -- Bjornsdottir, Gyda -- Brandsma, Johannes H -- Pina Concas, Maria -- Derringer, Jaime -- Furlotte, Nicholas A -- Galesloot, Tessel E -- Girotto, Giorgia -- Gupta, Richa -- Hall, Leanne M -- Harris, Sarah E -- Hofer, Edith -- Horikoshi, Momoko -- Huffman, Jennifer E -- Kaasik, Kadri -- Kalafati, Ioanna P -- Karlsson, Robert -- Kong, Augustine -- Lahti, Jari -- van der Lee, Sven J -- deLeeuw, Christiaan -- Lind, Penelope A -- Lindgren, Karl-Oskar -- Liu, Tian -- Mangino, Massimo -- Marten, Jonathan -- Mihailov, Evelin -- Miller, Michael B -- van der Most, Peter J -- Oldmeadow, Christopher -- Payton, Antony -- Pervjakova, Natalia -- Peyrot, Wouter J -- Qian, Yong -- Raitakari, Olli -- Rueedi, Rico -- Salvi, Erika -- Schmidt, Borge -- Schraut, Katharina E -- Shi, Jianxin -- Smith, Albert V -- Poot, Raymond A -- St Pourcain, Beate -- Teumer, Alexander -- Thorleifsson, Gudmar -- Verweij, Niek -- Vuckovic, Dragana -- Wellmann, Juergen -- Westra, Harm-Jan -- Yang, Jingyun -- Zhao, Wei -- Zhu, Zhihong -- Alizadeh, Behrooz Z -- Amin, Najaf -- Bakshi, Andrew -- Baumeister, Sebastian E -- Biino, Ginevra -- Bonnelykke, Klaus -- Boyle, Patricia A -- Campbell, Harry -- Cappuccio, Francesco P -- Davies, Gail -- De Neve, Jan-Emmanuel -- Deloukas, Panos -- Demuth, Ilja -- Ding, Jun -- Eibich, Peter -- Eisele, Lewin -- Eklund, Niina -- Evans, David M -- Faul, Jessica D -- Feitosa, Mary F -- Forstner, Andreas J -- Gandin, Ilaria -- Gunnarsson, Bjarni -- Halldorsson, Bjarni V -- Harris, Tamara B -- Heath, Andrew C -- Hocking, Lynne J -- Holliday, Elizabeth G -- Homuth, Georg -- Horan, Michael A -- Hottenga, Jouke-Jan -- de Jager, Philip L -- Joshi, Peter K -- Jugessur, Astanand -- Kaakinen, Marika A -- Kahonen, Mika -- Kanoni, Stavroula -- Keltigangas-Jarvinen, Liisa -- Kiemeney, Lambertus A L M -- Kolcic, Ivana -- Koskinen, Seppo -- Kraja, Aldi T -- Kroh, Martin -- Kutalik, Zoltan -- Latvala, Antti -- Launer, Lenore J -- Lebreton, Mael P -- Levinson, Douglas F -- Lichtenstein, Paul -- Lichtner, Peter -- Liewald, David C M -- LifeLines Cohort Study -- Loukola, Anu -- Madden, Pamela A -- Magi, Reedik -- Maki-Opas, Tomi -- Marioni, Riccardo E -- Marques-Vidal, Pedro -- Meddens, Gerardus A -- McMahon, George -- Meisinger, Christa -- Meitinger, Thomas -- Milaneschi, Yusplitri -- Milani, Lili -- Montgomery, Grant W -- Myhre, Ronny -- Nelson, Christopher P -- Nyholt, Dale R -- Ollier, William E R -- Palotie, Aarno -- Paternoster, Lavinia -- Pedersen, Nancy L -- Petrovic, Katja E -- Porteous, David J -- Raikkonen, Katri -- Ring, Susan M -- Robino, Antonietta -- Rostapshova, Olga -- Rudan, Igor -- Rustichini, Aldo -- Salomaa, Veikko -- Sanders, Alan R -- Sarin, Antti-Pekka -- Schmidt, Helena -- Scott, Rodney J -- Smith, Blair H -- Smith, Jennifer A -- Staessen, Jan A -- Steinhagen-Thiessen, Elisabeth -- Strauch, Konstantin -- Terracciano, Antonio -- Tobin, Martin D -- Ulivi, Sheila -- Vaccargiu, Simona -- Quaye, Lydia -- van Rooij, Frank J A -- Venturini, Cristina -- Vinkhuyzen, Anna A E -- Volker, Uwe -- Volzke, Henry -- Vonk, Judith M -- Vozzi, Diego -- Waage, Johannes -- Ware, Erin B -- Willemsen, Gonneke -- Attia, John R -- Bennett, David A -- Berger, Klaus -- Bertram, Lars -- Bisgaard, Hans -- Boomsma, Dorret I -- Borecki, Ingrid B -- Bultmann, Ute -- Chabris, Christopher F -- Cucca, Francesco -- Cusi, Daniele -- Deary, Ian J -- Dedoussis, George V -- van Duijn, Cornelia M -- Eriksson, Johan G -- Franke, Barbara -- Franke, Lude -- Gasparini, Paolo -- Gejman, Pablo V -- Gieger, Christian -- Grabe, Hans-Jorgen -- Gratten, Jacob -- Groenen, Patrick J F -- Gudnason, Vilmundur -- van der Harst, Pim -- Hayward, Caroline -- Hinds, David A -- Hoffmann, Wolfgang -- Hypponen, Elina -- Iacono, William G -- Jacobsson, Bo -- Jarvelin, Marjo-Riitta -- Jockel, Karl-Heinz -- Kaprio, Jaakko -- Kardia, Sharon L R -- Lehtimaki, Terho -- Lehrer, Steven F -- Magnusson, Patrik K E -- Martin, Nicholas G -- McGue, Matt -- Metspalu, Andres -- Pendleton, Neil -- Penninx, Brenda W J H -- Perola, Markus -- Pirastu, Nicola -- Pirastu, Mario -- Polasek, Ozren -- Posthuma, Danielle -- Power, Christine -- Province, Michael A -- Samani, Nilesh J -- Schlessinger, David -- Schmidt, Reinhold -- Sorensen, Thorkild I A -- Spector, Tim D -- Stefansson, Kari -- Thorsteinsdottir, Unnur -- Thurik, A Roy -- Timpson, Nicholas J -- Tiemeier, Henning -- Tung, Joyce Y -- Uitterlinden, Andre G -- Vitart, Veronique -- Vollenweider, Peter -- Weir, David R -- Wilson, James F -- Wright, Alan F -- Conley, Dalton C -- Krueger, Robert F -- Davey Smith, George -- Hofman, Albert -- Laibson, David I -- Medland, Sarah E -- Meyer, Michelle N -- Yang, Jian -- Johannesson, Magnus -- Visscher, Peter M -- Esko, Tonu -- Koellinger, Philipp D -- Cesarini, David -- Benjamin, Daniel J -- P01-AG005842/AG/NIA NIH HHS/ -- P01-AG005842-20S2/AG/NIA NIH HHS/ -- P30-AG012810/AG/NIA NIH HHS/ -- R01-AG042568/AG/NIA NIH HHS/ -- T32-AG000186-23/AG/NIA NIH HHS/ -- England -- Nature. 2016 May 11;533(7604):539-42. doi: 10.1038/nature17671.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, 3062 PA, The Netherlands. ; Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands. ; Erasmus University Rotterdam Institute for Behavior and Biology, Rotterdam, 3062 PA, The Netherlands. ; Department of Economics, Harvard University, Cambridge, Massachusetts 02138, USA. ; Center for Economic and Social Research, University of Southern California, Los Angeles, California 90089-3332, USA. ; Department of Psychology, University of Minnesota Twin Cities, Minneapolis, Minnesota 55455, USA. ; Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts 2116, USA. ; Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA. ; The Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, University of Copenhagen, Faculty of Health and Medical Sciences, Copenhagen 2100, Denmark. ; Statens Serum Institut, Department of Epidemiology Research, Copenhagen 2300, Denmark. ; Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia. ; Icelandic Heart Association, Kopavogur 201, Iceland. ; Faculty of Pharmaceutical Sciences, University of Iceland, Reykjavik 107, Iceland. ; Department of Complex Trait Genetics, VU University, Center for Neurogenomics and Cognitive Research, Amsterdam, 1081 HV, The Netherlands. ; Amsterdam Business School, University of Amsterdam, Amsterdam, 1018 TV, The Netherlands. ; Department of Government, Uppsala University, Uppsala 751 20, Sweden. ; New York Genome Center, New York, New York 10013, USA. ; Department of Economics, New York University, New York, New York 10012, USA. ; Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark Lyngby 2800, Denmark. ; Department of Biological Psychology, VU University Amsterdam, Amsterdam, 1081 BT, The Netherlands. ; COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen 2820, Denmark. ; Steno Diabetes Center, Gentofte 2820, Denmark. ; Department of Obstetrics and Gynecology, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg 416 85, Sweden. ; Research Unit of Molecular Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg 85764, Germany. ; Institute of Epidemiology II, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg 85764, Germany. ; deCODE Genetics/Amgen Inc., Reykjavik 101, Iceland. ; Department of Cell Biology, Erasmus Medical Center Rotterdam, 3015 CN, The Netherlands. ; Istituto di Ricerca Genetica e Biomedica U.O.S. di Sassari, National Research Council of Italy, Sassari 07100, Italy. ; Psychology, University of Illinois, Champaign, Illinois 61820, USA. ; 23andMe, Inc., Mountain View, California 94041, USA. ; Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands. ; Department of Medical, Surgical and Health Sciences, University of Trieste, Trieste 34100, Italy. ; Department of Public Health, University of Helsinki, 00014 Helsinki, Finland. ; Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK. ; NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK. ; Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK. ; Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK. ; Department of Neurology, General Hospital and Medical University Graz, Graz 8036, Austria. ; Institute for Medical Informatics, Statistics and Documentation, General Hospital and Medical University Graz, Graz 8036, Austria. ; Oxford Centre for Diabetes, Endocrinology &Metabolism, University of Oxford, Oxford OX3 7LE, UK. ; Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK. ; MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK. ; Institute of Behavioural Sciences, University of Helsinki, 00014 Helsinki, Finland. ; Nutrition and Dietetics, Health Science and Education, Harokopio University, Athens 17671, Greece. ; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm 171 77, Sweden. ; Folkhalsan Research Centre, 00014 Helsingfors, Finland. ; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, 6525 EC, The Netherlands. ; Quantitative Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4029, Australia. ; Lifespan Psychology, Max Planck Institute for Human Development, Berlin 14195, Germany. ; Department of Twin Research and Genetic Epidemiology, King's College London, London SE1 7EH, UK. ; NIHR Biomedical Research Centre, Guy's and St. Thomas' Foundation Trust, London SE1 7EH, UK. ; Estonian Genome Center, University of Tartu, Tartu 51010, Estonia. ; Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands. ; Public Health Stream, Hunter Medical Research Institute, New Lambton, NSW 2305, Australia. ; Faculty of Health and Medicine, University of Newcastle, Newcastle, NSW 2300, Australia. ; Centre for Integrated Genomic Medical Research, Institute of Population Health, The University of Manchester, Manchester M13 9PT, UK. ; Human Communication and Deafness, School of Psychological Sciences, The University of Manchester, Manchester M13 9PL, UK. ; Department of Health, THL-National Institute for Health and Welfare, 00271 Helsinki, Finland. ; Psychiatry, VU University Medical Center &GGZ inGeest, Amsterdam, 1081 HL, The Netherlands. ; Laboratory of Genetics, National Institute on Aging, Baltimore, Maryland 21224, USA. ; Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, 20521 Turku, Finland. ; Department of Medical Genetics, University of Lausanne, Lausanne 1005, Switzerland. ; Swiss Institute of Bioinformatics, Lausanne 1015, Switzerland. ; Department Of Health Sciences, University of Milan, Milano 20142, Italy. ; Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, Essen 45147, Germany. ; Centre for Global Health Research, The Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh EH8 9AG, UK. ; Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892-9780, USA. ; Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland. ; MRC Integrative Epidemiology Unit, University of Bristol, Bristol BS8 2BN, UK. ; School of Oral and Dental Sciences, University of Bristol, Bristol BS1 2LY, UK. ; Institute for Community Medicine, University Medicine Greifswald, Greifswald 17475, Germany. ; Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, 9700 RB, The Netherlands. ; Institute of Epidemiology and Social Medicine, University of Munster, Munster 48149, Germany. ; Divisions of Genetics and Rheumatology, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, USA. ; Partners Center for Personalized Genetic Medicine, Boston, Massachusetts 02115, USA. ; Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612, USA. ; Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois 60612, USA. ; Department of Epidemiology, University of Michigan, Ann Arbor, Michigan 48109, USA. ; Department of Gastroenterology and Hepatology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands. ; Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg D-93053, Germany. ; Institute of Molecular Genetics, National Research Council of Italy, Pavia 27100, Italy. ; Department of Behavioral Sciences, Rush University Medical Center, Chicago, Illinois 60612, USA. ; Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK. ; Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK. ; Said Business School, University of Oxford, Oxford OX1 1HP, UK. ; William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK. ; Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah 21589, Saudi Arabia. ; The Berlin Aging Study II; Research Group on Geriatrics, Charite - Universitatsmedizin Berlin, Germany, Berlin 13347, Germany. ; Institute of Medical and Human Genetics, Charite-Universitatsmedizin, Berlin, Berlin 13353, Germany. ; German Socio- Economic Panel Study, DIW Berlin, Berlin 10117, Germany. ; Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Oxford OX3 7LF, UK. ; The University of Queensland Diamantina Institute, The Translational Research Institute, Brisbane, QLD 4102, Australia. ; Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan 48109, USA. ; Department of Genetics, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri 63018, USA. ; Institute of Human Genetics, University of Bonn, Bonn 53127, Germany. ; Department of Genomics, Life and Brain Center, University of Bonn, Bonn 53127, Germany. ; Institute of Biomedical and Neural Engineering, School of Science and Engineering, Reykjavik University, Reykjavik 101, Iceland. ; Laboratory of Epidemiology, Demography, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892-9205, USA. ; Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri 63110, USA. ; Division of Applied Health Sciences, University of Aberdeen, Aberdeen AB25 2ZD, UK. ; Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald 17475, Germany. ; Manchester Medical School, The University of Manchester, Manchester M13 9PT, UK. ; Program in Translational NeuroPsychiatric Genomics, Departments of Neurology &Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA. ; Harvard Medical School, Boston, Massachusetts 02115, USA. ; Department of Genes and Environment, Norwegian Institute of Public Health, N-0403 Oslo, Norway. ; Department of Genomics of Common Disease, Imperial College London, London, W12 0NN, UK. ; Department of Clinical Physiology, Tampere University Hospital, 33521 Tampere, Finland. ; Department of Clinical Physiology, University of Tampere, School of Medicine, 33014 Tampere, Finland. ; Public Health, Medical School, University of Split, 21000 Split, Croatia. ; Institute of Social and Preventive Medicine, Lausanne University Hospital (CHUV), Lausanne 1010, Switzerland. ; Neuroepidemiology Section, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892-9205, USA. ; Amsterdam Brain and Cognition Center, University of Amsterdam, Amsterdam, 1018 XA, The Netherlands. ; Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California 94305-5797, USA. ; Institute of Human Genetics, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg 85764, Germany. ; Medical Genetics Section, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK. ; Department of Internal Medicine, Internal Medicine, Lausanne University Hospital (CHUV), Lausanne 1011, Switzerland. ; Tema BV, Hoofddorp, 2131 HE, The Netherlands. ; Molecular Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4029, Australia. ; Institute of Health and Biomedical Innovation, Queensland Institute of Technology, Brisbane, QLD 4059, Australia. ; Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts 02114, USA. ; The Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA. ; Psychiatric &Neurodevelopmental Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02114, USA. ; Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki 00014, Finland. ; Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts 02114, USA. ; Medical Genetics, Institute for Maternal and Child Health IRCCS "Burlo Garofolo", Trieste 34100, Italy. ; Social Impact, Arlington, Virginia 22201, USA. ; Department of Economics, University of Minnesota Twin Cities, Minneapolis, Minnesota 55455, USA. ; Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Illinois 60201-3137, USA. ; Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois 60637, USA. ; Public Health Genomics Unit, National Institute for Health and Welfare, 00300 Helsinki, Finland. ; Research Unit for Genetic Epidemiology, Institute of Molecular Biology and Biochemistry, Center of Molecular Medicine, General Hospital and Medical University, Graz, Graz 8010, Austria. ; Information Based Medicine Stream, Hunter Medical Research Institute, New Lambton, NSW 2305, Australia. ; Medical Research Institute, University of Dundee, Dundee DD1 9SY, UK. ; Research Unit Hypertension and Cardiovascular Epidemiology, Department of Cardiovascular Science, University of Leuven, Leuven 3000, Belgium. ; R&D VitaK Group, Maastricht University, Maastricht, 6229 EV, The Netherlands. ; Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg 85764, Germany. ; Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig Maximilians-Universitat, Munich 81377, Germany. ; Department of Geriatrics, Florida State University College of Medicine, Tallahassee, Florida 32306, USA. ; Department of Health Sciences and Genetics, University of Leicester, Leicester LE1 7RH, UK. ; Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands. ; Research Center for Group Dynamics, Institute for Social Research, University of Michigan, Ann Arbor, Michigan 48104, USA. ; Platform for Genome Analytics, Institutes of Neurogenetics &Integrative and Experimental Genomics, University of Lubeck, Lubeck 23562, Germany. ; Neuroepidemiology and Ageing Research Unit, School of Public Health, Faculty of Medicine, Imperial College of Science, Technology and Medicine, London SW7 2AZ, UK. ; Department of Health Sciences, Community &Occupational Medicine, University of Groningen, University Medical Center Groningen, Groningen, 9713 AV, The Netherlands. ; Department of Psychology, Union College, Schenectady, New York 12308, USA. ; Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, c/o Cittadella Universitaria di Monserrato, Monserrato, Cagliari 9042, Italy. ; Institute of Biomedical Technologies, Italian National Research Council, Segrate (Milano) 20090, Italy. ; Department of General Practice and Primary Health Care, University of Helsinki, 00014 Helsinki, Finland. ; Departments of Human Genetics and Psychiatry, Donders Centre for Neuroscience, Nijmegen, 6500 HB, The Netherlands. ; Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, 9700 RB, The Netherlands. ; Sidra, Experimental Genetics Division, Sidra, Doha 26999, Qatar. ; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany. ; Department of Psychiatry and Psychotherapy, HELIOS-Hospital Stralsund, Stralsund 18437, Germany. ; Econometric Institute, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, 3062 PA, The Netherlands. ; Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, 1105 AZ, The Netherlands. ; Generation Scotland, Centre for Genomics and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK. ; Centre for Population Health Research, School of Health Sciences and Sansom Institute, University of South Australia, Adelaide, SA 5000, Australia. ; South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia. ; Population, Policy and Practice, UCL Institute of Child Health, London WC1N 1EH, UK. ; Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment &Health, School of Public Health, Imperial College London, London W2 1PG, UK. ; Center for Life Course Epidemiology, Faculty of Medicine, University of Oulu, 90014 Oulu, Finland. ; Unit of Primary Care, Oulu University Hospital, 90029 Oulu, Finland. ; Biocenter Oulu, University of Oulu, 90014 Oulu, Finland. ; Fimlab Laboratories, 33520 Tampere, Finland. ; Department of Clinical Chemistry, University of Tampere, School of Medicine, 33014 Tampere, Finland. ; Economics, NYU Shanghai, 200122 Pudong, China. ; Policy Studies, Queen's University, Kingston, Ontario K7L 3N6, Canada. ; Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4029, Australia. ; Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia. ; Centre for Clinical and Cognitive Neuroscience, Institute Brain Behaviour and Mental Health, Salford Royal Hospital, Manchester M6 8HD, UK. ; Manchester Institute for Collaborative Research in Ageing, University of Manchester, Manchester M13 9PL, UK. ; Faculty of Medicine, University of Split, Split 21000, Croatia. ; Department of Clinical Genetics, VU Medical Centre, Amsterdam, 1081 HV, The Netherlands. ; Institute of Preventive Medicine. Bispebjerg and Frederiksberg Hospitals, The Capital Region, Frederiksberg 2000, Denmark. ; Montpellier Business School, Montpellier 34080, France. ; Panteia, Zoetermeer, 2715 CA, The Netherlands. ; Department of Psychiatry, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands. ; Department of Child and Adolescent Psychiatry, Erasmus Medical Center, Rotterdam, 3015 GE, The Netherlands. ; Department of Sociology, New York University, New York, New York 10012, USA. ; School of Medicine, New York University, New York, New York 10016, USA. ; Bioethics Program, Union Graduate College - Icahn School of Medicine at Mount Sinai, Schenectady, New York 12308, USA. ; Department of Economics, Stockholm School of Economics, Stockholm 113 83, Sweden. ; Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA. ; Research Institute for Industrial Economics, Stockholm 10215, Sweden.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/27225129" target="_blank"〉PubMed〈/a〉
    Print ISSN: 0028-0836
    Electronic ISSN: 1476-4687
    Topics: Biology , Chemistry and Pharmacology , Medicine , Natural Sciences in General , Physics
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  • 4
    Publication Date: 2013-06-01
    Description: 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) approximately 0.02%), approximately 1 month of schooling per allele. A linear polygenic score from all measured SNPs accounts for approximately 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.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3751588/" target="_blank"〉〈img src="https://static.pubmed.gov/portal/portal3rc.fcgi/4089621/img/3977009" border="0"〉〈/a〉   〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3751588/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Rietveld, Cornelius A -- Medland, Sarah E -- Derringer, Jaime -- Yang, Jian -- Esko, Tonu -- Martin, Nicolas W -- Westra, Harm-Jan -- Shakhbazov, Konstantin -- Abdellaoui, Abdel -- Agrawal, Arpana -- Albrecht, Eva -- Alizadeh, Behrooz Z -- Amin, Najaf -- Barnard, John -- Baumeister, Sebastian E -- Benke, Kelly S -- Bielak, Lawrence F -- Boatman, Jeffrey A -- Boyle, Patricia A -- Davies, Gail -- de Leeuw, Christiaan -- Eklund, Niina -- Evans, Daniel S -- Ferhmann, Rudolf -- Fischer, Krista -- Gieger, Christian -- Gjessing, Hakon K -- Hagg, Sara -- Harris, Jennifer R -- Hayward, Caroline -- Holzapfel, Christina -- Ibrahim-Verbaas, Carla A -- Ingelsson, Erik -- Jacobsson, Bo -- Joshi, Peter K -- Jugessur, Astanand -- Kaakinen, Marika -- Kanoni, Stavroula -- Karjalainen, Juha -- Kolcic, Ivana -- Kristiansson, Kati -- Kutalik, Zoltan -- Lahti, Jari -- Lee, Sang H -- Lin, Peng -- Lind, Penelope A -- Liu, Yongmei -- Lohman, Kurt -- Loitfelder, Marisa -- McMahon, George -- Vidal, Pedro Marques -- Meirelles, Osorio -- Milani, Lili -- Myhre, Ronny -- Nuotio, Marja-Liisa -- Oldmeadow, Christopher J -- Petrovic, Katja E -- Peyrot, Wouter J -- Polasek, Ozren -- Quaye, Lydia -- Reinmaa, Eva -- Rice, John P -- Rizzi, Thais S -- Schmidt, Helena -- Schmidt, Reinhold -- Smith, Albert V -- Smith, Jennifer A -- Tanaka, Toshiko -- Terracciano, Antonio -- van der Loos, Matthijs J H M -- Vitart, Veronique -- Volzke, Henry -- Wellmann, Jurgen -- Yu, Lei -- Zhao, Wei -- Allik, Juri -- Attia, John R -- Bandinelli, Stefania -- Bastardot, Francois -- Beauchamp, Jonathan -- Bennett, David A -- Berger, Klaus -- Bierut, Laura J -- Boomsma, Dorret I -- Bultmann, Ute -- Campbell, Harry -- Chabris, Christopher F -- Cherkas, Lynn -- Chung, Mina K -- Cucca, Francesco -- de Andrade, Mariza -- De Jager, Philip L -- De Neve, Jan-Emmanuel -- Deary, Ian J -- Dedoussis, George V -- Deloukas, Panos -- Dimitriou, Maria -- Eiriksdottir, Guethny -- Elderson, Martin F -- Eriksson, Johan G -- Evans, David M -- Faul, Jessica D -- Ferrucci, Luigi -- Garcia, Melissa E -- Gronberg, Henrik -- Guethnason, Vilmundur -- Hall, Per -- Harris, Juliette M -- Harris, Tamara B -- Hastie, Nicholas D -- Heath, Andrew C -- Hernandez, Dena G -- Hoffmann, Wolfgang -- Hofman, Adriaan -- Holle, Rolf -- Holliday, Elizabeth G -- Hottenga, Jouke-Jan -- Iacono, William G -- Illig, Thomas -- Jarvelin, Marjo-Riitta -- Kahonen, Mika -- Kaprio, Jaakko -- Kirkpatrick, Robert M -- Kowgier, Matthew -- Latvala, Antti -- Launer, Lenore J -- Lawlor, Debbie A -- Lehtimaki, Terho -- Li, Jingmei -- Lichtenstein, Paul -- Lichtner, Peter -- Liewald, David C -- Madden, Pamela A -- Magnusson, Patrik K E -- Makinen, Tomi E -- Masala, Marco -- McGue, Matt -- Metspalu, Andres -- Mielck, Andreas -- Miller, Michael B -- Montgomery, Grant W -- Mukherjee, Sutapa -- Nyholt, Dale R -- Oostra, Ben A -- Palmer, Lyle J -- Palotie, Aarno -- Penninx, Brenda W J H -- Perola, Markus -- Peyser, Patricia A -- Preisig, Martin -- Raikkonen, Katri -- Raitakari, Olli T -- Realo, Anu -- Ring, Susan M -- Ripatti, Samuli -- Rivadeneira, Fernando -- Rudan, Igor -- Rustichini, Aldo -- Salomaa, Veikko -- Sarin, Antti-Pekka -- Schlessinger, David -- Scott, Rodney J -- Snieder, Harold -- St Pourcain, Beate -- Starr, John M -- Sul, Jae Hoon -- Surakka, Ida -- Svento, Rauli -- Teumer, Alexander -- LifeLines Cohort Study -- Tiemeier, Henning -- van Rooij, Frank J A -- Van Wagoner, David R -- Vartiainen, Erkki -- Viikari, Jorma -- Vollenweider, Peter -- Vonk, Judith M -- Waeber, Gerard -- Weir, David R -- Wichmann, H-Erich -- Widen, Elisabeth -- Willemsen, Gonneke -- Wilson, James F -- Wright, Alan F -- Conley, Dalton -- Davey-Smith, George -- Franke, Lude -- Groenen, Patrick J F -- Hofman, Albert -- Johannesson, Magnus -- Kardia, Sharon L R -- Krueger, Robert F -- Laibson, David -- Martin, Nicholas G -- Meyer, Michelle N -- Posthuma, Danielle -- Thurik, A Roy -- Timpson, Nicholas J -- Uitterlinden, Andre G -- van Duijn, Cornelia M -- Visscher, Peter M -- Benjamin, Daniel J -- Cesarini, David -- Koellinger, Philipp D -- AA09367/AA/NIAAA NIH HHS/ -- AA11886/AA/NIAAA NIH HHS/ -- BB/F019394/1/Biotechnology and Biological Sciences Research Council/United Kingdom -- CZB/4/710/Chief Scientist Office/United Kingdom -- DA024417/DA/NIDA NIH HHS/ -- DA029377/DA/NIDA NIH HHS/ -- DA05147/DA/NIDA NIH HHS/ -- DA13240/DA/NIDA NIH HHS/ -- ETM/55/Chief Scientist Office/United Kingdom -- F31 DA029377/DA/NIDA NIH HHS/ -- G0600705/Medical Research Council/United Kingdom -- G0700704/Medical Research Council/United Kingdom -- G9815508/Medical Research Council/United Kingdom -- K05 AA017688/AA/NIAAA NIH HHS/ -- MC_PC_U127561128/Medical Research Council/United Kingdom -- MC_UU_12013/1/Medical Research Council/United Kingdom -- MC_UU_12013/3/Medical Research Council/United Kingdom -- MC_UU_12013/5/Medical Research Council/United Kingdom -- MH016880/MH/NIMH NIH HHS/ -- MH066140/MH/NIMH NIH HHS/ -- MR/K026992/1/Medical Research Council/United Kingdom -- P01 AG005842/AG/NIA NIH HHS/ -- P01 CA089392/CA/NCI NIH HHS/ -- P01 GM099568/GM/NIGMS NIH HHS/ -- P01-AG005842/AG/NIA NIH HHS/ -- P01-AG005842-20S2/AG/NIA NIH HHS/ -- P30 AG012810/AG/NIA NIH HHS/ -- P30-AG012810/AG/NIA NIH HHS/ -- R01 AA009367/AA/NIAAA NIH HHS/ -- R01 AA011886/AA/NIAAA NIH HHS/ -- R01 DA013240/DA/NIDA NIH HHS/ -- R01 HL090620/HL/NHLBI NIH HHS/ -- R01 HL105756/HL/NHLBI NIH HHS/ -- R01 HL111314/HL/NHLBI NIH HHS/ -- R01 MH066140/MH/NIMH NIH HHS/ -- R37 DA005147/DA/NIDA NIH HHS/ -- T32 AG000186/AG/NIA NIH HHS/ -- T32 MH016880/MH/NIMH NIH HHS/ -- T32-AG000186-23/AG/NIA NIH HHS/ -- U01 AG009740/AG/NIA NIH HHS/ -- U01 DA024417/DA/NIDA NIH HHS/ -- Z01 AG001050-01/Intramural NIH HHS/ -- ZIA AG000196-03/Intramural NIH HHS/ -- ZIA AG000196-04/Intramural NIH HHS/ -- New York, N.Y. -- Science. 2013 Jun 21;340(6139):1467-71. doi: 10.1126/science.1235488. Epub 2013 May 30.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, Netherlands.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/23722424" target="_blank"〉PubMed〈/a〉
    Keywords: Cognition ; *Educational Status ; Endophenotypes ; Female ; Genetic Loci ; *Genome-Wide Association Study ; Humans ; Male ; Multifactorial Inheritance ; *Polymorphism, Single Nucleotide
    Print ISSN: 0036-8075
    Electronic ISSN: 1095-9203
    Topics: Biology , Chemistry and Pharmacology , Computer Science , Medicine , Natural Sciences in General , Physics
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