%0 Journal Article %J Nat Genet %D 2010 %T Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index. %A Speliotes, Elizabeth K %A Willer, Cristen J %A Berndt, Sonja I %A Monda, Keri L %A Thorleifsson, Gudmar %A Jackson, Anne U %A Lango Allen, Hana %A Lindgren, Cecilia M %A Luan, Jian'an %A Mägi, Reedik %A Randall, Joshua C %A Vedantam, Sailaja %A Winkler, Thomas W %A Qi, Lu %A Workalemahu, Tsegaselassie %A Heid, Iris M %A Steinthorsdottir, Valgerdur %A Stringham, Heather M %A Weedon, Michael N %A Wheeler, Eleanor %A Wood, Andrew R %A Ferreira, Teresa %A Weyant, Robert J %A Segrè, Ayellet V %A Estrada, Karol %A Liang, Liming %A Nemesh, James %A Park, Ju-Hyun %A Gustafsson, Stefan %A Kilpeläinen, Tuomas O %A Yang, Jian %A Bouatia-Naji, Nabila %A Esko, Tõnu %A Feitosa, Mary F %A Kutalik, Zoltán %A Mangino, Massimo %A Raychaudhuri, Soumya %A Scherag, Andre %A Smith, Albert Vernon %A Welch, Ryan %A Zhao, Jing Hua %A Aben, Katja K %A Absher, Devin M %A Amin, Najaf %A Dixon, Anna L %A Fisher, Eva %A Glazer, Nicole L %A Goddard, Michael E %A Heard-Costa, Nancy L %A Hoesel, Volker %A Hottenga, Jouke-Jan %A Johansson, Asa %A Johnson, Toby %A Ketkar, Shamika %A Lamina, Claudia %A Li, Shengxu %A Moffatt, Miriam F %A Myers, Richard H %A Narisu, Narisu %A Perry, John R B %A Peters, Marjolein J %A Preuss, Michael %A Ripatti, Samuli %A Rivadeneira, Fernando %A Sandholt, Camilla %A Scott, Laura J %A Timpson, Nicholas J %A Tyrer, Jonathan P %A van Wingerden, Sophie %A Watanabe, Richard M %A White, Charles C %A Wiklund, Fredrik %A Barlassina, Christina %A Chasman, Daniel I %A Cooper, Matthew N %A Jansson, John-Olov %A Lawrence, Robert W %A Pellikka, Niina %A Prokopenko, Inga %A Shi, Jianxin %A Thiering, Elisabeth %A Alavere, Helene %A Alibrandi, Maria T S %A Almgren, Peter %A Arnold, Alice M %A Aspelund, Thor %A Atwood, Larry D %A Balkau, Beverley %A Balmforth, Anthony J %A Bennett, Amanda J %A Ben-Shlomo, Yoav %A Bergman, Richard N %A Bergmann, Sven %A Biebermann, Heike %A Blakemore, Alexandra I F %A Boes, Tanja %A Bonnycastle, Lori L %A Bornstein, Stefan R %A Brown, Morris J %A Buchanan, Thomas A %A Busonero, Fabio %A Campbell, Harry %A Cappuccio, Francesco P %A Cavalcanti-Proença, Christine %A Chen, Yii-Der Ida %A Chen, Chih-Mei %A Chines, Peter S %A Clarke, Robert %A Coin, Lachlan %A Connell, John %A Day, Ian N M %A den Heijer, Martin %A Duan, Jubao %A Ebrahim, Shah %A Elliott, Paul %A Elosua, Roberto %A Eiriksdottir, Gudny %A Erdos, Michael R %A Eriksson, Johan G %A Facheris, Maurizio F %A Felix, Stephan B %A Fischer-Posovszky, Pamela %A Folsom, Aaron R %A Friedrich, Nele %A Freimer, Nelson B %A Fu, Mao %A Gaget, Stefan %A Gejman, Pablo V %A Geus, Eco J C %A Gieger, Christian %A Gjesing, Anette P %A Goel, Anuj %A Goyette, Philippe %A Grallert, Harald %A Grässler, Jürgen %A Greenawalt, Danielle M %A Groves, Christopher J %A Gudnason, Vilmundur %A Guiducci, Candace %A Hartikainen, Anna-Liisa %A Hassanali, Neelam %A Hall, Alistair S %A Havulinna, Aki S %A Hayward, Caroline %A Heath, Andrew C %A Hengstenberg, Christian %A Hicks, Andrew A %A Hinney, Anke %A Hofman, Albert %A Homuth, Georg %A Hui, Jennie %A Igl, Wilmar %A Iribarren, Carlos %A Isomaa, Bo %A Jacobs, Kevin B %A Jarick, Ivonne %A Jewell, Elizabeth %A John, Ulrich %A Jørgensen, Torben %A Jousilahti, Pekka %A Jula, Antti %A Kaakinen, Marika %A Kajantie, Eero %A Kaplan, Lee M %A Kathiresan, Sekar %A Kettunen, Johannes %A Kinnunen, Leena %A Knowles, Joshua W %A Kolcic, Ivana %A König, Inke R %A Koskinen, Seppo %A Kovacs, Peter %A Kuusisto, Johanna %A Kraft, Peter %A Kvaløy, Kirsti %A Laitinen, Jaana %A Lantieri, Olivier %A Lanzani, Chiara %A Launer, Lenore J %A Lecoeur, Cécile %A Lehtimäki, Terho %A Lettre, Guillaume %A Liu, Jianjun %A Lokki, Marja-Liisa %A Lorentzon, Mattias %A Luben, Robert N %A Ludwig, Barbara %A Manunta, Paolo %A Marek, Diana %A Marre, Michel %A Martin, Nicholas G %A McArdle, Wendy L %A McCarthy, Anne %A McKnight, Barbara %A Meitinger, Thomas %A Melander, Olle %A Meyre, David %A Midthjell, Kristian %A Montgomery, Grant W %A Morken, Mario A %A Morris, Andrew P %A Mulic, Rosanda %A Ngwa, Julius S %A Nelis, Mari %A Neville, Matt J %A Nyholt, Dale R %A O'Donnell, Christopher J %A O'Rahilly, Stephen %A Ong, Ken K %A Oostra, Ben %A Paré, Guillaume %A Parker, Alex N %A Perola, Markus %A Pichler, Irene %A Pietiläinen, Kirsi H %A Platou, Carl G P %A Polasek, Ozren %A Pouta, Anneli %A Rafelt, Suzanne %A Raitakari, Olli %A Rayner, Nigel W %A Ridderstråle, Martin %A Rief, Winfried %A Ruokonen, Aimo %A Robertson, Neil R %A Rzehak, Peter %A Salomaa, Veikko %A Sanders, Alan R %A Sandhu, Manjinder S %A Sanna, Serena %A Saramies, Jouko %A Savolainen, Markku J %A Scherag, Susann %A Schipf, Sabine %A Schreiber, Stefan %A Schunkert, Heribert %A Silander, Kaisa %A Sinisalo, Juha %A Siscovick, David S %A Smit, Jan H %A Soranzo, Nicole %A Sovio, Ulla %A Stephens, Jonathan %A Surakka, Ida %A Swift, Amy J %A Tammesoo, Mari-Liis %A Tardif, Jean-Claude %A Teder-Laving, Maris %A Teslovich, Tanya M %A Thompson, John R %A Thomson, Brian %A Tönjes, Anke %A Tuomi, Tiinamaija %A van Meurs, Joyce B J %A van Ommen, Gert-Jan %A Vatin, Vincent %A Viikari, Jorma %A Visvikis-Siest, Sophie %A Vitart, Veronique %A Vogel, Carla I G %A Voight, Benjamin F %A Waite, Lindsay L %A Wallaschofski, Henri %A Walters, G Bragi %A Widen, Elisabeth %A Wiegand, Susanna %A Wild, Sarah H %A Willemsen, Gonneke %A Witte, Daniel R %A Witteman, Jacqueline C %A Xu, Jianfeng %A Zhang, Qunyuan %A Zgaga, Lina %A Ziegler, Andreas %A Zitting, Paavo %A Beilby, John P %A Farooqi, I Sadaf %A Hebebrand, Johannes %A Huikuri, Heikki V %A James, Alan L %A Kähönen, Mika %A Levinson, Douglas F %A Macciardi, Fabio %A Nieminen, Markku S %A Ohlsson, Claes %A Palmer, Lyle J %A Ridker, Paul M %A Stumvoll, Michael %A Beckmann, Jacques S %A Boeing, Heiner %A Boerwinkle, Eric %A Boomsma, Dorret I %A Caulfield, Mark J %A Chanock, Stephen J %A Collins, Francis S %A Cupples, L Adrienne %A Smith, George Davey %A Erdmann, Jeanette %A Froguel, Philippe %A Grönberg, Henrik %A Gyllensten, Ulf %A Hall, Per %A Hansen, Torben %A Harris, Tamara B %A Hattersley, Andrew T %A Hayes, Richard B %A Heinrich, Joachim %A Hu, Frank B %A Hveem, Kristian %A Illig, Thomas %A Jarvelin, Marjo-Riitta %A Kaprio, Jaakko %A Karpe, Fredrik %A Khaw, Kay-Tee %A Kiemeney, Lambertus A %A Krude, Heiko %A Laakso, Markku %A Lawlor, Debbie A %A Metspalu, Andres %A Munroe, Patricia B %A Ouwehand, Willem H %A Pedersen, Oluf %A Penninx, Brenda W %A Peters, Annette %A Pramstaller, Peter P %A Quertermous, Thomas %A Reinehr, Thomas %A Rissanen, Aila %A Rudan, Igor %A Samani, Nilesh J %A Schwarz, Peter E H %A Shuldiner, Alan R %A Spector, Timothy D %A Tuomilehto, Jaakko %A Uda, Manuela %A Uitterlinden, Andre %A Valle, Timo T %A Wabitsch, Martin %A Waeber, Gérard %A Wareham, Nicholas J %A Watkins, Hugh %A Wilson, James F %A Wright, Alan F %A Zillikens, M Carola %A Chatterjee, Nilanjan %A McCarroll, Steven A %A Purcell, Shaun %A Schadt, Eric E %A Visscher, Peter M %A Assimes, Themistocles L %A Borecki, Ingrid B %A Deloukas, Panos %A Fox, Caroline S %A Groop, Leif C %A Haritunians, Talin %A Hunter, David J %A Kaplan, Robert C %A Mohlke, Karen L %A O'Connell, Jeffrey R %A Peltonen, Leena %A Schlessinger, David %A Strachan, David P %A van Duijn, Cornelia M %A Wichmann, H-Erich %A Frayling, Timothy M %A Thorsteinsdottir, Unnur %A Abecasis, Goncalo R %A Barroso, Inês %A Boehnke, Michael %A Stefansson, Kari %A North, Kari E %A McCarthy, Mark I %A Hirschhorn, Joel N %A Ingelsson, Erik %A Loos, Ruth J F %K Body Height %K Body Mass Index %K Body Size %K Body Weight %K Chromosome Mapping %K European Continental Ancestry Group %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Humans %K Obesity %K Polymorphism, Single Nucleotide %X

Obesity is globally prevalent and highly heritable, but its underlying genetic factors remain largely elusive. To identify genetic loci for obesity susceptibility, we examined associations between body mass index and ∼ 2.8 million SNPs in up to 123,865 individuals with targeted follow up of 42 SNPs in up to 125,931 additional individuals. We confirmed 14 known obesity susceptibility loci and identified 18 new loci associated with body mass index (P < 5 × 10⁻⁸), one of which includes a copy number variant near GPRC5B. Some loci (at MC4R, POMC, SH2B1 and BDNF) map near key hypothalamic regulators of energy balance, and one of these loci is near GIPR, an incretin receptor. Furthermore, genes in other newly associated loci may provide new insights into human body weight regulation.

%B Nat Genet %V 42 %P 937-48 %8 2010 Nov %G eng %N 11 %1 http://www.ncbi.nlm.nih.gov/pubmed/20935630?dopt=Abstract %R 10.1038/ng.686 %0 Journal Article %J Nature %D 2010 %T Biological, clinical and population relevance of 95 loci for blood lipids. %A Teslovich, Tanya M %A Musunuru, Kiran %A Smith, Albert V %A Edmondson, Andrew C %A Stylianou, Ioannis M %A Koseki, Masahiro %A Pirruccello, James P %A Ripatti, Samuli %A Chasman, Daniel I %A Willer, Cristen J %A Johansen, Christopher T %A Fouchier, Sigrid W %A Isaacs, Aaron %A Peloso, Gina M %A Barbalic, Maja %A Ricketts, Sally L %A Bis, Joshua C %A Aulchenko, Yurii S %A Thorleifsson, Gudmar %A Feitosa, Mary F %A Chambers, John %A Orho-Melander, Marju %A Melander, Olle %A Johnson, Toby %A Li, Xiaohui %A Guo, Xiuqing %A Li, Mingyao %A Shin Cho, Yoon %A Jin Go, Min %A Jin Kim, Young %A Lee, Jong-Young %A Park, Taesung %A Kim, Kyunga %A Sim, Xueling %A Twee-Hee Ong, Rick %A Croteau-Chonka, Damien C %A Lange, Leslie A %A Smith, Joshua D %A Song, Kijoung %A Hua Zhao, Jing %A Yuan, Xin %A Luan, Jian'an %A Lamina, Claudia %A Ziegler, Andreas %A Zhang, Weihua %A Zee, Robert Y L %A Wright, Alan F %A Witteman, Jacqueline C M %A Wilson, James F %A Willemsen, Gonneke %A Wichmann, H-Erich %A Whitfield, John B %A Waterworth, Dawn M %A Wareham, Nicholas J %A Waeber, Gérard %A Vollenweider, Peter %A Voight, Benjamin F %A Vitart, Veronique %A Uitterlinden, André G %A Uda, Manuela %A Tuomilehto, Jaakko %A Thompson, John R %A Tanaka, Toshiko %A Surakka, Ida %A Stringham, Heather M %A Spector, Tim D %A Soranzo, Nicole %A Smit, Johannes H %A Sinisalo, Juha %A Silander, Kaisa %A Sijbrands, Eric J G %A Scuteri, Angelo %A Scott, James %A Schlessinger, David %A Sanna, Serena %A Salomaa, Veikko %A Saharinen, Juha %A Sabatti, Chiara %A Ruokonen, Aimo %A Rudan, Igor %A Rose, Lynda M %A Roberts, Robert %A Rieder, Mark %A Psaty, Bruce M %A Pramstaller, Peter P %A Pichler, Irene %A Perola, Markus %A Penninx, Brenda W J H %A Pedersen, Nancy L %A Pattaro, Cristian %A Parker, Alex N %A Paré, Guillaume %A Oostra, Ben A %A O'Donnell, Christopher J %A Nieminen, Markku S %A Nickerson, Deborah A %A Montgomery, Grant W %A Meitinger, Thomas %A McPherson, Ruth %A McCarthy, Mark I %A McArdle, Wendy %A Masson, David %A Martin, Nicholas G %A Marroni, Fabio %A Mangino, Massimo %A Magnusson, Patrik K E %A Lucas, Gavin %A Luben, Robert %A Loos, Ruth J F %A Lokki, Marja-Liisa %A Lettre, Guillaume %A Langenberg, Claudia %A Launer, Lenore J %A Lakatta, Edward G %A Laaksonen, Reijo %A Kyvik, Kirsten O %A Kronenberg, Florian %A König, Inke R %A Khaw, Kay-Tee %A Kaprio, Jaakko %A Kaplan, Lee M %A Johansson, Asa %A Jarvelin, Marjo-Riitta %A Janssens, A Cecile J W %A Ingelsson, Erik %A Igl, Wilmar %A Kees Hovingh, G %A Hottenga, Jouke-Jan %A Hofman, Albert %A Hicks, Andrew A %A Hengstenberg, Christian %A Heid, Iris M %A Hayward, Caroline %A Havulinna, Aki S %A Hastie, Nicholas D %A Harris, Tamara B %A Haritunians, Talin %A Hall, Alistair S %A Gyllensten, Ulf %A Guiducci, Candace %A Groop, Leif C %A Gonzalez, Elena %A Gieger, Christian %A Freimer, Nelson B %A Ferrucci, Luigi %A Erdmann, Jeanette %A Elliott, Paul %A Ejebe, Kenechi G %A Döring, Angela %A Dominiczak, Anna F %A Demissie, Serkalem %A Deloukas, Panagiotis %A de Geus, Eco J C %A de Faire, Ulf %A Crawford, Gabriel %A Collins, Francis S %A Chen, Yii-der I %A Caulfield, Mark J %A Campbell, Harry %A Burtt, Noel P %A Bonnycastle, Lori L %A Boomsma, Dorret I %A Boekholdt, S Matthijs %A Bergman, Richard N %A Barroso, Inês %A Bandinelli, Stefania %A Ballantyne, Christie M %A Assimes, Themistocles L %A Quertermous, Thomas %A Altshuler, David %A Seielstad, Mark %A Wong, Tien Y %A Tai, E-Shyong %A Feranil, Alan B %A Kuzawa, Christopher W %A Adair, Linda S %A Taylor, Herman A %A Borecki, Ingrid B %A Gabriel, Stacey B %A Wilson, James G %A Holm, Hilma %A Thorsteinsdottir, Unnur %A Gudnason, Vilmundur %A Krauss, Ronald M %A Mohlke, Karen L %A Ordovas, Jose M %A Munroe, Patricia B %A Kooner, Jaspal S %A Tall, Alan R %A Hegele, Robert A %A Kastelein, John J P %A Schadt, Eric E %A Rotter, Jerome I %A Boerwinkle, Eric %A Strachan, David P %A Mooser, Vincent %A Stefansson, Kari %A Reilly, Muredach P %A Samani, Nilesh J %A Schunkert, Heribert %A Cupples, L Adrienne %A Sandhu, Manjinder S %A Ridker, Paul M %A Rader, Daniel J %A van Duijn, Cornelia M %A Peltonen, Leena %A Abecasis, Goncalo R %A Boehnke, Michael %A Kathiresan, Sekar %K African Americans %K Animals %K Asian Continental Ancestry Group %K Cholesterol, HDL %K Cholesterol, LDL %K Coronary Artery Disease %K Europe %K European Continental Ancestry Group %K Female %K Genetic Loci %K Genome-Wide Association Study %K Genotype %K Humans %K Lipid Metabolism %K Lipids %K Liver %K Male %K Mice %K N-Acetylgalactosaminyltransferases %K Phenotype %K Polymorphism, Single Nucleotide %K Protein Phosphatase 1 %K Reproducibility of Results %K Triglycerides %X

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.

%B Nature %V 466 %P 707-13 %8 2010 Aug 05 %G eng %N 7307 %1 http://www.ncbi.nlm.nih.gov/pubmed/20686565?dopt=Abstract %R 10.1038/nature09270 %0 Journal Article %J Nature %D 2010 %T Hundreds of variants clustered in genomic loci and biological pathways affect human height. %A Lango Allen, Hana %A Estrada, Karol %A Lettre, Guillaume %A Berndt, Sonja I %A Weedon, Michael N %A Rivadeneira, Fernando %A Willer, Cristen J %A Jackson, Anne U %A Vedantam, Sailaja %A Raychaudhuri, Soumya %A Ferreira, Teresa %A Wood, Andrew R %A Weyant, Robert J %A Segrè, Ayellet V %A Speliotes, Elizabeth K %A Wheeler, Eleanor %A Soranzo, Nicole %A Park, Ju-Hyun %A Yang, Jian %A Gudbjartsson, Daniel %A Heard-Costa, Nancy L %A Randall, Joshua C %A Qi, Lu %A Vernon Smith, Albert %A Mägi, Reedik %A Pastinen, Tomi %A Liang, Liming %A Heid, Iris M %A Luan, Jian'an %A Thorleifsson, Gudmar %A Winkler, Thomas W %A Goddard, Michael E %A Sin Lo, Ken %A Palmer, Cameron %A Workalemahu, Tsegaselassie %A Aulchenko, Yurii S %A Johansson, Asa %A Zillikens, M Carola %A Feitosa, Mary F %A Esko, Tõnu %A Johnson, Toby %A Ketkar, Shamika %A Kraft, Peter %A Mangino, Massimo %A Prokopenko, Inga %A Absher, Devin %A Albrecht, Eva %A Ernst, Florian %A Glazer, Nicole L %A Hayward, Caroline %A Hottenga, Jouke-Jan %A Jacobs, Kevin B %A Knowles, Joshua W %A Kutalik, Zoltán %A Monda, Keri L %A Polasek, Ozren %A Preuss, Michael %A Rayner, Nigel W %A Robertson, Neil R %A Steinthorsdottir, Valgerdur %A Tyrer, Jonathan P %A Voight, Benjamin F %A Wiklund, Fredrik %A Xu, Jianfeng %A Zhao, Jing Hua %A Nyholt, Dale R %A Pellikka, Niina %A Perola, Markus %A Perry, John R B %A Surakka, Ida %A Tammesoo, Mari-Liis %A Altmaier, Elizabeth L %A Amin, Najaf %A Aspelund, Thor %A Bhangale, Tushar %A Boucher, Gabrielle %A Chasman, Daniel I %A Chen, Constance %A Coin, Lachlan %A Cooper, Matthew N %A Dixon, Anna L %A Gibson, Quince %A Grundberg, Elin %A Hao, Ke %A Juhani Junttila, M %A Kaplan, Lee M %A Kettunen, Johannes %A König, Inke R %A Kwan, Tony %A Lawrence, Robert W %A Levinson, Douglas F %A Lorentzon, Mattias %A McKnight, Barbara %A Morris, Andrew P %A Müller, Martina %A Suh Ngwa, Julius %A Purcell, Shaun %A Rafelt, Suzanne %A Salem, Rany M %A Salvi, Erika %A Sanna, Serena %A Shi, Jianxin %A Sovio, Ulla %A Thompson, John R %A Turchin, Michael C %A Vandenput, Liesbeth %A Verlaan, Dominique J %A Vitart, Veronique %A White, Charles C %A Ziegler, Andreas %A Almgren, Peter %A Balmforth, Anthony J %A Campbell, Harry %A Citterio, Lorena %A De Grandi, Alessandro %A Dominiczak, Anna %A Duan, Jubao %A Elliott, Paul %A Elosua, Roberto %A Eriksson, Johan G %A Freimer, Nelson B %A Geus, Eco J C %A Glorioso, Nicola %A Haiqing, Shen %A Hartikainen, Anna-Liisa %A Havulinna, Aki S %A Hicks, Andrew A %A Hui, Jennie %A Igl, Wilmar %A Illig, Thomas %A Jula, Antti %A Kajantie, Eero %A Kilpeläinen, Tuomas O %A Koiranen, Markku %A Kolcic, Ivana %A Koskinen, Seppo %A Kovacs, Peter %A Laitinen, Jaana %A Liu, Jianjun %A Lokki, Marja-Liisa %A Marusic, Ana %A Maschio, Andrea %A Meitinger, Thomas %A Mulas, Antonella %A Paré, Guillaume %A Parker, Alex N %A Peden, John F %A Petersmann, Astrid %A Pichler, Irene %A Pietiläinen, Kirsi H %A Pouta, Anneli %A Ridderstråle, Martin %A Rotter, Jerome I %A Sambrook, Jennifer G %A Sanders, Alan R %A Schmidt, Carsten Oliver %A Sinisalo, Juha %A Smit, Jan H %A Stringham, Heather M %A Bragi Walters, G %A Widen, Elisabeth %A Wild, Sarah H %A Willemsen, Gonneke %A Zagato, Laura %A Zgaga, Lina %A Zitting, Paavo %A Alavere, Helene %A Farrall, Martin %A McArdle, Wendy L %A Nelis, Mari %A Peters, Marjolein J %A Ripatti, Samuli %A van Meurs, Joyce B J %A Aben, Katja K %A Ardlie, Kristin G %A Beckmann, Jacques S %A Beilby, John P %A Bergman, Richard N %A Bergmann, Sven %A Collins, Francis S %A Cusi, Daniele %A den Heijer, Martin %A Eiriksdottir, Gudny %A Gejman, Pablo V %A Hall, Alistair S %A Hamsten, Anders %A Huikuri, Heikki V %A Iribarren, Carlos %A Kähönen, Mika %A Kaprio, Jaakko %A Kathiresan, Sekar %A Kiemeney, Lambertus %A Kocher, Thomas %A Launer, Lenore J %A Lehtimäki, Terho %A Melander, Olle %A Mosley, Tom H %A Musk, Arthur W %A Nieminen, Markku S %A O'Donnell, Christopher J %A Ohlsson, Claes %A Oostra, Ben %A Palmer, Lyle J %A Raitakari, Olli %A Ridker, Paul M %A Rioux, John D %A Rissanen, Aila %A Rivolta, Carlo %A Schunkert, Heribert %A Shuldiner, Alan R %A Siscovick, David S %A Stumvoll, Michael %A Tönjes, Anke %A Tuomilehto, Jaakko %A van Ommen, Gert-Jan %A Viikari, Jorma %A Heath, Andrew C %A Martin, Nicholas G %A Montgomery, Grant W %A Province, Michael A %A Kayser, Manfred %A Arnold, Alice M %A Atwood, Larry D %A Boerwinkle, Eric %A Chanock, Stephen J %A Deloukas, Panos %A Gieger, Christian %A Grönberg, Henrik %A Hall, Per %A Hattersley, Andrew T %A Hengstenberg, Christian %A Hoffman, Wolfgang %A Lathrop, G Mark %A Salomaa, Veikko %A Schreiber, Stefan %A Uda, Manuela %A Waterworth, Dawn %A Wright, Alan F %A Assimes, Themistocles L %A Barroso, Inês %A Hofman, Albert %A Mohlke, Karen L %A Boomsma, Dorret I %A Caulfield, Mark J %A Cupples, L Adrienne %A Erdmann, Jeanette %A Fox, Caroline S %A Gudnason, Vilmundur %A Gyllensten, Ulf %A Harris, Tamara B %A Hayes, Richard B %A Jarvelin, Marjo-Riitta %A Mooser, Vincent %A Munroe, Patricia B %A Ouwehand, Willem H %A Penninx, Brenda W %A Pramstaller, Peter P %A Quertermous, Thomas %A Rudan, Igor %A Samani, Nilesh J %A Spector, Timothy D %A Völzke, Henry %A Watkins, Hugh %A Wilson, James F %A Groop, Leif C %A Haritunians, Talin %A Hu, Frank B %A Kaplan, Robert C %A Metspalu, Andres %A North, Kari E %A Schlessinger, David %A Wareham, Nicholas J %A Hunter, David J %A O'Connell, Jeffrey R %A Strachan, David P %A Wichmann, H-Erich %A Borecki, Ingrid B %A van Duijn, Cornelia M %A Schadt, Eric E %A Thorsteinsdottir, Unnur %A Peltonen, Leena %A Uitterlinden, André G %A Visscher, Peter M %A Chatterjee, Nilanjan %A Loos, Ruth J F %A Boehnke, Michael %A McCarthy, Mark I %A Ingelsson, Erik %A Lindgren, Cecilia M %A Abecasis, Goncalo R %A Stefansson, Kari %A Frayling, Timothy M %A Hirschhorn, Joel N %K Body Height %K Chromosomes, Human, Pair 3 %K Genetic Loci %K Genetic Predisposition to Disease %K Genome, Human %K Genome-Wide Association Study %K Humans %K Metabolic Networks and Pathways %K Multifactorial Inheritance %K Phenotype %K Polymorphism, Single Nucleotide %X

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.

%B Nature %V 467 %P 832-8 %8 2010 Oct 14 %G eng %N 7317 %1 http://www.ncbi.nlm.nih.gov/pubmed/20881960?dopt=Abstract %R 10.1038/nature09410 %0 Journal Article %J Nat Genet %D 2010 %T Meta-analysis identifies 13 new loci associated with waist-hip ratio and reveals sexual dimorphism in the genetic basis of fat distribution. %A Heid, Iris M %A Jackson, Anne U %A Randall, Joshua C %A Winkler, Thomas W %A Qi, Lu %A Steinthorsdottir, Valgerdur %A Thorleifsson, Gudmar %A Zillikens, M Carola %A Speliotes, Elizabeth K %A Mägi, Reedik %A Workalemahu, Tsegaselassie %A White, Charles C %A Bouatia-Naji, Nabila %A Harris, Tamara B %A Berndt, Sonja I %A Ingelsson, Erik %A Willer, Cristen J %A Weedon, Michael N %A Luan, Jian'an %A Vedantam, Sailaja %A Esko, Tõnu %A Kilpeläinen, Tuomas O %A Kutalik, Zoltán %A Li, Shengxu %A Monda, Keri L %A Dixon, Anna L %A Holmes, Christopher C %A Kaplan, Lee M %A Liang, Liming %A Min, Josine L %A Moffatt, Miriam F %A Molony, Cliona %A Nicholson, George %A Schadt, Eric E %A Zondervan, Krina T %A Feitosa, Mary F %A Ferreira, Teresa %A Lango Allen, Hana %A Weyant, Robert J %A Wheeler, Eleanor %A Wood, Andrew R %A Estrada, Karol %A Goddard, Michael E %A Lettre, Guillaume %A Mangino, Massimo %A Nyholt, Dale R %A Purcell, Shaun %A Smith, Albert Vernon %A Visscher, Peter M %A Yang, Jian %A McCarroll, Steven A %A Nemesh, James %A Voight, Benjamin F %A Absher, Devin %A Amin, Najaf %A Aspelund, Thor %A Coin, Lachlan %A Glazer, Nicole L %A Hayward, Caroline %A Heard-Costa, Nancy L %A Hottenga, Jouke-Jan %A Johansson, Asa %A Johnson, Toby %A Kaakinen, Marika %A Kapur, Karen %A Ketkar, Shamika %A Knowles, Joshua W %A Kraft, Peter %A Kraja, Aldi T %A Lamina, Claudia %A Leitzmann, Michael F %A McKnight, Barbara %A Morris, Andrew P %A Ong, Ken K %A Perry, John R B %A Peters, Marjolein J %A Polasek, Ozren %A Prokopenko, Inga %A Rayner, Nigel W %A Ripatti, Samuli %A Rivadeneira, Fernando %A Robertson, Neil R %A Sanna, Serena %A Sovio, Ulla %A Surakka, Ida %A Teumer, Alexander %A van Wingerden, Sophie %A Vitart, Veronique %A Zhao, Jing Hua %A Cavalcanti-Proença, Christine %A Chines, Peter S %A Fisher, Eva %A Kulzer, Jennifer R %A Lecoeur, Cécile %A Narisu, Narisu %A Sandholt, Camilla %A Scott, Laura J %A Silander, Kaisa %A Stark, Klaus %A Tammesoo, Mari-Liis %A Teslovich, Tanya M %A Timpson, Nicholas John %A Watanabe, Richard M %A Welch, Ryan %A Chasman, Daniel I %A Cooper, Matthew N %A Jansson, John-Olov %A Kettunen, Johannes %A Lawrence, Robert W %A Pellikka, Niina %A Perola, Markus %A Vandenput, Liesbeth %A Alavere, Helene %A Almgren, Peter %A Atwood, Larry D %A Bennett, Amanda J %A Biffar, Reiner %A Bonnycastle, Lori L %A Bornstein, Stefan R %A Buchanan, Thomas A %A Campbell, Harry %A Day, Ian N M %A Dei, Mariano %A Dörr, Marcus %A Elliott, Paul %A Erdos, Michael R %A Eriksson, Johan G %A Freimer, Nelson B %A Fu, Mao %A Gaget, Stefan %A Geus, Eco J C %A Gjesing, Anette P %A Grallert, Harald %A Grässler, Jürgen %A Groves, Christopher J %A Guiducci, Candace %A Hartikainen, Anna-Liisa %A Hassanali, Neelam %A Havulinna, Aki S %A Herzig, Karl-Heinz %A Hicks, Andrew A %A Hui, Jennie %A Igl, Wilmar %A Jousilahti, Pekka %A Jula, Antti %A Kajantie, Eero %A Kinnunen, Leena %A Kolcic, Ivana %A Koskinen, Seppo %A Kovacs, Peter %A Kroemer, Heyo K %A Krzelj, Vjekoslav %A Kuusisto, Johanna %A Kvaloy, Kirsti %A Laitinen, Jaana %A Lantieri, Olivier %A Lathrop, G Mark %A Lokki, Marja-Liisa %A Luben, Robert N %A Ludwig, Barbara %A McArdle, Wendy L %A McCarthy, Anne %A Morken, Mario A %A Nelis, Mari %A Neville, Matt J %A Paré, Guillaume %A Parker, Alex N %A Peden, John F %A Pichler, Irene %A Pietiläinen, Kirsi H %A Platou, Carl G P %A Pouta, Anneli %A Ridderstråle, Martin %A Samani, Nilesh J %A Saramies, Jouko %A Sinisalo, Juha %A Smit, Jan H %A Strawbridge, Rona J %A Stringham, Heather M %A Swift, Amy J %A Teder-Laving, Maris %A Thomson, Brian %A Usala, Gianluca %A van Meurs, Joyce B J %A van Ommen, Gert-Jan %A Vatin, Vincent %A Volpato, Claudia B %A Wallaschofski, Henri %A Walters, G Bragi %A Widen, Elisabeth %A Wild, Sarah H %A Willemsen, Gonneke %A Witte, Daniel R %A Zgaga, Lina %A Zitting, Paavo %A Beilby, John P %A James, Alan L %A Kähönen, Mika %A Lehtimäki, Terho %A Nieminen, Markku S %A Ohlsson, Claes %A Palmer, Lyle J %A Raitakari, Olli %A Ridker, Paul M %A Stumvoll, Michael %A Tönjes, Anke %A Viikari, Jorma %A Balkau, Beverley %A Ben-Shlomo, Yoav %A Bergman, Richard N %A Boeing, Heiner %A Smith, George Davey %A Ebrahim, Shah %A Froguel, Philippe %A Hansen, Torben %A Hengstenberg, Christian %A Hveem, Kristian %A Isomaa, Bo %A Jørgensen, Torben %A Karpe, Fredrik %A Khaw, Kay-Tee %A Laakso, Markku %A Lawlor, Debbie A %A Marre, Michel %A Meitinger, Thomas %A Metspalu, Andres %A Midthjell, Kristian %A Pedersen, Oluf %A Salomaa, Veikko %A Schwarz, Peter E H %A Tuomi, Tiinamaija %A Tuomilehto, Jaakko %A Valle, Timo T %A Wareham, Nicholas J %A Arnold, Alice M %A Beckmann, Jacques S %A Bergmann, Sven %A Boerwinkle, Eric %A Boomsma, Dorret I %A Caulfield, Mark J %A Collins, Francis S %A Eiriksdottir, Gudny %A Gudnason, Vilmundur %A Gyllensten, Ulf %A Hamsten, Anders %A Hattersley, Andrew T %A Hofman, Albert %A Hu, Frank B %A Illig, Thomas %A Iribarren, Carlos %A Jarvelin, Marjo-Riitta %A Kao, W H Linda %A Kaprio, Jaakko %A Launer, Lenore J %A Munroe, Patricia B %A Oostra, Ben %A Penninx, Brenda W %A Pramstaller, Peter P %A Psaty, Bruce M %A Quertermous, Thomas %A Rissanen, Aila %A Rudan, Igor %A Shuldiner, Alan R %A Soranzo, Nicole %A Spector, Timothy D %A Syvänen, Ann-Christine %A Uda, Manuela %A Uitterlinden, Andre %A Völzke, Henry %A Vollenweider, Peter %A Wilson, James F %A Witteman, Jacqueline C %A Wright, Alan F %A Abecasis, Goncalo R %A Boehnke, Michael %A Borecki, Ingrid B %A Deloukas, Panos %A Frayling, Timothy M %A Groop, Leif C %A Haritunians, Talin %A Hunter, David J %A Kaplan, Robert C %A North, Kari E %A O'Connell, Jeffrey R %A Peltonen, Leena %A Schlessinger, David %A Strachan, David P %A Hirschhorn, Joel N %A Assimes, Themistocles L %A Wichmann, H-Erich %A Thorsteinsdottir, Unnur %A van Duijn, Cornelia M %A Stefansson, Kari %A Cupples, L Adrienne %A Loos, Ruth J F %A Barroso, Inês %A McCarthy, Mark I %A Fox, Caroline S %A Mohlke, Karen L %A Lindgren, Cecilia M %K Adipose Tissue %K Age Factors %K Chromosome Mapping %K Female %K Genome, Human %K Genome-Wide Association Study %K Humans %K Male %K Meta-Analysis as Topic %K Polymorphism, Single Nucleotide %K Sex Characteristics %K Waist-Hip Ratio %X

Waist-hip ratio (WHR) is a measure of body fat distribution and a predictor of metabolic consequences independent of overall adiposity. WHR is heritable, but few genetic variants influencing this trait have been identified. We conducted a meta-analysis of 32 genome-wide association studies for WHR adjusted for body mass index (comprising up to 77,167 participants), following up 16 loci in an additional 29 studies (comprising up to 113,636 subjects). We identified 13 new loci in or near RSPO3, VEGFA, TBX15-WARS2, NFE2L3, GRB14, DNM3-PIGC, ITPR2-SSPN, LY86, HOXC13, ADAMTS9, ZNRF3-KREMEN1, NISCH-STAB1 and CPEB4 (P = 1.9 × 10⁻⁹ to P = 1.8 × 10⁻⁴⁰) and the known signal at LYPLAL1. Seven of these loci exhibited marked sexual dimorphism, all with a stronger effect on WHR in women than men (P for sex difference = 1.9 × 10⁻³ to P = 1.2 × 10⁻¹³). These findings provide evidence for multiple loci that modulate body fat distribution independent of overall adiposity and reveal strong gene-by-sex interactions.

%B Nat Genet %V 42 %P 949-60 %8 2010 Nov %G eng %N 11 %1 http://www.ncbi.nlm.nih.gov/pubmed/20935629?dopt=Abstract %R 10.1038/ng.685 %0 Journal Article %J Nat Genet %D 2010 %T New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk. %A Dupuis, Josée %A Langenberg, Claudia %A Prokopenko, Inga %A Saxena, Richa %A Soranzo, Nicole %A Jackson, Anne U %A Wheeler, Eleanor %A Glazer, Nicole L %A Bouatia-Naji, Nabila %A Gloyn, Anna L %A Lindgren, Cecilia M %A Mägi, Reedik %A Morris, Andrew P %A Randall, Joshua %A Johnson, Toby %A Elliott, Paul %A Rybin, Denis %A Thorleifsson, Gudmar %A Steinthorsdottir, Valgerdur %A Henneman, Peter %A Grallert, Harald %A Dehghan, Abbas %A Hottenga, Jouke Jan %A Franklin, Christopher S %A Navarro, Pau %A Song, Kijoung %A Goel, Anuj %A Perry, John R B %A Egan, Josephine M %A Lajunen, Taina %A Grarup, Niels %A Sparsø, Thomas %A Doney, Alex %A Voight, Benjamin F %A Stringham, Heather M %A Li, Man %A Kanoni, Stavroula %A Shrader, Peter %A Cavalcanti-Proença, Christine %A Kumari, Meena %A Qi, Lu %A Timpson, Nicholas J %A Gieger, Christian %A Zabena, Carina %A Rocheleau, Ghislain %A Ingelsson, Erik %A An, Ping %A O'Connell, Jeffrey %A Luan, Jian'an %A Elliott, Amanda %A McCarroll, Steven A %A Payne, Felicity %A Roccasecca, Rosa Maria %A Pattou, François %A Sethupathy, Praveen %A Ardlie, Kristin %A Ariyurek, Yavuz %A Balkau, Beverley %A Barter, Philip %A Beilby, John P %A Ben-Shlomo, Yoav %A Benediktsson, Rafn %A Bennett, Amanda J %A Bergmann, Sven %A Bochud, Murielle %A Boerwinkle, Eric %A Bonnefond, Amélie %A Bonnycastle, Lori L %A Borch-Johnsen, Knut %A Böttcher, Yvonne %A Brunner, Eric %A Bumpstead, Suzannah J %A Charpentier, Guillaume %A Chen, Yii-Der Ida %A Chines, Peter %A Clarke, Robert %A Coin, Lachlan J M %A Cooper, Matthew N %A Cornelis, Marilyn %A Crawford, Gabe %A Crisponi, Laura %A Day, Ian N M %A de Geus, Eco J C %A Delplanque, Jerome %A Dina, Christian %A Erdos, Michael R %A Fedson, Annette C %A Fischer-Rosinsky, Antje %A Forouhi, Nita G %A Fox, Caroline S %A Frants, Rune %A Franzosi, Maria Grazia %A Galan, Pilar %A Goodarzi, Mark O %A Graessler, Jürgen %A Groves, Christopher J %A Grundy, Scott %A Gwilliam, Rhian %A Gyllensten, Ulf %A Hadjadj, Samy %A Hallmans, Göran %A Hammond, Naomi %A Han, Xijing %A Hartikainen, Anna-Liisa %A Hassanali, Neelam %A Hayward, Caroline %A Heath, Simon C %A Hercberg, Serge %A Herder, Christian %A Hicks, Andrew A %A Hillman, David R %A Hingorani, Aroon D %A Hofman, Albert %A Hui, Jennie %A Hung, Joe %A Isomaa, Bo %A Johnson, Paul R V %A Jørgensen, Torben %A Jula, Antti %A Kaakinen, Marika %A Kaprio, Jaakko %A Kesaniemi, Y Antero %A Kivimaki, Mika %A Knight, Beatrice %A Koskinen, Seppo %A Kovacs, Peter %A Kyvik, Kirsten Ohm %A Lathrop, G Mark %A Lawlor, Debbie A %A Le Bacquer, Olivier %A Lecoeur, Cécile %A Li, Yun %A Lyssenko, Valeriya %A Mahley, Robert %A Mangino, Massimo %A Manning, Alisa K %A Martínez-Larrad, María Teresa %A McAteer, Jarred B %A McCulloch, Laura J %A McPherson, Ruth %A Meisinger, Christa %A Melzer, David %A Meyre, David %A Mitchell, Braxton D %A Morken, Mario A %A Mukherjee, Sutapa %A Naitza, Silvia %A Narisu, Narisu %A Neville, Matthew J %A Oostra, Ben A %A Orrù, Marco %A Pakyz, Ruth %A Palmer, Colin N A %A Paolisso, Giuseppe %A Pattaro, Cristian %A Pearson, Daniel %A Peden, John F %A Pedersen, Nancy L %A Perola, Markus %A Pfeiffer, Andreas F H %A Pichler, Irene %A Polasek, Ozren %A Posthuma, Danielle %A Potter, Simon C %A Pouta, Anneli %A Province, Michael A %A Psaty, Bruce M %A Rathmann, Wolfgang %A Rayner, Nigel W %A Rice, Kenneth %A Ripatti, Samuli %A Rivadeneira, Fernando %A Roden, Michael %A Rolandsson, Olov %A Sandbaek, Annelli %A Sandhu, Manjinder %A Sanna, Serena %A Sayer, Avan Aihie %A Scheet, Paul %A Scott, Laura J %A Seedorf, Udo %A Sharp, Stephen J %A Shields, Beverley %A Sigurethsson, Gunnar %A Sijbrands, Eric J G %A Silveira, Angela %A Simpson, Laila %A Singleton, Andrew %A Smith, Nicholas L %A Sovio, Ulla %A Swift, Amy %A Syddall, Holly %A Syvänen, Ann-Christine %A Tanaka, Toshiko %A Thorand, Barbara %A Tichet, Jean %A Tönjes, Anke %A Tuomi, Tiinamaija %A Uitterlinden, André G %A van Dijk, Ko Willems %A van Hoek, Mandy %A Varma, Dhiraj %A Visvikis-Siest, Sophie %A Vitart, Veronique %A Vogelzangs, Nicole %A Waeber, Gérard %A Wagner, Peter J %A Walley, Andrew %A Walters, G Bragi %A Ward, Kim L %A Watkins, Hugh %A Weedon, Michael N %A Wild, Sarah H %A Willemsen, Gonneke %A Witteman, Jaqueline C M %A Yarnell, John W G %A Zeggini, Eleftheria %A Zelenika, Diana %A Zethelius, Björn %A Zhai, Guangju %A Zhao, Jing Hua %A Zillikens, M Carola %A Borecki, Ingrid B %A Loos, Ruth J F %A Meneton, Pierre %A Magnusson, Patrik K E %A Nathan, David M %A Williams, Gordon H %A Hattersley, Andrew T %A Silander, Kaisa %A Salomaa, Veikko %A Smith, George Davey %A Bornstein, Stefan R %A Schwarz, Peter %A Spranger, Joachim %A Karpe, Fredrik %A Shuldiner, Alan R %A Cooper, Cyrus %A Dedoussis, George V %A Serrano-Ríos, Manuel %A Morris, Andrew D %A Lind, Lars %A Palmer, Lyle J %A Hu, Frank B %A Franks, Paul W %A Ebrahim, Shah %A Marmot, Michael %A Kao, W H Linda %A Pankow, James S %A Sampson, Michael J %A Kuusisto, Johanna %A Laakso, Markku %A Hansen, Torben %A Pedersen, Oluf %A Pramstaller, Peter Paul %A Wichmann, H Erich %A Illig, Thomas %A Rudan, Igor %A Wright, Alan F %A Stumvoll, Michael %A Campbell, Harry %A Wilson, James F %A Bergman, Richard N %A Buchanan, Thomas A %A Collins, Francis S %A Mohlke, Karen L %A Tuomilehto, Jaakko %A Valle, Timo T %A Altshuler, David %A Rotter, Jerome I %A Siscovick, David S %A Penninx, Brenda W J H %A Boomsma, Dorret I %A Deloukas, Panos %A Spector, Timothy D %A Frayling, Timothy M %A Ferrucci, Luigi %A Kong, Augustine %A Thorsteinsdottir, Unnur %A Stefansson, Kari %A van Duijn, Cornelia M %A Aulchenko, Yurii S %A Cao, Antonio %A Scuteri, Angelo %A Schlessinger, David %A Uda, Manuela %A Ruokonen, Aimo %A Jarvelin, Marjo-Riitta %A Waterworth, Dawn M %A Vollenweider, Peter %A Peltonen, Leena %A Mooser, Vincent %A Abecasis, Goncalo R %A Wareham, Nicholas J %A Sladek, Robert %A Froguel, Philippe %A Watanabe, Richard M %A Meigs, James B %A Groop, Leif %A Boehnke, Michael %A McCarthy, Mark I %A Florez, Jose C %A Barroso, Inês %K Adolescent %K Adult %K Alleles %K Blood Glucose %K Child %K Databases, Genetic %K Diabetes Mellitus, Type 2 %K DNA Copy Number Variations %K Fasting %K Gene Expression Regulation %K Genetic Loci %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Homeostasis %K Humans %K Meta-Analysis as Topic %K Polymorphism, Single Nucleotide %K Quantitative Trait Loci %K Quantitative Trait, Heritable %K Reproducibility of Results %X

Levels of circulating glucose are tightly regulated. To identify new loci influencing glycemic traits, we performed meta-analyses of 21 genome-wide association studies informative for fasting glucose, fasting insulin and indices of beta-cell function (HOMA-B) and insulin resistance (HOMA-IR) in up to 46,186 nondiabetic participants. Follow-up of 25 loci in up to 76,558 additional subjects identified 16 loci associated with fasting glucose and HOMA-B and two loci associated with fasting insulin and HOMA-IR. These include nine loci newly associated with fasting glucose (in or near ADCY5, MADD, ADRA2A, CRY2, FADS1, GLIS3, SLC2A2, PROX1 and C2CD4B) and one influencing fasting insulin and HOMA-IR (near IGF1). We also demonstrated association of ADCY5, PROX1, GCK, GCKR and DGKB-TMEM195 with type 2 diabetes. Within these loci, likely biological candidate genes influence signal transduction, cell proliferation, development, glucose-sensing and circadian regulation. Our results demonstrate that genetic studies of glycemic traits can identify type 2 diabetes risk loci, as well as loci containing gene variants that are associated with a modest elevation in glucose levels but are not associated with overt diabetes.

%B Nat Genet %V 42 %P 105-16 %8 2010 Feb %G eng %N 2 %1 http://www.ncbi.nlm.nih.gov/pubmed/20081858?dopt=Abstract %R 10.1038/ng.520 %0 Journal Article %J Nature %D 2011 %T Genetic variants in novel pathways influence blood pressure and cardiovascular disease risk. %A Ehret, Georg B %A Munroe, Patricia B %A Rice, Kenneth M %A Bochud, Murielle %A Johnson, Andrew D %A Chasman, Daniel I %A Smith, Albert V %A Tobin, Martin D %A Verwoert, Germaine C %A Hwang, Shih-Jen %A Pihur, Vasyl %A Vollenweider, Peter %A O'Reilly, Paul F %A Amin, Najaf %A Bragg-Gresham, Jennifer L %A Teumer, Alexander %A Glazer, Nicole L %A Launer, Lenore %A Zhao, Jing Hua %A Aulchenko, Yurii %A Heath, Simon %A Sõber, Siim %A Parsa, Afshin %A Luan, Jian'an %A Arora, Pankaj %A Dehghan, Abbas %A Zhang, Feng %A Lucas, Gavin %A Hicks, Andrew A %A Jackson, Anne U %A Peden, John F %A Tanaka, Toshiko %A Wild, Sarah H %A Rudan, Igor %A Igl, Wilmar %A Milaneschi, Yuri %A Parker, Alex N %A Fava, Cristiano %A Chambers, John C %A Fox, Ervin R %A Kumari, Meena %A Go, Min Jin %A van der Harst, Pim %A Kao, Wen Hong Linda %A Sjögren, Marketa %A Vinay, D G %A Alexander, Myriam %A Tabara, Yasuharu %A Shaw-Hawkins, Sue %A Whincup, Peter H %A Liu, Yongmei %A Shi, Gang %A Kuusisto, Johanna %A Tayo, Bamidele %A Seielstad, Mark %A Sim, Xueling %A Nguyen, Khanh-Dung Hoang %A Lehtimäki, Terho %A Matullo, Giuseppe %A Wu, Ying %A Gaunt, Tom R %A Onland-Moret, N Charlotte %A Cooper, Matthew N %A Platou, Carl G P %A Org, Elin %A Hardy, Rebecca %A Dahgam, Santosh %A Palmen, Jutta %A Vitart, Veronique %A Braund, Peter S %A Kuznetsova, Tatiana %A Uiterwaal, Cuno S P M %A Adeyemo, Adebowale %A Palmas, Walter %A Campbell, Harry %A Ludwig, Barbara %A Tomaszewski, Maciej %A Tzoulaki, Ioanna %A Palmer, Nicholette D %A Aspelund, Thor %A Garcia, Melissa %A Chang, Yen-Pei C %A O'Connell, Jeffrey R %A Steinle, Nanette I %A Grobbee, Diederick E %A Arking, Dan E %A Kardia, Sharon L %A Morrison, Alanna C %A Hernandez, Dena %A Najjar, Samer %A McArdle, Wendy L %A Hadley, David %A Brown, Morris J %A Connell, John M %A Hingorani, Aroon D %A Day, Ian N M %A Lawlor, Debbie A %A Beilby, John P %A Lawrence, Robert W %A Clarke, Robert %A Hopewell, Jemma C %A Ongen, Halit %A Dreisbach, Albert W %A Li, Yali %A Young, J Hunter %A Bis, Joshua C %A Kähönen, Mika %A Viikari, Jorma %A Adair, Linda S %A Lee, Nanette R %A Chen, Ming-Huei %A Olden, Matthias %A Pattaro, Cristian %A Bolton, Judith A Hoffman %A Köttgen, Anna %A Bergmann, Sven %A Mooser, Vincent %A Chaturvedi, Nish %A Frayling, Timothy M %A Islam, Muhammad %A Jafar, Tazeen H %A Erdmann, Jeanette %A Kulkarni, Smita R %A Bornstein, Stefan R %A Grässler, Jürgen %A Groop, Leif %A Voight, Benjamin F %A Kettunen, Johannes %A Howard, Philip %A Taylor, Andrew %A Guarrera, Simonetta %A Ricceri, Fulvio %A Emilsson, Valur %A Plump, Andrew %A Barroso, Inês %A Khaw, Kay-Tee %A Weder, Alan B %A Hunt, Steven C %A Sun, Yan V %A Bergman, Richard N %A Collins, Francis S %A Bonnycastle, Lori L %A Scott, Laura J %A Stringham, Heather M %A Peltonen, Leena %A Perola, Markus %A Vartiainen, Erkki %A Brand, Stefan-Martin %A Staessen, Jan A %A Wang, Thomas J %A Burton, Paul R %A Soler Artigas, Maria %A Dong, Yanbin %A Snieder, Harold %A Wang, Xiaoling %A Zhu, Haidong %A Lohman, Kurt K %A Rudock, Megan E %A Heckbert, Susan R %A Smith, Nicholas L %A Wiggins, Kerri L %A Doumatey, Ayo %A Shriner, Daniel %A Veldre, Gudrun %A Viigimaa, Margus %A Kinra, Sanjay %A Prabhakaran, Dorairaj %A Tripathy, Vikal %A Langefeld, Carl D %A Rosengren, Annika %A Thelle, Dag S %A Corsi, Anna Maria %A Singleton, Andrew %A Forrester, Terrence %A Hilton, Gina %A McKenzie, Colin A %A Salako, Tunde %A Iwai, Naoharu %A Kita, Yoshikuni %A Ogihara, Toshio %A Ohkubo, Takayoshi %A Okamura, Tomonori %A Ueshima, Hirotsugu %A Umemura, Satoshi %A Eyheramendy, Susana %A Meitinger, Thomas %A Wichmann, H-Erich %A Cho, Yoon Shin %A Kim, Hyung-Lae %A Lee, Jong-Young %A Scott, James %A Sehmi, Joban S %A Zhang, Weihua %A Hedblad, Bo %A Nilsson, Peter %A Smith, George Davey %A Wong, Andrew %A Narisu, Narisu %A Stančáková, Alena %A Raffel, Leslie J %A Yao, Jie %A Kathiresan, Sekar %A O'Donnell, Christopher J %A Schwartz, Stephen M %A Ikram, M Arfan %A Longstreth, W T %A Mosley, Thomas H %A Seshadri, Sudha %A Shrine, Nick R G %A Wain, Louise V %A Morken, Mario A %A Swift, Amy J %A Laitinen, Jaana %A Prokopenko, Inga %A Zitting, Paavo %A Cooper, Jackie A %A Humphries, Steve E %A Danesh, John %A Rasheed, Asif %A Goel, Anuj %A Hamsten, Anders %A Watkins, Hugh %A Bakker, Stephan J L %A van Gilst, Wiek H %A Janipalli, Charles S %A Mani, K Radha %A Yajnik, Chittaranjan S %A Hofman, Albert %A Mattace-Raso, Francesco U S %A Oostra, Ben A %A Demirkan, Ayse %A Isaacs, Aaron %A Rivadeneira, Fernando %A Lakatta, Edward G %A Orrù, Marco %A Scuteri, Angelo %A Ala-Korpela, Mika %A Kangas, Antti J %A Lyytikäinen, Leo-Pekka %A Soininen, Pasi %A Tukiainen, Taru %A Würtz, Peter %A Ong, Rick Twee-Hee %A Dörr, Marcus %A Kroemer, Heyo K %A Völker, Uwe %A Völzke, Henry %A Galan, Pilar %A Hercberg, Serge %A Lathrop, Mark %A Zelenika, Diana %A Deloukas, Panos %A Mangino, Massimo %A Spector, Tim D %A Zhai, Guangju %A Meschia, James F %A Nalls, Michael A %A Sharma, Pankaj %A Terzic, Janos %A Kumar, M V Kranthi %A Denniff, Matthew %A Zukowska-Szczechowska, Ewa %A Wagenknecht, Lynne E %A Fowkes, F Gerald R %A Charchar, Fadi J %A Schwarz, Peter E H %A Hayward, Caroline %A Guo, Xiuqing %A Rotimi, Charles %A Bots, Michiel L %A Brand, Eva %A Samani, Nilesh J %A Polasek, Ozren %A Talmud, Philippa J %A Nyberg, Fredrik %A Kuh, Diana %A Laan, Maris %A Hveem, Kristian %A Palmer, Lyle J %A van der Schouw, Yvonne T %A Casas, Juan P %A Mohlke, Karen L %A Vineis, Paolo %A Raitakari, Olli %A Ganesh, Santhi K %A Wong, Tien Y %A Tai, E Shyong %A Cooper, Richard S %A Laakso, Markku %A Rao, Dabeeru C %A Harris, Tamara B %A Morris, Richard W %A Dominiczak, Anna F %A Kivimaki, Mika %A Marmot, Michael G %A Miki, Tetsuro %A Saleheen, Danish %A Chandak, Giriraj R %A Coresh, Josef %A Navis, Gerjan %A Salomaa, Veikko %A Han, Bok-Ghee %A Zhu, Xiaofeng %A Kooner, Jaspal S %A Melander, Olle %A Ridker, Paul M %A Bandinelli, Stefania %A Gyllensten, Ulf B %A Wright, Alan F %A Wilson, James F %A Ferrucci, Luigi %A Farrall, Martin %A Tuomilehto, Jaakko %A Pramstaller, Peter P %A Elosua, Roberto %A Soranzo, Nicole %A Sijbrands, Eric J G %A Altshuler, David %A Loos, Ruth J F %A Shuldiner, Alan R %A Gieger, Christian %A Meneton, Pierre %A Uitterlinden, André G %A Wareham, Nicholas J %A Gudnason, Vilmundur %A Rotter, Jerome I %A Rettig, Rainer %A Uda, Manuela %A Strachan, David P %A Witteman, Jacqueline C M %A Hartikainen, Anna-Liisa %A Beckmann, Jacques S %A Boerwinkle, Eric %A Vasan, Ramachandran S %A Boehnke, Michael %A Larson, Martin G %A Jarvelin, Marjo-Riitta %A Psaty, Bruce M %A Abecasis, Goncalo R %A Chakravarti, Aravinda %A Elliott, Paul %A van Duijn, Cornelia M %A Newton-Cheh, Christopher %A Levy, Daniel %A Caulfield, Mark J %A Johnson, Toby %K Africa %K Asia %K Blood Pressure %K Cardiovascular Diseases %K Coronary Artery Disease %K Europe %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Humans %K Hypertension %K Kidney Diseases %K Polymorphism, Single Nucleotide %K Stroke %X

Blood pressure is a heritable trait influenced by several biological pathways and responsive to environmental stimuli. Over one billion people worldwide have hypertension (≥140 mm Hg systolic blood pressure or  ≥90 mm Hg diastolic blood pressure). Even small increments in blood pressure are associated with an increased risk of cardiovascular events. This genome-wide association study of systolic and diastolic blood pressure, which used a multi-stage design in 200,000 individuals of European descent, identified sixteen novel loci: six of these loci contain genes previously known or suspected to regulate blood pressure (GUCY1A3-GUCY1B3, NPR3-C5orf23, ADM, FURIN-FES, GOSR2, GNAS-EDN3); the other ten provide new clues to blood pressure physiology. A genetic risk score based on 29 genome-wide significant variants was associated with hypertension, left ventricular wall thickness, stroke and coronary artery disease, but not kidney disease or kidney function. We also observed associations with blood pressure in East Asian, South Asian and African ancestry individuals. Our findings provide new insights into the genetics and biology of blood pressure, and suggest potential novel therapeutic pathways for cardiovascular disease prevention.

%B Nature %V 478 %P 103-9 %8 2011 Sep 11 %G eng %N 7367 %1 http://www.ncbi.nlm.nih.gov/pubmed/21909115?dopt=Abstract %R 10.1038/nature10405 %0 Journal Article %J Nat Genet %D 2011 %T Genome-wide association study identifies six new loci influencing pulse pressure and mean arterial pressure. %A Wain, Louise V %A Verwoert, Germaine C %A O'Reilly, Paul F %A Shi, Gang %A Johnson, Toby %A Johnson, Andrew D %A Bochud, Murielle %A Rice, Kenneth M %A Henneman, Peter %A Smith, Albert V %A Ehret, Georg B %A Amin, Najaf %A Larson, Martin G %A Mooser, Vincent %A Hadley, David %A Dörr, Marcus %A Bis, Joshua C %A Aspelund, Thor %A Esko, Tõnu %A Janssens, A Cecile J W %A Zhao, Jing Hua %A Heath, Simon %A Laan, Maris %A Fu, Jingyuan %A Pistis, Giorgio %A Luan, Jian'an %A Arora, Pankaj %A Lucas, Gavin %A Pirastu, Nicola %A Pichler, Irene %A Jackson, Anne U %A Webster, Rebecca J %A Zhang, Feng %A Peden, John F %A Schmidt, Helena %A Tanaka, Toshiko %A Campbell, Harry %A Igl, Wilmar %A Milaneschi, Yuri %A Hottenga, Jouke-Jan %A Vitart, Veronique %A Chasman, Daniel I %A Trompet, Stella %A Bragg-Gresham, Jennifer L %A Alizadeh, Behrooz Z %A Chambers, John C %A Guo, Xiuqing %A Lehtimäki, Terho %A Kuhnel, Brigitte %A Lopez, Lorna M %A Polasek, Ozren %A Boban, Mladen %A Nelson, Christopher P %A Morrison, Alanna C %A Pihur, Vasyl %A Ganesh, Santhi K %A Hofman, Albert %A Kundu, Suman %A Mattace-Raso, Francesco U S %A Rivadeneira, Fernando %A Sijbrands, Eric J G %A Uitterlinden, André G %A Hwang, Shih-Jen %A Vasan, Ramachandran S %A Wang, Thomas J %A Bergmann, Sven %A Vollenweider, Peter %A Waeber, Gérard %A Laitinen, Jaana %A Pouta, Anneli %A Zitting, Paavo %A McArdle, Wendy L %A Kroemer, Heyo K %A Völker, Uwe %A Völzke, Henry %A Glazer, Nicole L %A Taylor, Kent D %A Harris, Tamara B %A Alavere, Helene %A Haller, Toomas %A Keis, Aime %A Tammesoo, Mari-Liis %A Aulchenko, Yurii %A Barroso, Inês %A Khaw, Kay-Tee %A Galan, Pilar %A Hercberg, Serge %A Lathrop, Mark %A Eyheramendy, Susana %A Org, Elin %A Sõber, Siim %A Lu, Xiaowen %A Nolte, Ilja M %A Penninx, Brenda W %A Corre, Tanguy %A Masciullo, Corrado %A Sala, Cinzia %A Groop, Leif %A Voight, Benjamin F %A Melander, Olle %A O'Donnell, Christopher J %A Salomaa, Veikko %A d'Adamo, Adamo Pio %A Fabretto, Antonella %A Faletra, Flavio %A Ulivi, Sheila %A Del Greco, Fabiola M %A Facheris, Maurizio %A Collins, Francis S %A Bergman, Richard N %A Beilby, John P %A Hung, Joseph %A Musk, A William %A Mangino, Massimo %A Shin, So-Youn %A Soranzo, Nicole %A Watkins, Hugh %A Goel, Anuj %A Hamsten, Anders %A Gider, Pierre %A Loitfelder, Marisa %A Zeginigg, Marion %A Hernandez, Dena %A Najjar, Samer S %A Navarro, Pau %A Wild, Sarah H %A Corsi, Anna Maria %A Singleton, Andrew %A de Geus, Eco J C %A Willemsen, Gonneke %A Parker, Alex N %A Rose, Lynda M %A Buckley, Brendan %A Stott, David %A Orrù, Marco %A Uda, Manuela %A van der Klauw, Melanie M %A Zhang, Weihua %A Li, Xinzhong %A Scott, James %A Chen, Yii-Der Ida %A Burke, Gregory L %A Kähönen, Mika %A Viikari, Jorma %A Döring, Angela %A Meitinger, Thomas %A Davies, Gail %A Starr, John M %A Emilsson, Valur %A Plump, Andrew %A Lindeman, Jan H %A Hoen, Peter A C 't %A König, Inke R %A Felix, Janine F %A Clarke, Robert %A Hopewell, Jemma C %A Ongen, Halit %A Breteler, Monique %A Debette, Stephanie %A DeStefano, Anita L %A Fornage, Myriam %A Mitchell, Gary F %A Smith, Nicholas L %A Holm, Hilma %A Stefansson, Kari %A Thorleifsson, Gudmar %A Thorsteinsdottir, Unnur %A Samani, Nilesh J %A Preuss, Michael %A Rudan, Igor %A Hayward, Caroline %A Deary, Ian J %A Wichmann, H-Erich %A Raitakari, Olli T %A Palmas, Walter %A Kooner, Jaspal S %A Stolk, Ronald P %A Jukema, J Wouter %A Wright, Alan F %A Boomsma, Dorret I %A Bandinelli, Stefania %A Gyllensten, Ulf B %A Wilson, James F %A Ferrucci, Luigi %A Schmidt, Reinhold %A Farrall, Martin %A Spector, Tim D %A Palmer, Lyle J %A Tuomilehto, Jaakko %A Pfeufer, Arne %A Gasparini, Paolo %A Siscovick, David %A Altshuler, David %A Loos, Ruth J F %A Toniolo, Daniela %A Snieder, Harold %A Gieger, Christian %A Meneton, Pierre %A Wareham, Nicholas J %A Oostra, Ben A %A Metspalu, Andres %A Launer, Lenore %A Rettig, Rainer %A Strachan, David P %A Beckmann, Jacques S %A Witteman, Jacqueline C M %A Erdmann, Jeanette %A van Dijk, Ko Willems %A Boerwinkle, Eric %A Boehnke, Michael %A Ridker, Paul M %A Jarvelin, Marjo-Riitta %A Chakravarti, Aravinda %A Abecasis, Goncalo R %A Gudnason, Vilmundur %A Newton-Cheh, Christopher %A Levy, Daniel %A Munroe, Patricia B %A Psaty, Bruce M %A Caulfield, Mark J %A Rao, Dabeeru C %A Tobin, Martin D %A Elliott, Paul %A van Duijn, Cornelia M %K Arteries %K Blood Pressure %K Case-Control Studies %K Follow-Up Studies %K Genetic Loci %K Genome-Wide Association Study %K Humans %K Hypertension %K Linkage Disequilibrium %K Polymorphism, Single Nucleotide %X

Numerous genetic loci have been associated with systolic blood pressure (SBP) and diastolic blood pressure (DBP) in Europeans. We now report genome-wide association studies of pulse pressure (PP) and mean arterial pressure (MAP). In discovery (N = 74,064) and follow-up studies (N = 48,607), we identified at genome-wide significance (P = 2.7 × 10(-8) to P = 2.3 × 10(-13)) four new PP loci (at 4q12 near CHIC2, 7q22.3 near PIK3CG, 8q24.12 in NOV and 11q24.3 near ADAMTS8), two new MAP loci (3p21.31 in MAP4 and 10q25.3 near ADRB1) and one locus associated with both of these traits (2q24.3 near FIGN) that has also recently been associated with SBP in east Asians. For three of the new PP loci, the estimated effect for SBP was opposite of that for DBP, in contrast to the majority of common SBP- and DBP-associated variants, which show concordant effects on both traits. These findings suggest new genetic pathways underlying blood pressure variation, some of which may differentially influence SBP and DBP.

%B Nat Genet %V 43 %P 1005-11 %8 2011 Sep 11 %G eng %N 10 %1 http://www.ncbi.nlm.nih.gov/pubmed/21909110?dopt=Abstract %R 10.1038/ng.922 %0 Journal Article %J Nat Genet %D 2012 %T Large-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways. %A Scott, Robert A %A Lagou, Vasiliki %A Welch, Ryan P %A Wheeler, Eleanor %A Montasser, May E %A Luan, Jian'an %A Mägi, Reedik %A Strawbridge, Rona J %A Rehnberg, Emil %A Gustafsson, Stefan %A Kanoni, Stavroula %A Rasmussen-Torvik, Laura J %A Yengo, Loic %A Lecoeur, Cécile %A Shungin, Dmitry %A Sanna, Serena %A Sidore, Carlo %A Johnson, Paul C D %A Jukema, J Wouter %A Johnson, Toby %A Mahajan, Anubha %A Verweij, Niek %A Thorleifsson, Gudmar %A Hottenga, Jouke-Jan %A Shah, Sonia %A Smith, Albert V %A Sennblad, Bengt %A Gieger, Christian %A Salo, Perttu %A Perola, Markus %A Timpson, Nicholas J %A Evans, David M %A Pourcain, Beate St %A Wu, Ying %A Andrews, Jeanette S %A Hui, Jennie %A Bielak, Lawrence F %A Zhao, Wei %A Horikoshi, Momoko %A Navarro, Pau %A Isaacs, Aaron %A O'Connell, Jeffrey R %A Stirrups, Kathleen %A Vitart, Veronique %A Hayward, Caroline %A Esko, Tõnu %A Mihailov, Evelin %A Fraser, Ross M %A Fall, Tove %A Voight, Benjamin F %A Raychaudhuri, Soumya %A Chen, Han %A Lindgren, Cecilia M %A Morris, Andrew P %A Rayner, Nigel W %A Robertson, Neil %A Rybin, Denis %A Liu, Ching-Ti %A Beckmann, Jacques S %A Willems, Sara M %A Chines, Peter S %A Jackson, Anne U %A Kang, Hyun Min %A Stringham, Heather M %A Song, Kijoung %A Tanaka, Toshiko %A Peden, John F %A Goel, Anuj %A Hicks, Andrew A %A An, Ping %A Müller-Nurasyid, Martina %A Franco-Cereceda, Anders %A Folkersen, Lasse %A Marullo, Letizia %A Jansen, Hanneke %A Oldehinkel, Albertine J %A Bruinenberg, Marcel %A Pankow, James S %A North, Kari E %A Forouhi, Nita G %A Loos, Ruth J F %A Edkins, Sarah %A Varga, Tibor V %A Hallmans, Göran %A Oksa, Heikki %A Antonella, Mulas %A Nagaraja, Ramaiah %A Trompet, Stella %A Ford, Ian %A Bakker, Stephan J L %A Kong, Augustine %A Kumari, Meena %A Gigante, Bruna %A Herder, Christian %A Munroe, Patricia B %A Caulfield, Mark %A Antti, Jula %A Mangino, Massimo %A Small, Kerrin %A Miljkovic, Iva %A Liu, Yongmei %A Atalay, Mustafa %A Kiess, Wieland %A James, Alan L %A Rivadeneira, Fernando %A Uitterlinden, André G %A Palmer, Colin N A %A Doney, Alex S F %A Willemsen, Gonneke %A Smit, Johannes H %A Campbell, Susan %A Polasek, Ozren %A Bonnycastle, Lori L %A Hercberg, Serge %A Dimitriou, Maria %A Bolton, Jennifer L %A Fowkes, Gerard R %A Kovacs, Peter %A Lindström, Jaana %A Zemunik, Tatijana %A Bandinelli, Stefania %A Wild, Sarah H %A Basart, Hanneke V %A Rathmann, Wolfgang %A Grallert, Harald %A Maerz, Winfried %A Kleber, Marcus E %A Boehm, Bernhard O %A Peters, Annette %A Pramstaller, Peter P %A Province, Michael A %A Borecki, Ingrid B %A Hastie, Nicholas D %A Rudan, Igor %A Campbell, Harry %A Watkins, Hugh %A Farrall, Martin %A Stumvoll, Michael %A Ferrucci, Luigi %A Waterworth, Dawn M %A Bergman, Richard N %A Collins, Francis S %A Tuomilehto, Jaakko %A Watanabe, Richard M %A de Geus, Eco J C %A Penninx, Brenda W %A Hofman, Albert %A Oostra, Ben A %A Psaty, Bruce M %A Vollenweider, Peter %A Wilson, James F %A Wright, Alan F %A Hovingh, G Kees %A Metspalu, Andres %A Uusitupa, Matti %A Magnusson, Patrik K E %A Kyvik, Kirsten O %A Kaprio, Jaakko %A Price, Jackie F %A Dedoussis, George V %A Deloukas, Panos %A Meneton, Pierre %A Lind, Lars %A Boehnke, Michael %A Shuldiner, Alan R %A van Duijn, Cornelia M %A Morris, Andrew D %A Toenjes, Anke %A Peyser, Patricia A %A Beilby, John P %A Körner, Antje %A Kuusisto, Johanna %A Laakso, Markku %A Bornstein, Stefan R %A Schwarz, Peter E H %A Lakka, Timo A %A Rauramaa, Rainer %A Adair, Linda S %A Smith, George Davey %A Spector, Tim D %A Illig, Thomas %A de Faire, Ulf %A Hamsten, Anders %A Gudnason, Vilmundur %A Kivimaki, Mika %A Hingorani, Aroon %A Keinanen-Kiukaanniemi, Sirkka M %A Saaristo, Timo E %A Boomsma, Dorret I %A Stefansson, Kari %A van der Harst, Pim %A Dupuis, Josée %A Pedersen, Nancy L %A Sattar, Naveed %A Harris, Tamara B %A Cucca, Francesco %A Ripatti, Samuli %A Salomaa, Veikko %A Mohlke, Karen L %A Balkau, Beverley %A Froguel, Philippe %A Pouta, Anneli %A Jarvelin, Marjo-Riitta %A Wareham, Nicholas J %A Bouatia-Naji, Nabila %A McCarthy, Mark I %A Franks, Paul W %A Meigs, James B %A Teslovich, Tanya M %A Florez, Jose C %A Langenberg, Claudia %A Ingelsson, Erik %A Prokopenko, Inga %A Barroso, Inês %K Adult %K Animals %K Blood Glucose %K Fasting %K Female %K Gene Frequency %K Genome-Wide Association Study %K Humans %K Insulin %K Male %K Metabolic Networks and Pathways %K Mice %K Osmolar Concentration %K Quantitative Trait Loci %X

Through genome-wide association meta-analyses of up to 133,010 individuals of European ancestry without diabetes, including individuals newly genotyped using the Metabochip, we have increased the number of confirmed loci influencing glycemic traits to 53, of which 33 also increase type 2 diabetes risk (q < 0.05). Loci influencing fasting insulin concentration showed association with lipid levels and fat distribution, suggesting impact on insulin resistance. Gene-based analyses identified further biologically plausible loci, suggesting that additional loci beyond those reaching genome-wide significance are likely to represent real associations. This conclusion is supported by an excess of directionally consistent and nominally significant signals between discovery and follow-up studies. Functional analysis of these newly discovered loci will further improve our understanding of glycemic control.

%B Nat Genet %V 44 %P 991-1005 %8 2012 Sep %G eng %N 9 %1 http://www.ncbi.nlm.nih.gov/pubmed/22885924?dopt=Abstract %R 10.1038/ng.2385 %0 Journal Article %J PLoS Genet %D 2012 %T Novel loci for adiponectin levels and their influence on type 2 diabetes and metabolic traits: a multi-ethnic meta-analysis of 45,891 individuals. %A Dastani, Zari %A Hivert, Marie-France %A Timpson, Nicholas %A Perry, John R B %A Yuan, Xin %A Scott, Robert A %A Henneman, Peter %A Heid, Iris M %A Kizer, Jorge R %A Lyytikäinen, Leo-Pekka %A Fuchsberger, Christian %A Tanaka, Toshiko %A Morris, Andrew P %A Small, Kerrin %A Isaacs, Aaron %A Beekman, Marian %A Coassin, Stefan %A Lohman, Kurt %A Qi, Lu %A Kanoni, Stavroula %A Pankow, James S %A Uh, Hae-Won %A Wu, Ying %A Bidulescu, Aurelian %A Rasmussen-Torvik, Laura J %A Greenwood, Celia M T %A Ladouceur, Martin %A Grimsby, Jonna %A Manning, Alisa K %A Liu, Ching-Ti %A Kooner, Jaspal %A Mooser, Vincent E %A Vollenweider, Peter %A Kapur, Karen A %A Chambers, John %A Wareham, Nicholas J %A Langenberg, Claudia %A Frants, Rune %A Willems-Vandijk, Ko %A Oostra, Ben A %A Willems, Sara M %A Lamina, Claudia %A Winkler, Thomas W %A Psaty, Bruce M %A Tracy, Russell P %A Brody, Jennifer %A Chen, Ida %A Viikari, Jorma %A Kähönen, Mika %A Pramstaller, Peter P %A Evans, David M %A St Pourcain, Beate %A Sattar, Naveed %A Wood, Andrew R %A Bandinelli, Stefania %A Carlson, Olga D %A Egan, Josephine M %A Böhringer, Stefan %A van Heemst, Diana %A Kedenko, Lyudmyla %A Kristiansson, Kati %A Nuotio, Marja-Liisa %A Loo, Britt-Marie %A Harris, Tamara %A Garcia, Melissa %A Kanaya, Alka %A Haun, Margot %A Klopp, Norman %A Wichmann, H-Erich %A Deloukas, Panos %A Katsareli, Efi %A Couper, David J %A Duncan, Bruce B %A Kloppenburg, Margreet %A Adair, Linda S %A Borja, Judith B %A Wilson, James G %A Musani, Solomon %A Guo, Xiuqing %A Johnson, Toby %A Semple, Robert %A Teslovich, Tanya M %A Allison, Matthew A %A Redline, Susan %A Buxbaum, Sarah G %A Mohlke, Karen L %A Meulenbelt, Ingrid %A Ballantyne, Christie M %A Dedoussis, George V %A Hu, Frank B %A Liu, Yongmei %A Paulweber, Bernhard %A Spector, Timothy D %A Slagboom, P Eline %A Ferrucci, Luigi %A Jula, Antti %A Perola, Markus %A Raitakari, Olli %A Florez, Jose C %A Salomaa, Veikko %A Eriksson, Johan G %A Frayling, Timothy M %A Hicks, Andrew A %A Lehtimäki, Terho %A Smith, George Davey %A Siscovick, David S %A Kronenberg, Florian %A van Duijn, Cornelia %A Loos, Ruth J F %A Waterworth, Dawn M %A Meigs, James B %A Dupuis, Josée %A Richards, J Brent %A Voight, Benjamin F %A Scott, Laura J %A Steinthorsdottir, Valgerdur %A Dina, Christian %A Welch, Ryan P %A Zeggini, Eleftheria %A Huth, Cornelia %A Aulchenko, Yurii S %A Thorleifsson, Gudmar %A McCulloch, Laura J %A Ferreira, Teresa %A Grallert, Harald %A Amin, Najaf %A Wu, Guanming %A Willer, Cristen J %A Raychaudhuri, Soumya %A McCarroll, Steve A %A Hofmann, Oliver M %A Segrè, Ayellet V %A van Hoek, Mandy %A Navarro, Pau %A Ardlie, Kristin %A Balkau, Beverley %A Benediktsson, Rafn %A Bennett, Amanda J %A Blagieva, Roza %A Boerwinkle, Eric %A Bonnycastle, Lori L %A Boström, Kristina Bengtsson %A Bravenboer, Bert %A Bumpstead, Suzannah %A Burtt, Noel P %A Charpentier, Guillaume %A Chines, Peter S %A Cornelis, Marilyn %A Crawford, Gabe %A Doney, Alex S F %A Elliott, Katherine S %A Elliott, Amanda L %A Erdos, Michael R %A Fox, Caroline S %A Franklin, Christopher S %A Ganser, Martha %A Gieger, Christian %A Grarup, Niels %A Green, Todd %A Griffin, Simon %A Groves, Christopher J %A Guiducci, Candace %A Hadjadj, Samy %A Hassanali, Neelam %A Herder, Christian %A Isomaa, Bo %A Jackson, Anne U %A Johnson, Paul R V %A Jørgensen, Torben %A Kao, Wen H L %A Kong, Augustine %A Kraft, Peter %A Kuusisto, Johanna %A Lauritzen, Torsten %A Li, Man %A Lieverse, Aloysius %A Lindgren, Cecilia M %A Lyssenko, Valeriya %A Marre, Michel %A Meitinger, Thomas %A Midthjell, Kristian %A Morken, Mario A %A Narisu, Narisu %A Nilsson, Peter %A Owen, Katharine R %A Payne, Felicity %A Petersen, Ann-Kristin %A Platou, Carl %A Proença, Christine %A Prokopenko, Inga %A Rathmann, Wolfgang %A Rayner, N William %A Robertson, Neil R %A Rocheleau, Ghislain %A Roden, Michael %A Sampson, Michael J %A Saxena, Richa %A Shields, Beverley M %A Shrader, Peter %A Sigurdsson, Gunnar %A Sparsø, Thomas %A Strassburger, Klaus %A Stringham, Heather M %A Sun, Qi %A Swift, Amy J %A Thorand, Barbara %A Tichet, Jean %A Tuomi, Tiinamaija %A van Dam, Rob M %A van Haeften, Timon W %A van Herpt, Thijs %A van Vliet-Ostaptchouk, Jana V %A Walters, G Bragi %A Weedon, Michael N %A Wijmenga, Cisca %A Witteman, Jacqueline %A Bergman, Richard N %A Cauchi, Stephane %A Collins, Francis S %A Gloyn, Anna L %A Gyllensten, Ulf %A Hansen, Torben %A Hide, Winston A %A Hitman, Graham A %A Hofman, Albert %A Hunter, David J %A Hveem, Kristian %A Laakso, Markku %A Morris, Andrew D %A Palmer, Colin N A %A Rudan, Igor %A Sijbrands, Eric %A Stein, Lincoln D %A Tuomilehto, Jaakko %A Uitterlinden, Andre %A Walker, Mark %A Watanabe, Richard M %A Abecasis, Goncalo R %A Boehm, Bernhard O %A Campbell, Harry %A Daly, Mark J %A Hattersley, Andrew T %A Pedersen, Oluf %A Barroso, Inês %A Groop, Leif %A Sladek, Rob %A Thorsteinsdottir, Unnur %A Wilson, James F %A Illig, Thomas %A Froguel, Philippe %A van Duijn, Cornelia M %A Stefansson, Kari %A Altshuler, David %A Boehnke, Michael %A McCarthy, Mark I %A Soranzo, Nicole %A Wheeler, Eleanor %A Glazer, Nicole L %A Bouatia-Naji, Nabila %A Mägi, Reedik %A Randall, Joshua %A Elliott, Paul %A Rybin, Denis %A Dehghan, Abbas %A Hottenga, Jouke Jan %A Song, Kijoung %A Goel, Anuj %A Lajunen, Taina %A Doney, Alex %A Cavalcanti-Proença, Christine %A Kumari, Meena %A Timpson, Nicholas J %A Zabena, Carina %A Ingelsson, Erik %A An, Ping %A O'Connell, Jeffrey %A Luan, Jian'an %A Elliott, Amanda %A McCarroll, Steven A %A Roccasecca, Rosa Maria %A Pattou, François %A Sethupathy, Praveen %A Ariyurek, Yavuz %A Barter, Philip %A Beilby, John P %A Ben-Shlomo, Yoav %A Bergmann, Sven %A Bochud, Murielle %A Bonnefond, Amélie %A Borch-Johnsen, Knut %A Böttcher, Yvonne %A Brunner, Eric %A Bumpstead, Suzannah J %A Chen, Yii-Der Ida %A Chines, Peter %A Clarke, Robert %A Coin, Lachlan J M %A Cooper, Matthew N %A Crisponi, Laura %A Day, Ian N M %A de Geus, Eco J C %A Delplanque, Jerome %A Fedson, Annette C %A Fischer-Rosinsky, Antje %A Forouhi, Nita G %A Franzosi, Maria Grazia %A Galan, Pilar %A Goodarzi, Mark O %A Graessler, Jürgen %A Grundy, Scott %A Gwilliam, Rhian %A Hallmans, Göran %A Hammond, Naomi %A Han, Xijing %A Hartikainen, Anna-Liisa %A Hayward, Caroline %A Heath, Simon C %A Hercberg, Serge %A Hillman, David R %A Hingorani, Aroon D %A Hui, Jennie %A Hung, Joe %A Kaakinen, Marika %A Kaprio, Jaakko %A Kesaniemi, Y Antero %A Kivimaki, Mika %A Knight, Beatrice %A Koskinen, Seppo %A Kovacs, Peter %A Kyvik, Kirsten Ohm %A Lathrop, G Mark %A Lawlor, Debbie A %A Le Bacquer, Olivier %A Lecoeur, Cécile %A Li, Yun %A Mahley, Robert %A Mangino, Massimo %A Martínez-Larrad, María Teresa %A McAteer, Jarred B %A McPherson, Ruth %A Meisinger, Christa %A Melzer, David %A Meyre, David %A Mitchell, Braxton D %A Mukherjee, Sutapa %A Naitza, Silvia %A Neville, Matthew J %A Orrù, Marco %A Pakyz, Ruth %A Paolisso, Giuseppe %A Pattaro, Cristian %A Pearson, Daniel %A Peden, John F %A Pedersen, Nancy L %A Pfeiffer, Andreas F H %A Pichler, Irene %A Polasek, Ozren %A Posthuma, Danielle %A Potter, Simon C %A Pouta, Anneli %A Province, Michael A %A Rayner, Nigel W %A Rice, Kenneth %A Ripatti, Samuli %A Rivadeneira, Fernando %A Rolandsson, Olov %A Sandbaek, Annelli %A Sandhu, Manjinder %A Sanna, Serena %A Sayer, Avan Aihie %A Scheet, Paul %A Seedorf, Udo %A Sharp, Stephen J %A Shields, Beverley %A Sigurðsson, Gunnar %A Sijbrands, Eric J G %A Silveira, Angela %A Simpson, Laila %A Singleton, Andrew %A Smith, Nicholas L %A Sovio, Ulla %A Swift, Amy %A Syddall, Holly %A Syvänen, Ann-Christine %A Tönjes, Anke %A Uitterlinden, André G %A van Dijk, Ko Willems %A Varma, Dhiraj %A Visvikis-Siest, Sophie %A Vitart, Veronique %A Vogelzangs, Nicole %A Waeber, Gérard %A Wagner, Peter J %A Walley, Andrew %A Ward, Kim L %A Watkins, Hugh %A Wild, Sarah H %A Willemsen, Gonneke %A Witteman, Jaqueline C M %A Yarnell, John W G %A Zelenika, Diana %A Zethelius, Björn %A Zhai, Guangju %A Zhao, Jing Hua %A Zillikens, M Carola %A Borecki, Ingrid B %A Meneton, Pierre %A Magnusson, Patrik K E %A Nathan, David M %A Williams, Gordon H %A Silander, Kaisa %A Bornstein, Stefan R %A Schwarz, Peter %A Spranger, Joachim %A Karpe, Fredrik %A Shuldiner, Alan R %A Cooper, Cyrus %A Serrano-Ríos, Manuel %A Lind, Lars %A Palmer, Lyle J %A Hu, Frank B %A Franks, Paul W %A Ebrahim, Shah %A Marmot, Michael %A Kao, W H Linda %A Pramstaller, Peter Paul %A Wright, Alan F %A Stumvoll, Michael %A Hamsten, Anders %A Buchanan, Thomas A %A Valle, Timo T %A Rotter, Jerome I %A Penninx, Brenda W J H %A Boomsma, Dorret I %A Cao, Antonio %A Scuteri, Angelo %A Schlessinger, David %A Uda, Manuela %A Ruokonen, Aimo %A Jarvelin, Marjo-Riitta %A Peltonen, Leena %A Mooser, Vincent %A Sladek, Robert %A Musunuru, Kiran %A Smith, Albert V %A Edmondson, Andrew C %A Stylianou, Ioannis M %A Koseki, Masahiro %A Pirruccello, James P %A Chasman, Daniel I %A Johansen, Christopher T %A Fouchier, Sigrid W %A Peloso, Gina M %A Barbalic, Maja %A Ricketts, Sally L %A Bis, Joshua C %A Feitosa, Mary F %A Orho-Melander, Marju %A Melander, Olle %A Li, Xiaohui %A Li, Mingyao %A Cho, Yoon Shin %A Go, Min Jin %A Kim, Young Jin %A Lee, Jong-Young %A Park, Taesung %A Kim, Kyunga %A Sim, Xueling %A Ong, Rick Twee-Hee %A Croteau-Chonka, Damien C %A Lange, Leslie A %A Smith, Joshua D %A Ziegler, Andreas %A Zhang, Weihua %A Zee, Robert Y L %A Whitfield, John B %A Thompson, John R %A Surakka, Ida %A Spector, Tim D %A Smit, Johannes H %A Sinisalo, Juha %A Scott, James %A Saharinen, Juha %A Sabatti, Chiara %A Rose, Lynda M %A Roberts, Robert %A Rieder, Mark %A Parker, Alex N %A Paré, Guillaume %A O'Donnell, Christopher J %A Nieminen, Markku S %A Nickerson, Deborah A %A Montgomery, Grant W %A McArdle, Wendy %A Masson, David %A Martin, Nicholas G %A Marroni, Fabio %A Lucas, Gavin %A Luben, Robert %A Lokki, Marja-Liisa %A Lettre, Guillaume %A Launer, Lenore J %A Lakatta, Edward G %A Laaksonen, Reijo %A Kyvik, Kirsten O %A König, Inke R %A Khaw, Kay-Tee %A Kaplan, Lee M %A Johansson, Asa %A Janssens, A Cecile J W %A Igl, Wilmar %A Hovingh, G Kees %A Hengstenberg, Christian %A Havulinna, Aki S %A Hastie, Nicholas D %A Harris, Tamara B %A Haritunians, Talin %A Hall, Alistair S %A Groop, Leif C %A Gonzalez, Elena %A Freimer, Nelson B %A Erdmann, Jeanette %A Ejebe, Kenechi G %A Döring, Angela %A Dominiczak, Anna F %A Demissie, Serkalem %A Deloukas, Panagiotis %A de Faire, Ulf %A Crawford, Gabriel %A Chen, Yii-der I %A Caulfield, Mark J %A Boekholdt, S Matthijs %A Assimes, Themistocles L %A Quertermous, Thomas %A Seielstad, Mark %A Wong, Tien Y %A Tai, E-Shyong %A Feranil, Alan B %A Kuzawa, Christopher W %A Taylor, Herman A %A Gabriel, Stacey B %A Holm, Hilma %A Gudnason, Vilmundur %A Krauss, Ronald M %A Ordovas, Jose M %A Munroe, Patricia B %A Kooner, Jaspal S %A Tall, Alan R %A Hegele, Robert A %A Kastelein, John J P %A Schadt, Eric E %A Strachan, David P %A Reilly, Muredach P %A Samani, Nilesh J %A Schunkert, Heribert %A Cupples, L Adrienne %A Sandhu, Manjinder S %A Ridker, Paul M %A Rader, Daniel J %A Kathiresan, Sekar %K Adiponectin %K African Americans %K Asian Continental Ancestry Group %K Cholesterol, HDL %K Diabetes Mellitus, Type 2 %K European Continental Ancestry Group %K Female %K Gene Expression %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Glucose Tolerance Test %K Humans %K Insulin Resistance %K Male %K Metabolic Networks and Pathways %K Polymorphism, Single Nucleotide %K Waist-Hip Ratio %X

Circulating levels of adiponectin, a hormone produced predominantly by adipocytes, are highly heritable and are inversely associated with type 2 diabetes mellitus (T2D) and other metabolic traits. We conducted a meta-analysis of genome-wide association studies in 39,883 individuals of European ancestry to identify genes associated with metabolic disease. We identified 8 novel loci associated with adiponectin levels and confirmed 2 previously reported loci (P = 4.5×10(-8)-1.2×10(-43)). Using a novel method to combine data across ethnicities (N = 4,232 African Americans, N = 1,776 Asians, and N = 29,347 Europeans), we identified two additional novel loci. Expression analyses of 436 human adipocyte samples revealed that mRNA levels of 18 genes at candidate regions were associated with adiponectin concentrations after accounting for multiple testing (p<3×10(-4)). We next developed a multi-SNP genotypic risk score to test the association of adiponectin decreasing risk alleles on metabolic traits and diseases using consortia-level meta-analytic data. This risk score was associated with increased risk of T2D (p = 4.3×10(-3), n = 22,044), increased triglycerides (p = 2.6×10(-14), n = 93,440), increased waist-to-hip ratio (p = 1.8×10(-5), n = 77,167), increased glucose two hours post oral glucose tolerance testing (p = 4.4×10(-3), n = 15,234), increased fasting insulin (p = 0.015, n = 48,238), but with lower in HDL-cholesterol concentrations (p = 4.5×10(-13), n = 96,748) and decreased BMI (p = 1.4×10(-4), n = 121,335). These findings identify novel genetic determinants of adiponectin levels, which, taken together, influence risk of T2D and markers of insulin resistance.

%B PLoS Genet %V 8 %P e1002607 %8 2012 %G eng %N 3 %1 http://www.ncbi.nlm.nih.gov/pubmed/22479202?dopt=Abstract %R 10.1371/journal.pgen.1002607 %0 Journal Article %J Diabetes %D 2016 %T Genome-Wide Association Study of the Modified Stumvoll Insulin Sensitivity Index Identifies BCL2 and FAM19A2 as Novel Insulin Sensitivity Loci. %A Walford, Geoffrey A %A Gustafsson, Stefan %A Rybin, Denis %A Stančáková, Alena %A Chen, Han %A Liu, Ching-Ti %A Hong, Jaeyoung %A Jensen, Richard A %A Rice, Ken %A Morris, Andrew P %A Mägi, Reedik %A Tönjes, Anke %A Prokopenko, Inga %A Kleber, Marcus E %A Delgado, Graciela %A Silbernagel, Günther %A Jackson, Anne U %A Appel, Emil V %A Grarup, Niels %A Lewis, Joshua P %A Montasser, May E %A Landenvall, Claes %A Staiger, Harald %A Luan, Jian'an %A Frayling, Timothy M %A Weedon, Michael N %A Xie, Weijia %A Morcillo, Sonsoles %A Martínez-Larrad, María Teresa %A Biggs, Mary L %A Chen, Yii-Der Ida %A Corbaton-Anchuelo, Arturo %A Færch, Kristine %A Gómez-Zumaquero, Juan Miguel %A Goodarzi, Mark O %A Kizer, Jorge R %A Koistinen, Heikki A %A Leong, Aaron %A Lind, Lars %A Lindgren, Cecilia %A Machicao, Fausto %A Manning, Alisa K %A Martín-Núñez, Gracia María %A Rojo-Martínez, Gemma %A Rotter, Jerome I %A Siscovick, David S %A Zmuda, Joseph M %A Zhang, Zhongyang %A Serrano-Ríos, Manuel %A Smith, Ulf %A Soriguer, Federico %A Hansen, Torben %A Jørgensen, Torben J %A Linnenberg, Allan %A Pedersen, Oluf %A Walker, Mark %A Langenberg, Claudia %A Scott, Robert A %A Wareham, Nicholas J %A Fritsche, Andreas %A Häring, Hans-Ulrich %A Stefan, Norbert %A Groop, Leif %A O'Connell, Jeff R %A Boehnke, Michael %A Bergman, Richard N %A Collins, Francis S %A Mohlke, Karen L %A Tuomilehto, Jaakko %A März, Winfried %A Kovacs, Peter %A Stumvoll, Michael %A Psaty, Bruce M %A Kuusisto, Johanna %A Laakso, Markku %A Meigs, James B %A Dupuis, Josée %A Ingelsson, Erik %A Florez, Jose C %X

Genome-wide association studies (GWAS) have found few common variants that influence fasting measures of insulin sensitivity. We hypothesized that a GWAS of an integrated assessment of fasting and dynamic measures of insulin sensitivity would detect novel common variants. We performed a GWAS of the modified Stumvoll Insulin Sensitivity Index (ISI) within the Meta-Analyses of Glucose and Insulin-Related Traits Consortium. Discovery for genetic association was performed in 16,753 individuals, and replication was attempted for the 23 most significant novel loci in 13,354 independent individuals. Association with ISI was tested in models adjusted for age, sex, and BMI and in a model analyzing the combined influence of the genotype effect adjusted for BMI and the interaction effect between the genotype and BMI on ISI (model 3). In model 3, three variants reached genome-wide significance: rs13422522 (NYAP2; P = 8.87 × 10(-11)), rs12454712 (BCL2; P = 2.7 × 10(-8)), and rs10506418 (FAM19A2; P = 1.9 × 10(-8)). The association at NYAP2 was eliminated by conditioning on the known IRS1 insulin sensitivity locus; the BCL2 and FAM19A2 associations were independent of known cardiometabolic loci. In conclusion, we identified two novel loci and replicated known variants associated with insulin sensitivity. Further studies are needed to clarify the causal variant and function at the BCL2 and FAM19A2 loci.

%B Diabetes %V 65 %P 3200-11 %8 2016 Oct %G eng %N 10 %1 http://www.ncbi.nlm.nih.gov/pubmed/27416945?dopt=Abstract %R 10.2337/db16-0199 %0 Journal Article %J Nat Commun %D 2016 %T A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape. %A Ried, Janina S %A Jeff M, Janina %A Chu, Audrey Y %A Bragg-Gresham, Jennifer L %A van Dongen, Jenny %A Huffman, Jennifer E %A Ahluwalia, Tarunveer S %A Cadby, Gemma %A Eklund, Niina %A Eriksson, Joel %A Esko, Tõnu %A Feitosa, Mary F %A Goel, Anuj %A Gorski, Mathias %A Hayward, Caroline %A Heard-Costa, Nancy L %A Jackson, Anne U %A Jokinen, Eero %A Kanoni, Stavroula %A Kristiansson, Kati %A Kutalik, Zoltán %A Lahti, Jari %A Luan, Jian'an %A Mägi, Reedik %A Mahajan, Anubha %A Mangino, Massimo %A Medina-Gómez, Carolina %A Monda, Keri L %A Nolte, Ilja M %A Perusse, Louis %A Prokopenko, Inga %A Qi, Lu %A Rose, Lynda M %A Salvi, Erika %A Smith, Megan T %A Snieder, Harold %A Stančáková, Alena %A Ju Sung, Yun %A Tachmazidou, Ioanna %A Teumer, Alexander %A Thorleifsson, Gudmar %A van der Harst, Pim %A Walker, Ryan W %A Wang, Sophie R %A Wild, Sarah H %A Willems, Sara M %A Wong, Andrew %A Zhang, Weihua %A Albrecht, Eva %A Couto Alves, Alexessander %A Bakker, Stephan J L %A Barlassina, Cristina %A Bartz, Traci M %A Beilby, John %A Bellis, Claire %A Bergman, Richard N %A Bergmann, Sven %A Blangero, John %A Blüher, Matthias %A Boerwinkle, Eric %A Bonnycastle, Lori L %A Bornstein, Stefan R %A Bruinenberg, Marcel %A Campbell, Harry %A Chen, Yii-Der Ida %A Chiang, Charleston W K %A Chines, Peter S %A Collins, Francis S %A Cucca, Fracensco %A Cupples, L Adrienne %A D'Avila, Francesca %A de Geus, Eco J C %A Dedoussis, George %A Dimitriou, Maria %A Döring, Angela %A Eriksson, Johan G %A Farmaki, Aliki-Eleni %A Farrall, Martin %A Ferreira, Teresa %A Fischer, Krista %A Forouhi, Nita G %A Friedrich, Nele %A Gjesing, Anette Prior %A Glorioso, Nicola %A Graff, Mariaelisa %A Grallert, Harald %A Grarup, Niels %A Gräßler, Jürgen %A Grewal, Jagvir %A Hamsten, Anders %A Harder, Marie Neergaard %A Hartman, Catharina A %A Hassinen, Maija %A Hastie, Nicholas %A Hattersley, Andrew Tym %A Havulinna, Aki S %A Heliövaara, Markku %A Hillege, Hans %A Hofman, Albert %A Holmen, Oddgeir %A Homuth, Georg %A Hottenga, Jouke-Jan %A Hui, Jennie %A Husemoen, Lise Lotte %A Hysi, Pirro G %A Isaacs, Aaron %A Ittermann, Till %A Jalilzadeh, Shapour %A James, Alan L %A Jørgensen, Torben %A Jousilahti, Pekka %A Jula, Antti %A Marie Justesen, Johanne %A Justice, Anne E %A Kähönen, Mika %A Karaleftheri, Maria %A Tee Khaw, Kay %A Keinanen-Kiukaanniemi, Sirkka M %A Kinnunen, Leena %A Knekt, Paul B %A Koistinen, Heikki A %A Kolcic, Ivana %A Kooner, Ishminder K %A Koskinen, Seppo %A Kovacs, Peter %A Kyriakou, Theodosios %A Laitinen, Tomi %A Langenberg, Claudia %A Lewin, Alexandra M %A Lichtner, Peter %A Lindgren, Cecilia M %A Lindström, Jaana %A Linneberg, Allan %A Lorbeer, Roberto %A Lorentzon, Mattias %A Luben, Robert %A Lyssenko, Valeriya %A Männistö, Satu %A Manunta, Paolo %A Leach, Irene Mateo %A McArdle, Wendy L %A McKnight, Barbara %A Mohlke, Karen L %A Mihailov, Evelin %A Milani, Lili %A Mills, Rebecca %A Montasser, May E %A Morris, Andrew P %A Müller, Gabriele %A Musk, Arthur W %A Narisu, Narisu %A Ong, Ken K %A Oostra, Ben A %A Osmond, Clive %A Palotie, Aarno %A Pankow, James S %A Paternoster, Lavinia %A Penninx, Brenda W %A Pichler, Irene %A Pilia, Maria G %A Polasek, Ozren %A Pramstaller, Peter P %A Raitakari, Olli T %A Rankinen, Tuomo %A Rao, D C %A Rayner, Nigel W %A Ribel-Madsen, Rasmus %A Rice, Treva K %A Richards, Marcus %A Ridker, Paul M %A Rivadeneira, Fernando %A Ryan, Kathy A %A Sanna, Serena %A Sarzynski, Mark A %A Scholtens, Salome %A Scott, Robert A %A Sebert, Sylvain %A Southam, Lorraine %A Sparsø, Thomas Hempel %A Steinthorsdottir, Valgerdur %A Stirrups, Kathleen %A Stolk, Ronald P %A Strauch, Konstantin %A Stringham, Heather M %A Swertz, Morris A %A Swift, Amy J %A Tönjes, Anke %A Tsafantakis, Emmanouil %A van der Most, Peter J %A van Vliet-Ostaptchouk, Jana V %A Vandenput, Liesbeth %A Vartiainen, Erkki %A Venturini, Cristina %A Verweij, Niek %A Viikari, Jorma S %A Vitart, Veronique %A Vohl, Marie-Claude %A Vonk, Judith M %A Waeber, Gérard %A Widen, Elisabeth %A Willemsen, Gonneke %A Wilsgaard, Tom %A Winkler, Thomas W %A Wright, Alan F %A Yerges-Armstrong, Laura M %A Hua Zhao, Jing %A Zillikens, M Carola %A Boomsma, Dorret I %A Bouchard, Claude %A Chambers, John C %A Chasman, Daniel I %A Cusi, Daniele %A Gansevoort, Ron T %A Gieger, Christian %A Hansen, Torben %A Hicks, Andrew A %A Hu, Frank %A Hveem, Kristian %A Jarvelin, Marjo-Riitta %A Kajantie, Eero %A Kooner, Jaspal S %A Kuh, Diana %A Kuusisto, Johanna %A Laakso, Markku %A Lakka, Timo A %A Lehtimäki, Terho %A Metspalu, Andres %A Njølstad, Inger %A Ohlsson, Claes %A Oldehinkel, Albertine J %A Palmer, Lyle J %A Pedersen, Oluf %A Perola, Markus %A Peters, Annette %A Psaty, Bruce M %A Puolijoki, Hannu %A Rauramaa, Rainer %A Rudan, Igor %A Salomaa, Veikko %A Schwarz, Peter E H %A Shudiner, Alan R %A Smit, Jan H %A Sørensen, Thorkild I A %A Spector, Timothy D %A Stefansson, Kari %A Stumvoll, Michael %A Tremblay, Angelo %A Tuomilehto, Jaakko %A Uitterlinden, André G %A Uusitupa, Matti %A Völker, Uwe %A Vollenweider, Peter %A Wareham, Nicholas J %A Watkins, Hugh %A Wilson, James F %A Zeggini, Eleftheria %A Abecasis, Goncalo R %A Boehnke, Michael %A Borecki, Ingrid B %A Deloukas, Panos %A van Duijn, Cornelia M %A Fox, Caroline %A Groop, Leif C %A Heid, Iris M %A Hunter, David J %A Kaplan, Robert C %A McCarthy, Mark I %A North, Kari E %A O'Connell, Jeffrey R %A Schlessinger, David %A Thorsteinsdottir, Unnur %A Strachan, David P %A Frayling, Timothy %A Hirschhorn, Joel N %A Müller-Nurasyid, Martina %A Loos, Ruth J F %K Anthropometry %K Body Size %K Genome-Wide Association Study %K Genotype %K Humans %K Models, Genetic %K Principal Component Analysis %X

Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways.

%B Nat Commun %V 7 %P 13357 %8 2016 11 23 %G eng %R 10.1038/ncomms13357