ALBERT

Description: Plasma concentrations of total cholesterol, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol and triglycerides are among the most important risk factors for coronary artery disease (CAD) and are targets for therapeutic intervention. We screened the genome for common variants associated with plasma lipids in 〉100,000 individuals of European ancestry. Here we report 95 significantly associated loci (P 〈 5 x 10(-8)), with 59 showing genome-wide significant association with lipid traits for the first time. The newly reported associations include single nucleotide polymorphisms (SNPs) near known lipid regulators (for example, CYP7A1, NPC1L1 and SCARB1) as well as in scores of loci not previously implicated in lipoprotein metabolism. The 95 loci contribute not only to normal variation in lipid traits but also to extreme lipid phenotypes and have an impact on lipid traits in three non-European populations (East Asians, South Asians and African Americans). Our results identify several novel loci associated with plasma lipids that are also associated with CAD. Finally, we validated three of the novel genes-GALNT2, PPP1R3B and TTC39B-with experiments in mouse models. Taken together, our findings provide the foundation to develop a broader biological understanding of lipoprotein metabolism and to identify new therapeutic opportunities for the prevention of CAD.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3039276/" 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/PMC3039276/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Teslovich, Tanya M -- Musunuru, Kiran -- Smith, Albert V -- Edmondson, Andrew C -- Stylianou, Ioannis M -- Koseki, Masahiro -- Pirruccello, James P -- Ripatti, Samuli -- Chasman, Daniel I -- Willer, Cristen J -- Johansen, Christopher T -- Fouchier, Sigrid W -- Isaacs, Aaron -- Peloso, Gina M -- Barbalic, Maja -- Ricketts, Sally L -- Bis, Joshua C -- Aulchenko, Yurii S -- Thorleifsson, Gudmar -- Feitosa, Mary F -- Chambers, John -- Orho-Melander, Marju -- Melander, Olle -- Johnson, Toby -- Li, Xiaohui -- Guo, Xiuqing -- Li, Mingyao -- Shin Cho, Yoon -- Jin Go, Min -- Jin Kim, Young -- Lee, Jong-Young -- Park, Taesung -- Kim, Kyunga -- Sim, Xueling -- Twee-Hee Ong, Rick -- Croteau-Chonka, Damien C -- Lange, Leslie A -- Smith, Joshua D -- Song, Kijoung -- Hua Zhao, Jing -- Yuan, Xin -- Luan, Jian'an -- Lamina, Claudia -- Ziegler, Andreas -- Zhang, Weihua -- Zee, Robert Y L -- Wright, Alan F -- Witteman, Jacqueline C M -- Wilson, James F -- Willemsen, Gonneke -- Wichmann, H-Erich -- Whitfield, John B -- Waterworth, Dawn M -- Wareham, Nicholas J -- Waeber, Gerard -- Vollenweider, Peter -- Voight, Benjamin F -- Vitart, Veronique -- Uitterlinden, Andre G -- Uda, Manuela -- Tuomilehto, Jaakko -- Thompson, John R -- Tanaka, Toshiko -- Surakka, Ida -- Stringham, Heather M -- Spector, Tim D -- Soranzo, Nicole -- Smit, Johannes H -- Sinisalo, Juha -- Silander, Kaisa -- Sijbrands, Eric J G -- Scuteri, Angelo -- Scott, James -- Schlessinger, David -- Sanna, Serena -- Salomaa, Veikko -- Saharinen, Juha -- Sabatti, Chiara -- Ruokonen, Aimo -- Rudan, Igor -- Rose, Lynda M -- Roberts, Robert -- Rieder, Mark -- Psaty, Bruce M -- Pramstaller, Peter P -- Pichler, Irene -- Perola, Markus -- Penninx, Brenda W J H -- Pedersen, Nancy L -- Pattaro, Cristian -- Parker, Alex N -- Pare, Guillaume -- Oostra, Ben A -- O'Donnell, Christopher J -- Nieminen, Markku S -- Nickerson, Deborah A -- Montgomery, Grant W -- Meitinger, Thomas -- McPherson, Ruth -- McCarthy, Mark I -- McArdle, Wendy -- Masson, David -- Martin, Nicholas G -- Marroni, Fabio -- Mangino, Massimo -- Magnusson, Patrik K E -- Lucas, Gavin -- Luben, Robert -- Loos, Ruth J F -- Lokki, Marja-Liisa -- Lettre, Guillaume -- Langenberg, Claudia -- Launer, Lenore J -- Lakatta, Edward G -- Laaksonen, Reijo -- Kyvik, Kirsten O -- Kronenberg, Florian -- Konig, Inke R -- Khaw, Kay-Tee -- Kaprio, Jaakko -- Kaplan, Lee M -- Johansson, Asa -- Jarvelin, Marjo-Riitta -- Janssens, A Cecile J W -- Ingelsson, Erik -- Igl, Wilmar -- Kees Hovingh, G -- Hottenga, Jouke-Jan -- Hofman, Albert -- Hicks, Andrew A -- Hengstenberg, Christian -- Heid, Iris M -- Hayward, Caroline -- Havulinna, Aki S -- Hastie, Nicholas D -- Harris, Tamara B -- Haritunians, Talin -- Hall, Alistair S -- Gyllensten, Ulf -- Guiducci, Candace -- Groop, Leif C -- Gonzalez, Elena -- Gieger, Christian -- Freimer, Nelson B -- Ferrucci, Luigi -- Erdmann, Jeanette -- Elliott, Paul -- Ejebe, Kenechi G -- Doring, Angela -- Dominiczak, Anna F -- Demissie, Serkalem -- Deloukas, Panagiotis -- de Geus, Eco J C -- de Faire, Ulf -- Crawford, Gabriel -- Collins, Francis S -- Chen, Yii-der I -- Caulfield, Mark J -- Campbell, Harry -- Burtt, Noel P -- Bonnycastle, Lori L -- Boomsma, Dorret I -- Boekholdt, S Matthijs -- Bergman, Richard N -- Barroso, Ines -- Bandinelli, Stefania -- Ballantyne, Christie M -- Assimes, Themistocles L -- Quertermous, Thomas -- Altshuler, David -- Seielstad, Mark -- Wong, Tien Y -- Tai, E-Shyong -- Feranil, Alan B -- Kuzawa, Christopher W -- Adair, Linda S -- Taylor, Herman A Jr -- Borecki, Ingrid B -- Gabriel, Stacey B -- Wilson, James G -- Holm, Hilma -- Thorsteinsdottir, Unnur -- Gudnason, Vilmundur -- Krauss, Ronald M -- Mohlke, Karen L -- Ordovas, Jose M -- Munroe, Patricia B -- Kooner, Jaspal S -- Tall, Alan R -- Hegele, Robert A -- Kastelein, John J P -- Schadt, Eric E -- Rotter, Jerome I -- Boerwinkle, Eric -- Strachan, David P -- Mooser, Vincent -- Stefansson, Kari -- Reilly, Muredach P -- Samani, Nilesh J -- Schunkert, Heribert -- Cupples, L Adrienne -- Sandhu, Manjinder S -- Ridker, Paul M -- Rader, Daniel J -- van Duijn, Cornelia M -- Peltonen, Leena -- Abecasis, Goncalo R -- Boehnke, Michael -- Kathiresan, Sekar -- 068545/Z/02/Wellcome Trust/United Kingdom -- 076113/B/04/Z/Wellcome Trust/United Kingdom -- 077016/Z/05/Z/Wellcome Trust/United Kingdom -- 079895/Wellcome Trust/United Kingdom -- 1Z01 HG000024/HG/NHGRI NIH HHS/ -- 5R01DK06833603/DK/NIDDK NIH HHS/ -- 5R01DK07568102/DK/NIDDK NIH HHS/ -- 5R01HL087679-02/HL/NHLBI NIH HHS/ -- 5R01HL08770003/HL/NHLBI NIH HHS/ -- 5R01HL08821502/HL/NHLBI NIH HHS/ -- CA 047988/CA/NCI NIH HHS/ -- CZB/4/710/Chief Scientist Office/United Kingdom -- DK062370/DK/NIDDK NIH HHS/ -- DK063491/DK/NIDDK NIH HHS/ -- DK072193/DK/NIDDK NIH HHS/ -- DK078150/DK/NIDDK NIH HHS/ -- DK56350/DK/NIDDK NIH HHS/ -- ES10126/ES/NIEHS NIH HHS/ -- G0000934/Medical Research Council/United Kingdom -- G0401527/Medical Research Council/United Kingdom -- G0601966/Medical Research Council/United Kingdom -- G0700931/Medical Research Council/United Kingdom -- G0701863/Medical Research Council/United Kingdom -- G0801056/Medical Research Council/United Kingdom -- G0801566/Medical Research Council/United Kingdom -- G9521010/Medical Research Council/United Kingdom -- G9521010D/Medical Research Council/United Kingdom -- HHSN268200625226C/PHS HHS/ -- HL 04381/HL/NHLBI NIH HHS/ -- HL 080467/HL/NHLBI NIH HHS/ -- HL-54776/HL/NHLBI NIH HHS/ -- HL085144/HL/NHLBI NIH HHS/ -- K99 HL098364/HL/NHLBI NIH HHS/ -- K99 HL098364-01/HL/NHLBI NIH HHS/ -- K99HL094535/HL/NHLBI NIH HHS/ -- M01-RR00425/RR/NCRR NIH HHS/ -- MC_QA137934/Medical Research Council/United Kingdom -- MC_U106179471/Medical Research Council/United Kingdom -- MC_U106188470/Medical Research Council/United Kingdom -- MC_U127561128/Medical Research Council/United Kingdom -- N01 HC-15103/HC/NHLBI NIH HHS/ -- N01 HC-55222/HC/NHLBI NIH HHS/ -- N01-AG-12100/AG/NIA NIH HHS/ -- N01-HC-25195/HC/NHLBI NIH HHS/ -- N01-HC-35129/HC/NHLBI NIH HHS/ -- N01-HC-45133/HC/NHLBI NIH HHS/ -- N01-HC-55015/HC/NHLBI NIH HHS/ -- N01-HC-55016/HC/NHLBI NIH HHS/ -- N01-HC-55018/HC/NHLBI NIH HHS/ -- N01-HC-55019/HC/NHLBI NIH HHS/ -- N01-HC-55020/HC/NHLBI NIH HHS/ -- N01-HC-55021/HC/NHLBI NIH HHS/ -- N01-HC-55022/HC/NHLBI NIH HHS/ -- N01-HC-75150/HC/NHLBI NIH HHS/ -- N01-HC-85079/HC/NHLBI NIH HHS/ -- N01-HC-85080/HC/NHLBI NIH HHS/ -- N01-HC-85081/HC/NHLBI NIH HHS/ -- N01-HC-85082/HC/NHLBI NIH HHS/ -- N01-HC-85083/HC/NHLBI NIH HHS/ -- N01-HC-85084/HC/NHLBI NIH HHS/ -- N01-HC-85085/HC/NHLBI NIH HHS/ -- N01-HC-85086/HC/NHLBI NIH HHS/ -- N01-HG-65403/HG/NHGRI NIH HHS/ -- N02-HL-6-4278/HL/NHLBI NIH HHS/ -- PG/02/128/British Heart Foundation/United Kingdom -- PG/08/094/British Heart Foundation/United Kingdom -- PG/08/094/26019/British Heart Foundation/United Kingdom -- R01 DK072193/DK/NIDDK NIH HHS/ -- R01 DK078150/DK/NIDDK NIH HHS/ -- R01 HL087647/HL/NHLBI NIH HHS/ -- R01 HL087676/HL/NHLBI NIH HHS/ -- R01 HL089650/HL/NHLBI NIH HHS/ -- R01HL086694/HL/NHLBI NIH HHS/ -- R01HL087641/HL/NHLBI NIH HHS/ -- R01HL087652/HL/NHLBI NIH HHS/ -- R01HL59367/HL/NHLBI NIH HHS/ -- R24 HD050924/HD/NICHD NIH HHS/ -- RC1 HL099634/HL/NHLBI NIH HHS/ -- RC1 HL099634-02/HL/NHLBI NIH HHS/ -- RC1 HL099793/HL/NHLBI NIH HHS/ -- RC2 HL101864,/HL/NHLBI NIH HHS/ -- RC2 HL102419/HL/NHLBI NIH HHS/ -- RG/07/005/23633/British Heart Foundation/United Kingdom -- RR20649/RR/NCRR NIH HHS/ -- SP/08/005/25115/British Heart Foundation/United Kingdom -- T32 GM007092/GM/NIGMS NIH HHS/ -- T32 HG00040/HG/NHGRI NIH HHS/ -- T32HL007208/HL/NHLBI NIH HHS/ -- TW05596/TW/FIC NIH HHS/ -- U01 DK062370/DK/NIDDK NIH HHS/ -- U01 DK062418/DK/NIDDK NIH HHS/ -- U01 HL069757/HL/NHLBI NIH HHS/ -- U01 HL080295/HL/NHLBI NIH HHS/ -- U01HG004402/HG/NHGRI NIH HHS/ -- U54 RR020278/RR/NCRR NIH HHS/ -- UL1RR025005/RR/NCRR NIH HHS/ -- Intramural NIH HHS/ -- England -- Nature. 2010 Aug 5;466(7307):707-13. doi: 10.1038/nature09270.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan 48109, USA.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/20686565" target="_blank"〉PubMed〈/a〉

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〉

Description: There is evidence across several species for genetic control of phenotypic variation of complex traits, such that the variance among phenotypes is genotype dependent. Understanding genetic control of variability is important in evolutionary biology, agricultural selection programmes and human medicine, yet for complex traits, no individual genetic variants associated with variance, as opposed to the mean, have been identified. Here we perform a meta-analysis of genome-wide association studies of phenotypic variation using approximately 170,000 samples on height and body mass index (BMI) in human populations. We report evidence that the single nucleotide polymorphism (SNP) rs7202116 at the FTO gene locus, which is known to be associated with obesity (as measured by mean BMI for each rs7202116 genotype), is also associated with phenotypic variability. We show that the results are not due to scale effects or other artefacts, and find no other experiment-wise significant evidence for effects on variability, either at loci other than FTO for BMI or at any locus for height. The difference in variance for BMI among individuals with opposite homozygous genotypes at the FTO locus is approximately 7%, corresponding to a difference of approximately 0.5 kilograms in the standard deviation of weight. Our results indicate that genetic variants can be discovered that are associated with variability, and that between-person variability in obesity can partly be explained by the genotype at the FTO locus. The results are consistent with reported FTO by environment interactions for BMI, possibly mediated by DNA methylation. Our BMI results for other SNPs and our height results for all SNPs suggest that most genetic variants, including those that influence mean height or mean BMI, are not associated with phenotypic variance, or that their effects on variability are too small to detect even with samples sizes greater than 100,000.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3564953/" 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/PMC3564953/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Yang, Jian -- Loos, Ruth J F -- Powell, Joseph E -- Medland, Sarah E -- Speliotes, Elizabeth K -- Chasman, Daniel I -- Rose, Lynda M -- Thorleifsson, Gudmar -- Steinthorsdottir, Valgerdur -- Magi, Reedik -- Waite, Lindsay -- Smith, Albert Vernon -- Yerges-Armstrong, Laura M -- Monda, Keri L -- Hadley, David -- Mahajan, Anubha -- Li, Guo -- Kapur, Karen -- Vitart, Veronique -- Huffman, Jennifer E -- Wang, Sophie R -- Palmer, Cameron -- Esko, Tonu -- Fischer, Krista -- Zhao, Jing Hua -- Demirkan, Ayse -- Isaacs, Aaron -- Feitosa, Mary F -- Luan, Jian'an -- Heard-Costa, Nancy L -- White, Charles -- Jackson, Anne U -- Preuss, Michael -- Ziegler, Andreas -- Eriksson, Joel -- Kutalik, Zoltan -- Frau, Francesca -- Nolte, Ilja M -- Van Vliet-Ostaptchouk, Jana V -- Hottenga, Jouke-Jan -- Jacobs, Kevin B -- Verweij, Niek -- Goel, Anuj -- Medina-Gomez, Carolina -- Estrada, Karol -- Bragg-Gresham, Jennifer Lynn -- Sanna, Serena -- Sidore, Carlo -- Tyrer, Jonathan -- Teumer, Alexander -- Prokopenko, Inga -- Mangino, Massimo -- Lindgren, Cecilia M -- Assimes, Themistocles L -- Shuldiner, Alan R -- Hui, Jennie -- Beilby, John P -- McArdle, Wendy L -- Hall, Per -- Haritunians, Talin -- Zgaga, Lina -- Kolcic, Ivana -- Polasek, Ozren -- Zemunik, Tatijana -- Oostra, Ben A -- Junttila, M Juhani -- Gronberg, Henrik -- Schreiber, Stefan -- Peters, Annette -- Hicks, Andrew A -- Stephens, Jonathan -- Foad, Nicola S -- Laitinen, Jaana -- Pouta, Anneli -- Kaakinen, Marika -- Willemsen, Gonneke -- Vink, Jacqueline M -- Wild, Sarah H -- Navis, Gerjan -- Asselbergs, Folkert W -- Homuth, Georg -- John, Ulrich -- Iribarren, Carlos -- Harris, Tamara -- Launer, Lenore -- Gudnason, Vilmundur -- O'Connell, Jeffrey R -- Boerwinkle, Eric -- Cadby, Gemma -- Palmer, Lyle J -- James, Alan L -- Musk, Arthur W -- Ingelsson, Erik -- Psaty, Bruce M -- Beckmann, Jacques S -- Waeber, Gerard -- Vollenweider, Peter -- Hayward, Caroline -- Wright, Alan F -- Rudan, Igor -- Groop, Leif C -- Metspalu, Andres -- Khaw, Kay Tee -- van Duijn, Cornelia M -- Borecki, Ingrid B -- Province, Michael A -- Wareham, Nicholas J -- Tardif, Jean-Claude -- Huikuri, Heikki V -- Cupples, L Adrienne -- Atwood, Larry D -- Fox, Caroline S -- Boehnke, Michael -- Collins, Francis S -- Mohlke, Karen L -- Erdmann, Jeanette -- Schunkert, Heribert -- Hengstenberg, Christian -- Stark, Klaus -- Lorentzon, Mattias -- Ohlsson, Claes -- Cusi, Daniele -- Staessen, Jan A -- Van der Klauw, Melanie M -- Pramstaller, Peter P -- Kathiresan, Sekar -- Jolley, Jennifer D -- Ripatti, Samuli -- Jarvelin, Marjo-Riitta -- de Geus, Eco J C -- Boomsma, Dorret I -- Penninx, Brenda -- Wilson, James F -- Campbell, Harry -- Chanock, Stephen J -- van der Harst, Pim -- Hamsten, Anders -- Watkins, Hugh -- Hofman, Albert -- Witteman, Jacqueline C -- Zillikens, M Carola -- Uitterlinden, Andre G -- Rivadeneira, Fernando -- Kiemeney, Lambertus A -- Vermeulen, Sita H -- Abecasis, Goncalo R -- Schlessinger, David -- Schipf, Sabine -- Stumvoll, Michael -- Tonjes, Anke -- Spector, Tim D -- North, Kari E -- Lettre, Guillaume -- McCarthy, Mark I -- Berndt, Sonja I -- Heath, Andrew C -- Madden, Pamela A F -- Nyholt, Dale R -- Montgomery, Grant W -- Martin, Nicholas G -- McKnight, Barbara -- Strachan, David P -- Hill, William G -- Snieder, Harold -- Ridker, Paul M -- Thorsteinsdottir, Unnur -- Stefansson, Kari -- Frayling, Timothy M -- Hirschhorn, Joel N -- Goddard, Michael E -- Visscher, Peter M -- 090532/Wellcome Trust/United Kingdom -- 14136/Cancer Research UK/United Kingdom -- AA014041/AA/NIAAA NIH HHS/ -- AA07535/AA/NIAAA NIH HHS/ -- AA10248/AA/NIAAA NIH HHS/ -- AA13320/AA/NIAAA NIH HHS/ -- AA13321/AA/NIAAA NIH HHS/ -- AA13326/AA/NIAAA NIH HHS/ -- CZB/4/710/Chief Scientist Office/United Kingdom -- DA12854/DA/NIDA NIH HHS/ -- F32 AR059469/AR/NIAMS NIH HHS/ -- F32 DK079466/DK/NIDDK NIH HHS/ -- G0601261/Medical Research Council/United Kingdom -- G1000143/Medical Research Council/United Kingdom -- GM057091/GM/NIGMS NIH HHS/ -- HHSN268201100005C/HL/NHLBI NIH HHS/ -- HHSN268201100006C/HL/NHLBI NIH HHS/ -- HHSN268201100007C/HL/NHLBI NIH HHS/ -- HHSN268201100008C/HL/NHLBI NIH HHS/ -- HHSN268201100009C/HL/NHLBI NIH HHS/ -- HHSN268201100010C/HL/NHLBI NIH HHS/ -- HHSN268201100011C/HL/NHLBI NIH HHS/ -- 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AG027058/AG/NIA NIH HHS/ -- R01 DA012854/DA/NIDA NIH HHS/ -- R01 DK062370/DK/NIDDK NIH HHS/ -- R01 DK072193/DK/NIDDK NIH HHS/ -- R01 DK073490/DK/NIDDK NIH HHS/ -- R01 DK075681/DK/NIDDK NIH HHS/ -- R01 DK075787/DK/NIDDK NIH HHS/ -- R01 HG002651/HG/NHGRI NIH HHS/ -- R01 HL043851/HL/NHLBI NIH HHS/ -- R01 HL059367/HL/NHLBI NIH HHS/ -- R01 HL075366/HL/NHLBI NIH HHS/ -- R01 HL080295/HL/NHLBI NIH HHS/ -- R01 HL086694/HL/NHLBI NIH HHS/ -- R01 HL087641/HL/NHLBI NIH HHS/ -- R01 HL087647/HL/NHLBI NIH HHS/ -- R01 HL087652/HL/NHLBI NIH HHS/ -- R01 HL087676/HL/NHLBI NIH HHS/ -- R01 HL087679/HL/NHLBI NIH HHS/ -- R01 HL105756/HL/NHLBI NIH HHS/ -- R01 LM010098/LM/NLM NIH HHS/ -- R01 MH063706/MH/NIMH NIH HHS/ -- RL1 MH083268/MH/NIMH NIH HHS/ -- U01 DK062418/DK/NIDDK NIH HHS/ -- U01 HG004402/HG/NHGRI NIH HHS/ -- U01 HL054527/HL/NHLBI NIH HHS/ -- U01 HL069757/HL/NHLBI NIH HHS/ -- U01 HL072515/HL/NHLBI NIH HHS/ -- U01 HL084729/HL/NHLBI NIH HHS/ -- U01 HL084756/HL/NHLBI NIH HHS/ -- U54 RR020278/RR/NCRR NIH HHS/ -- UL1 RR033176/RR/NCRR NIH HHS/ -- Z01 HG000024-14/Intramural NIH HHS/ -- England -- Nature. 2012 Oct 11;490(7419):267-72. doi: 10.1038/nature11401. Epub 2012 Sep 16.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/22982992" target="_blank"〉PubMed〈/a〉

Description: Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence the phenotype. Genome-wide association (GWA) studies have identified more than 600 variants associated with human traits, but these typically explain small fractions of phenotypic variation, raising questions about the use of further studies. Here, using 183,727 individuals, we show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait. The large number of loci reveals patterns with important implications for genetic studies of common human diseases and traits. First, the 180 loci are not random, but instead are enriched for genes that are connected in biological pathways (P = 0.016) and that underlie skeletal growth defects (P 〈 0.001). Second, the likely causal gene is often located near the most strongly associated variant: in 13 of 21 loci containing a known skeletal growth gene, that gene was closest to the associated variant. Third, at least 19 loci have multiple independently associated variants, suggesting that allelic heterogeneity is a frequent feature of polygenic traits, that comprehensive explorations of already-discovered loci should discover additional variants and that an appreciable fraction of associated loci may have been identified. Fourth, associated variants are enriched for likely functional effects on genes, being over-represented among variants that alter amino-acid structure of proteins and expression levels of nearby genes. Our data explain approximately 10% of the phenotypic variation in height, and we estimate that unidentified common variants of similar effect sizes would increase this figure to approximately 16% of phenotypic variation (approximately 20% of heritable variation). Although additional approaches are needed to dissect the genetic architecture of polygenic human traits fully, our findings indicate that GWA studies can identify large numbers of loci that implicate biologically relevant genes and pathways.〈br /〉〈br /〉〈a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955183/" 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/PMC2955183/" target="_blank"〉This paper as free author manuscript - peer-reviewed and accepted for publication〈/a〉〈br /〉〈br /〉〈span class="detail_caption"〉Notes: 〈/span〉Lango Allen, Hana -- Estrada, Karol -- Lettre, Guillaume -- Berndt, Sonja I -- Weedon, Michael N -- Rivadeneira, Fernando -- Willer, Cristen J -- Jackson, Anne U -- Vedantam, Sailaja -- Raychaudhuri, Soumya -- Ferreira, Teresa -- Wood, Andrew R -- Weyant, Robert J -- Segre, Ayellet V -- Speliotes, Elizabeth K -- Wheeler, Eleanor -- Soranzo, Nicole -- Park, Ju-Hyun -- Yang, Jian -- Gudbjartsson, Daniel -- Heard-Costa, Nancy L -- Randall, Joshua C -- Qi, Lu -- Vernon Smith, Albert -- Magi, Reedik -- Pastinen, Tomi -- Liang, Liming -- Heid, Iris M -- Luan, Jian'an -- Thorleifsson, Gudmar -- Winkler, Thomas W -- Goddard, Michael E -- Sin Lo, Ken -- Palmer, Cameron -- Workalemahu, Tsegaselassie -- Aulchenko, Yurii S -- Johansson, Asa -- Zillikens, M Carola -- Feitosa, Mary F -- Esko, Tonu -- Johnson, Toby -- Ketkar, Shamika -- Kraft, Peter -- Mangino, Massimo -- Prokopenko, Inga -- Absher, Devin -- Albrecht, Eva -- Ernst, Florian -- Glazer, Nicole L -- Hayward, Caroline -- Hottenga, Jouke-Jan -- Jacobs, Kevin B -- Knowles, Joshua W -- Kutalik, Zoltan -- Monda, Keri L -- Polasek, Ozren -- Preuss, Michael -- Rayner, Nigel W -- Robertson, Neil R -- Steinthorsdottir, Valgerdur -- Tyrer, Jonathan P -- Voight, Benjamin F -- Wiklund, Fredrik -- Xu, Jianfeng -- Zhao, Jing Hua -- Nyholt, Dale R -- Pellikka, Niina -- Perola, Markus -- Perry, John R B -- Surakka, Ida -- Tammesoo, Mari-Liis -- Altmaier, Elizabeth L -- Amin, Najaf -- Aspelund, Thor -- Bhangale, Tushar -- Boucher, Gabrielle -- Chasman, Daniel I -- Chen, Constance -- Coin, Lachlan -- Cooper, Matthew N -- Dixon, Anna L -- Gibson, Quince -- Grundberg, Elin -- Hao, Ke -- Juhani Junttila, M -- Kaplan, Lee M -- Kettunen, Johannes -- Konig, Inke R -- Kwan, Tony -- Lawrence, Robert W -- Levinson, Douglas F -- Lorentzon, Mattias -- McKnight, Barbara -- Morris, Andrew P -- Muller, Martina -- Suh Ngwa, Julius -- Purcell, Shaun -- Rafelt, Suzanne -- Salem, Rany M -- Salvi, Erika -- Sanna, Serena -- Shi, Jianxin -- Sovio, Ulla -- Thompson, John R -- Turchin, Michael C -- Vandenput, Liesbeth -- Verlaan, Dominique J -- Vitart, Veronique -- White, Charles C -- Ziegler, Andreas -- Almgren, Peter -- Balmforth, Anthony J -- Campbell, Harry -- Citterio, Lorena -- De Grandi, Alessandro -- Dominiczak, Anna -- Duan, Jubao -- Elliott, Paul -- Elosua, Roberto -- Eriksson, Johan G -- Freimer, Nelson B -- Geus, Eco J C -- Glorioso, Nicola -- Haiqing, Shen -- Hartikainen, Anna-Liisa -- Havulinna, Aki S -- Hicks, Andrew A -- Hui, Jennie -- Igl, Wilmar -- Illig, Thomas -- Jula, Antti -- Kajantie, Eero -- Kilpelainen, Tuomas O -- Koiranen, Markku -- Kolcic, Ivana -- Koskinen, Seppo -- Kovacs, Peter -- Laitinen, Jaana -- Liu, Jianjun -- Lokki, Marja-Liisa -- Marusic, Ana -- Maschio, Andrea -- Meitinger, Thomas -- Mulas, Antonella -- Pare, Guillaume -- Parker, Alex N -- Peden, John F -- Petersmann, Astrid -- Pichler, Irene -- Pietilainen, Kirsi H -- Pouta, Anneli -- Ridderstrale, Martin -- Rotter, Jerome I -- Sambrook, Jennifer G -- Sanders, Alan R -- Schmidt, Carsten Oliver -- Sinisalo, Juha -- Smit, Jan H -- Stringham, Heather M -- Bragi Walters, G -- Widen, Elisabeth -- Wild, Sarah H -- Willemsen, Gonneke -- Zagato, Laura -- Zgaga, Lina -- Zitting, Paavo -- Alavere, Helene -- Farrall, Martin -- McArdle, Wendy L -- Nelis, Mari -- Peters, Marjolein J -- Ripatti, Samuli -- van Meurs, Joyce B J -- Aben, Katja K -- Ardlie, Kristin G -- Beckmann, Jacques S -- Beilby, John P -- Bergman, Richard N -- Bergmann, Sven -- Collins, Francis S -- Cusi, Daniele -- den Heijer, Martin -- Eiriksdottir, Gudny -- Gejman, Pablo V -- Hall, Alistair S -- Hamsten, Anders -- Huikuri, Heikki V -- Iribarren, Carlos -- Kahonen, Mika -- Kaprio, Jaakko -- Kathiresan, Sekar -- Kiemeney, Lambertus -- Kocher, Thomas -- Launer, Lenore J -- Lehtimaki, Terho -- Melander, Olle -- Mosley, Tom H Jr -- Musk, Arthur W -- Nieminen, Markku S -- O'Donnell, Christopher J -- Ohlsson, Claes -- Oostra, Ben -- Palmer, Lyle J -- Raitakari, Olli -- Ridker, Paul M -- Rioux, John D -- Rissanen, Aila -- Rivolta, Carlo -- Schunkert, Heribert -- Shuldiner, Alan R -- Siscovick, David S -- Stumvoll, Michael -- Tonjes, Anke -- Tuomilehto, Jaakko -- van Ommen, Gert-Jan -- Viikari, Jorma -- Heath, Andrew C -- Martin, Nicholas G -- Montgomery, Grant W -- Province, Michael A -- Kayser, Manfred -- Arnold, Alice M -- Atwood, Larry D -- Boerwinkle, Eric -- Chanock, Stephen J -- Deloukas, Panos -- Gieger, Christian -- Gronberg, Henrik -- Hall, Per -- Hattersley, Andrew T -- Hengstenberg, Christian -- Hoffman, Wolfgang -- Lathrop, G Mark -- Salomaa, Veikko -- Schreiber, Stefan -- Uda, Manuela -- Waterworth, Dawn -- Wright, Alan F -- Assimes, Themistocles L -- Barroso, Ines -- Hofman, Albert -- Mohlke, Karen L -- Boomsma, Dorret I -- Caulfield, Mark J -- Cupples, L Adrienne -- Erdmann, Jeanette -- Fox, Caroline S -- Gudnason, Vilmundur -- Gyllensten, Ulf -- Harris, Tamara B -- Hayes, Richard B -- Jarvelin, Marjo-Riitta -- Mooser, Vincent -- Munroe, Patricia B -- Ouwehand, Willem H -- Penninx, Brenda W -- Pramstaller, Peter P -- Quertermous, Thomas -- Rudan, Igor -- Samani, Nilesh J -- Spector, Timothy D -- Volzke, Henry -- Watkins, Hugh -- Wilson, James F -- Groop, Leif C -- Haritunians, Talin -- Hu, Frank B -- Kaplan, Robert C -- Metspalu, Andres -- North, Kari E -- Schlessinger, David -- Wareham, Nicholas J -- Hunter, David J -- O'Connell, Jeffrey R -- Strachan, David P -- Wichmann, H-Erich -- Borecki, Ingrid B -- van Duijn, Cornelia M -- Schadt, Eric E -- Thorsteinsdottir, Unnur -- Peltonen, Leena -- Uitterlinden, Andre G -- Visscher, Peter M -- Chatterjee, Nilanjan -- Loos, Ruth J F -- Boehnke, Michael -- McCarthy, Mark I -- Ingelsson, Erik -- Lindgren, Cecilia M -- Abecasis, Goncalo R -- Stefansson, Kari -- Frayling, Timothy M -- Hirschhorn, Joel N -- 064890/Wellcome Trust/United Kingdom -- 068545/Wellcome Trust/United Kingdom -- 068545/Z/02/Wellcome Trust/United Kingdom -- 072856/Wellcome Trust/United Kingdom -- 072960/Wellcome Trust/United Kingdom -- 075491/Wellcome Trust/United Kingdom -- 076113/Wellcome Trust/United Kingdom -- 076113/B/04/Z/Wellcome Trust/United Kingdom -- 076113/C/04/Z/Wellcome Trust/United Kingdom -- 077016/Wellcome Trust/United Kingdom -- 077016/Z/05/Z/Wellcome Trust/United Kingdom -- 079557/Wellcome Trust/United Kingdom -- 079771/Wellcome Trust/United Kingdom -- 079895/Wellcome Trust/United Kingdom -- 081682/Wellcome Trust/United Kingdom -- 081682/Z/06/Z/Wellcome Trust/United Kingdom -- 083270/Wellcome Trust/United Kingdom -- 084183/Z/07/Z/Wellcome Trust/United Kingdom -- 085301/Wellcome Trust/United Kingdom -- 085301/Z/08/Z/Wellcome Trust/United Kingdom -- 086596/Wellcome Trust/United Kingdom -- 086596/Z/08/Z/Wellcome Trust/United Kingdom -- 088885/Wellcome Trust/United Kingdom -- 090532/Wellcome Trust/United Kingdom -- 091746/Wellcome Trust/United Kingdom -- 091746/Z/10/Z/Wellcome Trust/United Kingdom -- 263-MA-410953/PHS HHS/ -- AA014041/AA/NIAAA NIH HHS/ -- AA07535/AA/NIAAA NIH HHS/ -- AA10248/AA/NIAAA NIH HHS/ -- AA13320/AA/NIAAA NIH HHS/ -- AA13321/AA/NIAAA NIH HHS/ -- AA13326/AA/NIAAA NIH HHS/ -- CA047988/CA/NCI NIH HHS/ -- CA49449/CA/NCI NIH HHS/ -- CA50385/CA/NCI NIH HHS/ -- CA65725/CA/NCI NIH HHS/ -- CA67262/CA/NCI NIH HHS/ -- CA87969/CA/NCI NIH HHS/ -- CZB/4/276/Chief Scientist Office/United Kingdom -- 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Epub 2010 Sep 29.〈br /〉〈span class="detail_caption"〉Author address: 〈/span〉Genetics of Complex Traits, Peninsula College of Medicine and Dentistry, University of Exeter, Exeter EX1 2LU, UK.〈br /〉〈span class="detail_caption"〉Record origin:〈/span〉 〈a href="http://www.ncbi.nlm.nih.gov/pubmed/20881960" target="_blank"〉PubMed〈/a〉

Description: We use a genome-wide association of 1 million parental lifespans of genotyped subjects and data on mortality risk factors to validate previously unreplicated findings near CDKN2B-AS1, ATXN2/BRAP, FURIN/FES, ZW10, PSORS1C3, and 13q21.31, and identify and replicate novel findings near ABO, ZC3HC1, and IGF2R. We also validate previous findings near 5q33.3/EBF1 and FOXO3, whilst finding contradictory evidence at other loci. Gene set and cell-specific analyses show that expression in foetal brain cells and adult dorsolateral prefrontal cortex is enriched for lifespan variation, as are gene pathways involving lipid proteins and homeostasis, vesicle-mediated transport, and synaptic function. Individual genetic variants that increase dementia, cardiovascular disease, and lung cancer – but not other cancers – explain the most variance. Resulting polygenic scores show a mean lifespan difference of around five years of life across the deciles.Editorial note: This article has been through an editorial process in which the authors decide how to respond to the issues raised during peer review. The Reviewing Editor's assessment is that all the issues have been addressed (see decision letter).

Description: The pubertal height growth spurt is a distinctive feature of childhood growth reflecting both the central onset of puberty and local growth factors. Although little is known about the underlying genetics, growth variability during puberty correlates with adult risks for hormone-dependent cancer and adverse cardiometabolic health. The only gene so far associated with pubertal height growth, LIN28B, pleiotropically influences childhood growth, puberty and cancer progression, pointing to shared underlying mechanisms. To discover genetic loci influencing pubertal height and growth and to place them in context of overall growth and maturation, we performed genome-wide association meta-analyses in 18 737 European samples utilizing longitudinally collected height measurements. We found significant associations ( P 〈 1.67 x 10 –8 ) at 10 loci, including LIN28B . Five loci associated with pubertal timing, all impacting multiple aspects of growth. In particular, a novel variant correlated with expression of MAPK3 , and associated both with increased prepubertal growth and earlier menarche. Another variant near ADCY3-POMC associated with increased body mass index, reduced pubertal growth and earlier puberty. Whereas epidemiological correlations suggest that early puberty marks a pathway from rapid prepubertal growth to reduced final height and adult obesity, our study shows that individual loci associating with pubertal growth have variable longitudinal growth patterns that may differ from epidemiological observations. Overall, this study uncovers part of the complex genetic architecture linking pubertal height growth, the timing of puberty and childhood obesity and provides new information to pinpoint processes linking these traits.

Description: Here we analyzed whole-genome sequences of 3,969 influenza A(H1N1)pdm09 and 4,774 A(H3N2) strains that circulated during 2009–2015 in the world. The analysis revealed changes at 481 and 533 amino acid sites in proteins of influenza A(H1N1)pdm09 and A(H3N2) strains, respectively. Many of these changes were introduced as a result of random drift. However, there were 61 and 68 changes that were present in relatively large number of A(H1N1)pdm09 and A(H3N2) strains, respectively, that circulated during relatively long time. We named these amino acid substitutions evolutionary markers, as they seemed to contain valuable information regarding the viral evolution. Interestingly, influenza A(H1N1)pdm09 and A(H3N2) viruses acquired non-overlapping sets of evolutionary markers. We next analyzed these characteristic markers in vaccine strains recommended by the World Health Organization for the past five years. Our analysis revealed that vaccine strains carried only few evolutionary markers at antigenic sites of viral hemagglutinin (HA) and neuraminidase (NA). The absence of these markers at antigenic sites could affect the recognition of HA and NA by human antibodies generated in response to vaccinations. This could, in part, explain moderate efficacy of influenza vaccines during 2009–2014. Finally, we identified influenza A(H1N1)pdm09 and A(H3N2) strains, which contain all the evolutionary markers of influenza A strains circulated in 2015, and which could be used as vaccine candidates for the 2015/2016 season. Thus, genome-wide analysis of evolutionary markers of influenza A(H1N1)pdm09 and A(H3N2) viruses may guide selection of vaccine strain candidates.

Description: Motivation : A dominant approach to genetic association studies is to perform univariate tests between genotype-phenotype pairs. However, analyzing related traits together increases statistical power, and certain complex associations become detectable only when several variants are tested jointly. Currently, modest sample sizes of individual cohorts, and restricted availability of individual-level genotype-phenotype data across the cohorts limit conducting multivariate tests. Results : We introduce metaCCA , a computational framework for summary statistics-based analysis of a single or multiple studies that allows multivariate representation of both genotype and phenotype. It extends the statistical technique of canonical correlation analysis to the setting where original individual-level records are not available, and employs a covariance shrinkage algorithm to achieve robustness. Multivariate meta-analysis of two Finnish studies of nuclear magnetic resonance metabolomics by metaCCA , using standard univariate output from the program SNPTEST, shows an excellent agreement with the pooled individual-level analysis of original data. Motivated by strong multivariate signals in the lipid genes tested, we envision that multivariate association testing using metaCCA has a great potential to provide novel insights from already published summary statistics from high-throughput phenotyping technologies. Availability and implementation : Code is available at https://github.com/aalto-ics-kepaco Contacts: anna.cichonska@helsinki.fi or matti.pirinen@helsinki.fi Supplementary information: Supplementary data are available at Bioinformatics online.

Description: Little is known about genes regulating male puberty. Further, while many identified pubertal timing variants associate with age at menarche, a late manifestation of puberty, and body mass, little is known about these variants' relationship to pubertal initiation or tempo. To address these questions, we performed genome-wide association meta-analysis in over 11 000 European samples with data on early pubertal traits, male genital and female breast development, measured by the Tanner scale. We report the first genome-wide significant locus for male sexual development upstream of myocardin-like 2 ( MKL2 ) ( P = 8.9 x 10 –9 ), a menarche locus tagging a developmental pathway linking earlier puberty with reduced pubertal growth ( P = 4.6 x 10 –5 ) and short adult stature ( p = 7.5 x 10 –6 ) in both males and females. Furthermore, our results indicate that a proportion of menarche loci are important for pubertal initiation in both sexes. Consistent with epidemiological correlations between increased prepubertal body mass and earlier pubertal timing in girls, body mass index (BMI)-increasing alleles correlated with earlier breast development. In boys, some BMI-increasing alleles associated with earlier, and others with delayed, sexual development; these genetic results mimic the controversy in epidemiological studies, some of which show opposing correlations between prepubertal BMI and male puberty. Our results contribute to our understanding of the pubertal initiation program in both sexes and indicate that although mechanisms regulating pubertal onset in males and females may largely be shared, the relationship between body mass and pubertal timing in boys may be complex and requires further genetic studies.

Description: Motivation : The goal of fine-mapping in genomic regions associated with complex diseases and traits is to identify causal variants that point to molecular mechanisms behind the associations. Recent fine-mapping methods using summary data from genome-wide association studies rely on exhaustive search through all possible causal configurations, which is computationally expensive. Results : We introduce FINEMAP, a software package to efficiently explore a set of the most important causal configurations of the region via a shotgun stochastic search algorithm. We show that FINEMAP produces accurate results in a fraction of processing time of existing approaches and is therefore a promising tool for analyzing growing amounts of data produced in genome-wide association studies and emerging sequencing projects. Availability and implementation : FINEMAP v1.0 is freely available for Mac OS X and Linux at http://www.christianbenner.com . Contact : christian.benner@helsinki.fi or matti.pirinen@helsinki.fi