TY - JOUR T1 - Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index. JF - Nat Genet Y1 - 2010 A1 - Speliotes, Elizabeth K A1 - Willer, Cristen J A1 - Berndt, Sonja I A1 - Monda, Keri L A1 - Thorleifsson, Gudmar A1 - Jackson, Anne U A1 - Lango Allen, Hana A1 - Lindgren, Cecilia M A1 - Luan, Jian'an A1 - Mägi, Reedik A1 - Randall, Joshua C A1 - Vedantam, Sailaja A1 - Winkler, Thomas W A1 - Qi, Lu A1 - Workalemahu, Tsegaselassie A1 - Heid, Iris M A1 - Steinthorsdottir, Valgerdur A1 - Stringham, Heather M A1 - Weedon, Michael N A1 - Wheeler, Eleanor A1 - Wood, Andrew R A1 - Ferreira, Teresa A1 - Weyant, Robert J A1 - Segrè, Ayellet V A1 - Estrada, Karol A1 - Liang, Liming A1 - Nemesh, James A1 - Park, Ju-Hyun A1 - Gustafsson, Stefan A1 - Kilpeläinen, Tuomas O A1 - Yang, Jian A1 - Bouatia-Naji, Nabila A1 - Esko, Tõnu A1 - Feitosa, Mary F A1 - Kutalik, Zoltán A1 - Mangino, Massimo A1 - Raychaudhuri, Soumya A1 - Scherag, Andre A1 - Smith, Albert Vernon A1 - Welch, Ryan A1 - Zhao, Jing Hua A1 - Aben, Katja K A1 - Absher, Devin M A1 - Amin, Najaf A1 - Dixon, Anna L A1 - Fisher, Eva A1 - Glazer, Nicole L A1 - Goddard, Michael E A1 - Heard-Costa, Nancy L A1 - Hoesel, Volker A1 - Hottenga, Jouke-Jan A1 - Johansson, Asa A1 - Johnson, Toby A1 - Ketkar, Shamika A1 - Lamina, Claudia A1 - Li, Shengxu A1 - Moffatt, Miriam F A1 - Myers, Richard H A1 - Narisu, Narisu A1 - Perry, John R B A1 - Peters, Marjolein J A1 - Preuss, Michael A1 - Ripatti, Samuli A1 - Rivadeneira, Fernando A1 - Sandholt, Camilla A1 - Scott, Laura J A1 - Timpson, Nicholas J A1 - Tyrer, Jonathan P A1 - van Wingerden, Sophie A1 - Watanabe, Richard M A1 - White, Charles C A1 - Wiklund, Fredrik A1 - Barlassina, Christina A1 - Chasman, Daniel I A1 - Cooper, Matthew N A1 - Jansson, John-Olov A1 - Lawrence, Robert W A1 - Pellikka, Niina A1 - Prokopenko, Inga A1 - Shi, Jianxin A1 - Thiering, Elisabeth A1 - Alavere, Helene A1 - Alibrandi, Maria T S A1 - Almgren, Peter A1 - Arnold, Alice M A1 - Aspelund, Thor A1 - Atwood, Larry D A1 - Balkau, Beverley A1 - Balmforth, Anthony J A1 - Bennett, Amanda J A1 - Ben-Shlomo, Yoav A1 - Bergman, Richard N A1 - Bergmann, Sven A1 - Biebermann, Heike A1 - Blakemore, Alexandra I F A1 - Boes, Tanja A1 - Bonnycastle, Lori L A1 - Bornstein, Stefan R A1 - Brown, Morris J A1 - Buchanan, Thomas A A1 - Busonero, Fabio A1 - Campbell, Harry A1 - Cappuccio, Francesco P A1 - Cavalcanti-Proença, Christine A1 - Chen, Yii-Der Ida A1 - Chen, Chih-Mei A1 - Chines, Peter S A1 - Clarke, Robert A1 - Coin, Lachlan A1 - Connell, John A1 - Day, Ian N M A1 - den Heijer, Martin A1 - Duan, Jubao A1 - Ebrahim, Shah A1 - Elliott, Paul A1 - Elosua, Roberto A1 - Eiriksdottir, Gudny A1 - Erdos, Michael R A1 - Eriksson, Johan G A1 - Facheris, Maurizio F A1 - Felix, Stephan B A1 - Fischer-Posovszky, Pamela A1 - Folsom, Aaron R A1 - Friedrich, Nele A1 - Freimer, Nelson B A1 - Fu, Mao A1 - Gaget, Stefan A1 - Gejman, Pablo V A1 - Geus, Eco J C A1 - Gieger, Christian A1 - Gjesing, Anette P A1 - Goel, Anuj A1 - Goyette, Philippe A1 - Grallert, Harald A1 - Grässler, Jürgen A1 - Greenawalt, Danielle M A1 - Groves, Christopher J A1 - Gudnason, Vilmundur A1 - Guiducci, Candace A1 - Hartikainen, Anna-Liisa A1 - Hassanali, Neelam A1 - Hall, Alistair S A1 - Havulinna, Aki S A1 - Hayward, Caroline A1 - Heath, Andrew C A1 - Hengstenberg, Christian A1 - Hicks, Andrew A A1 - Hinney, Anke A1 - Hofman, Albert A1 - Homuth, Georg A1 - Hui, Jennie A1 - Igl, Wilmar A1 - Iribarren, Carlos A1 - Isomaa, Bo A1 - Jacobs, Kevin B A1 - Jarick, Ivonne A1 - Jewell, Elizabeth A1 - John, Ulrich A1 - Jørgensen, Torben A1 - Jousilahti, Pekka A1 - Jula, Antti A1 - Kaakinen, Marika A1 - Kajantie, Eero A1 - Kaplan, Lee M A1 - Kathiresan, Sekar A1 - Kettunen, Johannes A1 - Kinnunen, Leena A1 - Knowles, Joshua W A1 - Kolcic, Ivana A1 - König, Inke R A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Kuusisto, Johanna A1 - Kraft, Peter A1 - Kvaløy, Kirsti A1 - Laitinen, Jaana A1 - Lantieri, Olivier A1 - Lanzani, Chiara A1 - Launer, Lenore J A1 - Lecoeur, Cécile A1 - Lehtimäki, Terho A1 - Lettre, Guillaume A1 - Liu, Jianjun A1 - Lokki, Marja-Liisa A1 - Lorentzon, Mattias A1 - Luben, Robert N A1 - Ludwig, Barbara A1 - Manunta, Paolo A1 - Marek, Diana A1 - Marre, Michel A1 - Martin, Nicholas G A1 - McArdle, Wendy L A1 - McCarthy, Anne A1 - McKnight, Barbara A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Meyre, David A1 - Midthjell, Kristian A1 - Montgomery, Grant W A1 - Morken, Mario A A1 - Morris, Andrew P A1 - Mulic, Rosanda A1 - Ngwa, Julius S A1 - Nelis, Mari A1 - Neville, Matt J A1 - Nyholt, Dale R A1 - O'Donnell, Christopher J A1 - O'Rahilly, Stephen A1 - Ong, Ken K A1 - Oostra, Ben A1 - Paré, Guillaume A1 - Parker, Alex N A1 - Perola, Markus A1 - Pichler, Irene A1 - Pietiläinen, Kirsi H A1 - Platou, Carl G P A1 - Polasek, Ozren A1 - Pouta, Anneli A1 - Rafelt, Suzanne A1 - Raitakari, Olli A1 - Rayner, Nigel W A1 - Ridderstråle, Martin A1 - Rief, Winfried A1 - Ruokonen, Aimo A1 - Robertson, Neil R A1 - Rzehak, Peter A1 - Salomaa, Veikko A1 - Sanders, Alan R A1 - Sandhu, Manjinder S A1 - Sanna, Serena A1 - Saramies, Jouko A1 - Savolainen, Markku J A1 - Scherag, Susann A1 - Schipf, Sabine A1 - Schreiber, Stefan A1 - Schunkert, Heribert A1 - Silander, Kaisa A1 - Sinisalo, Juha A1 - Siscovick, David S A1 - Smit, Jan H A1 - Soranzo, Nicole A1 - Sovio, Ulla A1 - Stephens, Jonathan A1 - Surakka, Ida A1 - Swift, Amy J A1 - Tammesoo, Mari-Liis A1 - Tardif, Jean-Claude A1 - Teder-Laving, Maris A1 - Teslovich, Tanya M A1 - Thompson, John R A1 - Thomson, Brian A1 - Tönjes, Anke A1 - Tuomi, Tiinamaija A1 - van Meurs, Joyce B J A1 - van Ommen, Gert-Jan A1 - Vatin, Vincent A1 - Viikari, Jorma A1 - Visvikis-Siest, Sophie A1 - Vitart, Veronique A1 - Vogel, Carla I G A1 - Voight, Benjamin F A1 - Waite, Lindsay L A1 - Wallaschofski, Henri A1 - Walters, G Bragi A1 - Widen, Elisabeth A1 - Wiegand, Susanna A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Witte, Daniel R A1 - Witteman, Jacqueline C A1 - Xu, Jianfeng A1 - Zhang, Qunyuan A1 - Zgaga, Lina A1 - Ziegler, Andreas A1 - Zitting, Paavo A1 - Beilby, John P A1 - Farooqi, I Sadaf A1 - Hebebrand, Johannes A1 - Huikuri, Heikki V A1 - James, Alan L A1 - Kähönen, Mika A1 - Levinson, Douglas F A1 - Macciardi, Fabio A1 - Nieminen, Markku S A1 - Ohlsson, Claes A1 - Palmer, Lyle J A1 - Ridker, Paul M A1 - Stumvoll, Michael A1 - Beckmann, Jacques S A1 - Boeing, Heiner A1 - Boerwinkle, Eric A1 - Boomsma, Dorret I A1 - Caulfield, Mark J A1 - Chanock, Stephen J A1 - Collins, Francis S A1 - Cupples, L Adrienne A1 - Smith, George Davey A1 - Erdmann, Jeanette A1 - Froguel, Philippe A1 - Grönberg, Henrik A1 - Gyllensten, Ulf A1 - Hall, Per A1 - Hansen, Torben A1 - Harris, Tamara B A1 - Hattersley, Andrew T A1 - Hayes, Richard B A1 - Heinrich, Joachim A1 - Hu, Frank B A1 - Hveem, Kristian A1 - Illig, Thomas A1 - Jarvelin, Marjo-Riitta A1 - Kaprio, Jaakko A1 - Karpe, Fredrik A1 - Khaw, Kay-Tee A1 - Kiemeney, Lambertus A A1 - Krude, Heiko A1 - Laakso, Markku A1 - Lawlor, Debbie A A1 - Metspalu, Andres A1 - Munroe, Patricia B A1 - Ouwehand, Willem H A1 - Pedersen, Oluf A1 - Penninx, Brenda W A1 - Peters, Annette A1 - Pramstaller, Peter P A1 - Quertermous, Thomas A1 - Reinehr, Thomas A1 - Rissanen, Aila A1 - Rudan, Igor A1 - Samani, Nilesh J A1 - Schwarz, Peter E H A1 - Shuldiner, Alan R A1 - Spector, Timothy D A1 - Tuomilehto, Jaakko A1 - Uda, Manuela A1 - Uitterlinden, Andre A1 - Valle, Timo T A1 - Wabitsch, Martin A1 - Waeber, Gérard A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Wilson, James F A1 - Wright, Alan F A1 - Zillikens, M Carola A1 - Chatterjee, Nilanjan A1 - McCarroll, Steven A A1 - Purcell, Shaun A1 - Schadt, Eric E A1 - Visscher, Peter M A1 - Assimes, Themistocles L A1 - Borecki, Ingrid B A1 - Deloukas, Panos A1 - Fox, Caroline S A1 - Groop, Leif C A1 - Haritunians, Talin A1 - Hunter, David J A1 - Kaplan, Robert C A1 - Mohlke, Karen L A1 - O'Connell, Jeffrey R A1 - Peltonen, Leena A1 - Schlessinger, David A1 - Strachan, David P A1 - van Duijn, Cornelia M A1 - Wichmann, H-Erich A1 - Frayling, Timothy M A1 - Thorsteinsdottir, Unnur A1 - Abecasis, Goncalo R A1 - Barroso, Inês A1 - Boehnke, Michael A1 - Stefansson, Kari A1 - North, Kari E A1 - McCarthy, Mark I A1 - Hirschhorn, Joel N A1 - Ingelsson, Erik A1 - Loos, Ruth J F KW - Body Height KW - Body Mass Index KW - Body Size KW - Body Weight KW - Chromosome Mapping KW - European Continental Ancestry Group KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Humans KW - Obesity KW - Polymorphism, Single Nucleotide AB -

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.

VL - 42 IS - 11 U1 - http://www.ncbi.nlm.nih.gov/pubmed/20935630?dopt=Abstract ER - TY - JOUR T1 - Hundreds of variants clustered in genomic loci and biological pathways affect human height. JF - Nature Y1 - 2010 A1 - Lango Allen, Hana A1 - Estrada, Karol A1 - Lettre, Guillaume A1 - Berndt, Sonja I A1 - Weedon, Michael N A1 - Rivadeneira, Fernando A1 - Willer, Cristen J A1 - Jackson, Anne U A1 - Vedantam, Sailaja A1 - Raychaudhuri, Soumya A1 - Ferreira, Teresa A1 - Wood, Andrew R A1 - Weyant, Robert J A1 - Segrè, Ayellet V A1 - Speliotes, Elizabeth K A1 - Wheeler, Eleanor A1 - Soranzo, Nicole A1 - Park, Ju-Hyun A1 - Yang, Jian A1 - Gudbjartsson, Daniel A1 - Heard-Costa, Nancy L A1 - Randall, Joshua C A1 - Qi, Lu A1 - Vernon Smith, Albert A1 - Mägi, Reedik A1 - Pastinen, Tomi A1 - Liang, Liming A1 - Heid, Iris M A1 - Luan, Jian'an A1 - Thorleifsson, Gudmar A1 - Winkler, Thomas W A1 - Goddard, Michael E A1 - Sin Lo, Ken A1 - Palmer, Cameron A1 - Workalemahu, Tsegaselassie A1 - Aulchenko, Yurii S A1 - Johansson, Asa A1 - Zillikens, M Carola A1 - Feitosa, Mary F A1 - Esko, Tõnu A1 - Johnson, Toby A1 - Ketkar, Shamika A1 - Kraft, Peter A1 - Mangino, Massimo A1 - Prokopenko, Inga A1 - Absher, Devin A1 - Albrecht, Eva A1 - Ernst, Florian A1 - Glazer, Nicole L A1 - Hayward, Caroline A1 - Hottenga, Jouke-Jan A1 - Jacobs, Kevin B A1 - Knowles, Joshua W A1 - Kutalik, Zoltán A1 - Monda, Keri L A1 - Polasek, Ozren A1 - Preuss, Michael A1 - Rayner, Nigel W A1 - Robertson, Neil R A1 - Steinthorsdottir, Valgerdur A1 - Tyrer, Jonathan P A1 - Voight, Benjamin F A1 - Wiklund, Fredrik A1 - Xu, Jianfeng A1 - Zhao, Jing Hua A1 - Nyholt, Dale R A1 - Pellikka, Niina A1 - Perola, Markus A1 - Perry, John R B A1 - Surakka, Ida A1 - Tammesoo, Mari-Liis A1 - Altmaier, Elizabeth L A1 - Amin, Najaf A1 - Aspelund, Thor A1 - Bhangale, Tushar A1 - Boucher, Gabrielle A1 - Chasman, Daniel I A1 - Chen, Constance A1 - Coin, Lachlan A1 - Cooper, Matthew N A1 - Dixon, Anna L A1 - Gibson, Quince A1 - Grundberg, Elin A1 - Hao, Ke A1 - Juhani Junttila, M A1 - Kaplan, Lee M A1 - Kettunen, Johannes A1 - König, Inke R A1 - Kwan, Tony A1 - Lawrence, Robert W A1 - Levinson, Douglas F A1 - Lorentzon, Mattias A1 - McKnight, Barbara A1 - Morris, Andrew P A1 - Müller, Martina A1 - Suh Ngwa, Julius A1 - Purcell, Shaun A1 - Rafelt, Suzanne A1 - Salem, Rany M A1 - Salvi, Erika A1 - Sanna, Serena A1 - Shi, Jianxin A1 - Sovio, Ulla A1 - Thompson, John R A1 - Turchin, Michael C A1 - Vandenput, Liesbeth A1 - Verlaan, Dominique J A1 - Vitart, Veronique A1 - White, Charles C A1 - Ziegler, Andreas A1 - Almgren, Peter A1 - Balmforth, Anthony J A1 - Campbell, Harry A1 - Citterio, Lorena A1 - De Grandi, Alessandro A1 - Dominiczak, Anna A1 - Duan, Jubao A1 - Elliott, Paul A1 - Elosua, Roberto A1 - Eriksson, Johan G A1 - Freimer, Nelson B A1 - Geus, Eco J C A1 - Glorioso, Nicola A1 - Haiqing, Shen A1 - Hartikainen, Anna-Liisa A1 - Havulinna, Aki S A1 - Hicks, Andrew A A1 - Hui, Jennie A1 - Igl, Wilmar A1 - Illig, Thomas A1 - Jula, Antti A1 - Kajantie, Eero A1 - Kilpeläinen, Tuomas O A1 - Koiranen, Markku A1 - Kolcic, Ivana A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Laitinen, Jaana A1 - Liu, Jianjun A1 - Lokki, Marja-Liisa A1 - Marusic, Ana A1 - Maschio, Andrea A1 - Meitinger, Thomas A1 - Mulas, Antonella A1 - Paré, Guillaume A1 - Parker, Alex N A1 - Peden, John F A1 - Petersmann, Astrid A1 - Pichler, Irene A1 - Pietiläinen, Kirsi H A1 - Pouta, Anneli A1 - Ridderstråle, Martin A1 - Rotter, Jerome I A1 - Sambrook, Jennifer G A1 - Sanders, Alan R A1 - Schmidt, Carsten Oliver A1 - Sinisalo, Juha A1 - Smit, Jan H A1 - Stringham, Heather M A1 - Bragi Walters, G A1 - Widen, Elisabeth A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Zagato, Laura A1 - Zgaga, Lina A1 - Zitting, Paavo A1 - Alavere, Helene A1 - Farrall, Martin A1 - McArdle, Wendy L A1 - Nelis, Mari A1 - Peters, Marjolein J A1 - Ripatti, Samuli A1 - van Meurs, Joyce B J A1 - Aben, Katja K A1 - Ardlie, Kristin G A1 - Beckmann, Jacques S A1 - Beilby, John P A1 - Bergman, Richard N A1 - Bergmann, Sven A1 - Collins, Francis S A1 - Cusi, Daniele A1 - den Heijer, Martin A1 - Eiriksdottir, Gudny A1 - Gejman, Pablo V A1 - Hall, Alistair S A1 - Hamsten, Anders A1 - Huikuri, Heikki V A1 - Iribarren, Carlos A1 - Kähönen, Mika A1 - Kaprio, Jaakko A1 - Kathiresan, Sekar A1 - Kiemeney, Lambertus A1 - Kocher, Thomas A1 - Launer, Lenore J A1 - Lehtimäki, Terho A1 - Melander, Olle A1 - Mosley, Tom H A1 - Musk, Arthur W A1 - Nieminen, Markku S A1 - O'Donnell, Christopher J A1 - Ohlsson, Claes A1 - Oostra, Ben A1 - Palmer, Lyle J A1 - Raitakari, Olli A1 - Ridker, Paul M A1 - Rioux, John D A1 - Rissanen, Aila A1 - Rivolta, Carlo A1 - Schunkert, Heribert A1 - Shuldiner, Alan R A1 - Siscovick, David S A1 - Stumvoll, Michael A1 - Tönjes, Anke A1 - Tuomilehto, Jaakko A1 - van Ommen, Gert-Jan A1 - Viikari, Jorma A1 - Heath, Andrew C A1 - Martin, Nicholas G A1 - Montgomery, Grant W A1 - Province, Michael A A1 - Kayser, Manfred A1 - Arnold, Alice M A1 - Atwood, Larry D A1 - Boerwinkle, Eric A1 - Chanock, Stephen J A1 - Deloukas, Panos A1 - Gieger, Christian A1 - Grönberg, Henrik A1 - Hall, Per A1 - Hattersley, Andrew T A1 - Hengstenberg, Christian A1 - Hoffman, Wolfgang A1 - Lathrop, G Mark A1 - Salomaa, Veikko A1 - Schreiber, Stefan A1 - Uda, Manuela A1 - Waterworth, Dawn A1 - Wright, Alan F A1 - Assimes, Themistocles L A1 - Barroso, Inês A1 - Hofman, Albert A1 - Mohlke, Karen L A1 - Boomsma, Dorret I A1 - Caulfield, Mark J A1 - Cupples, L Adrienne A1 - Erdmann, Jeanette A1 - Fox, Caroline S A1 - Gudnason, Vilmundur A1 - Gyllensten, Ulf A1 - Harris, Tamara B A1 - Hayes, Richard B A1 - Jarvelin, Marjo-Riitta A1 - Mooser, Vincent A1 - Munroe, Patricia B A1 - Ouwehand, Willem H A1 - Penninx, Brenda W A1 - Pramstaller, Peter P A1 - Quertermous, Thomas A1 - Rudan, Igor A1 - Samani, Nilesh J A1 - Spector, Timothy D A1 - Völzke, Henry A1 - Watkins, Hugh A1 - Wilson, James F A1 - Groop, Leif C A1 - Haritunians, Talin A1 - Hu, Frank B A1 - Kaplan, Robert C A1 - Metspalu, Andres A1 - North, Kari E A1 - Schlessinger, David A1 - Wareham, Nicholas J A1 - Hunter, David J A1 - O'Connell, Jeffrey R A1 - Strachan, David P A1 - Wichmann, H-Erich A1 - Borecki, Ingrid B A1 - van Duijn, Cornelia M A1 - Schadt, Eric E A1 - Thorsteinsdottir, Unnur A1 - Peltonen, Leena A1 - Uitterlinden, André G A1 - Visscher, Peter M A1 - Chatterjee, Nilanjan A1 - Loos, Ruth J F A1 - Boehnke, Michael A1 - McCarthy, Mark I A1 - Ingelsson, Erik A1 - Lindgren, Cecilia M A1 - Abecasis, Goncalo R A1 - Stefansson, Kari A1 - Frayling, Timothy M A1 - Hirschhorn, Joel N KW - Body Height KW - Chromosomes, Human, Pair 3 KW - Genetic Loci KW - Genetic Predisposition to Disease KW - Genome, Human KW - Genome-Wide Association Study KW - Humans KW - Metabolic Networks and Pathways KW - Multifactorial Inheritance KW - Phenotype KW - Polymorphism, Single Nucleotide AB -

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.

VL - 467 IS - 7317 U1 - http://www.ncbi.nlm.nih.gov/pubmed/20881960?dopt=Abstract ER - TY - JOUR T1 - Meta-analysis identifies 13 new loci associated with waist-hip ratio and reveals sexual dimorphism in the genetic basis of fat distribution. JF - Nat Genet Y1 - 2010 A1 - Heid, Iris M A1 - Jackson, Anne U A1 - Randall, Joshua C A1 - Winkler, Thomas W A1 - Qi, Lu A1 - Steinthorsdottir, Valgerdur A1 - Thorleifsson, Gudmar A1 - Zillikens, M Carola A1 - Speliotes, Elizabeth K A1 - Mägi, Reedik A1 - Workalemahu, Tsegaselassie A1 - White, Charles C A1 - Bouatia-Naji, Nabila A1 - Harris, Tamara B A1 - Berndt, Sonja I A1 - Ingelsson, Erik A1 - Willer, Cristen J A1 - Weedon, Michael N A1 - Luan, Jian'an A1 - Vedantam, Sailaja A1 - Esko, Tõnu A1 - Kilpeläinen, Tuomas O A1 - Kutalik, Zoltán A1 - Li, Shengxu A1 - Monda, Keri L A1 - Dixon, Anna L A1 - Holmes, Christopher C A1 - Kaplan, Lee M A1 - Liang, Liming A1 - Min, Josine L A1 - Moffatt, Miriam F A1 - Molony, Cliona A1 - Nicholson, George A1 - Schadt, Eric E A1 - Zondervan, Krina T A1 - Feitosa, Mary F A1 - Ferreira, Teresa A1 - Lango Allen, Hana A1 - Weyant, Robert J A1 - Wheeler, Eleanor A1 - Wood, Andrew R A1 - Estrada, Karol A1 - Goddard, Michael E A1 - Lettre, Guillaume A1 - Mangino, Massimo A1 - Nyholt, Dale R A1 - Purcell, Shaun A1 - Smith, Albert Vernon A1 - Visscher, Peter M A1 - Yang, Jian A1 - McCarroll, Steven A A1 - Nemesh, James A1 - Voight, Benjamin F A1 - Absher, Devin A1 - Amin, Najaf A1 - Aspelund, Thor A1 - Coin, Lachlan A1 - Glazer, Nicole L A1 - Hayward, Caroline A1 - Heard-Costa, Nancy L A1 - Hottenga, Jouke-Jan A1 - Johansson, Asa A1 - Johnson, Toby A1 - Kaakinen, Marika A1 - Kapur, Karen A1 - Ketkar, Shamika A1 - Knowles, Joshua W A1 - Kraft, Peter A1 - Kraja, Aldi T A1 - Lamina, Claudia A1 - Leitzmann, Michael F A1 - McKnight, Barbara A1 - Morris, Andrew P A1 - Ong, Ken K A1 - Perry, John R B A1 - Peters, Marjolein J A1 - Polasek, Ozren A1 - Prokopenko, Inga A1 - Rayner, Nigel W A1 - Ripatti, Samuli A1 - Rivadeneira, Fernando A1 - Robertson, Neil R A1 - Sanna, Serena A1 - Sovio, Ulla A1 - Surakka, Ida A1 - Teumer, Alexander A1 - van Wingerden, Sophie A1 - Vitart, Veronique A1 - Zhao, Jing Hua A1 - Cavalcanti-Proença, Christine A1 - Chines, Peter S A1 - Fisher, Eva A1 - Kulzer, Jennifer R A1 - Lecoeur, Cécile A1 - Narisu, Narisu A1 - Sandholt, Camilla A1 - Scott, Laura J A1 - Silander, Kaisa A1 - Stark, Klaus A1 - Tammesoo, Mari-Liis A1 - Teslovich, Tanya M A1 - Timpson, Nicholas John A1 - Watanabe, Richard M A1 - Welch, Ryan A1 - Chasman, Daniel I A1 - Cooper, Matthew N A1 - Jansson, John-Olov A1 - Kettunen, Johannes A1 - Lawrence, Robert W A1 - Pellikka, Niina A1 - Perola, Markus A1 - Vandenput, Liesbeth A1 - Alavere, Helene A1 - Almgren, Peter A1 - Atwood, Larry D A1 - Bennett, Amanda J A1 - Biffar, Reiner A1 - Bonnycastle, Lori L A1 - Bornstein, Stefan R A1 - Buchanan, Thomas A A1 - Campbell, Harry A1 - Day, Ian N M A1 - Dei, Mariano A1 - Dörr, Marcus A1 - Elliott, Paul A1 - Erdos, Michael R A1 - Eriksson, Johan G A1 - Freimer, Nelson B A1 - Fu, Mao A1 - Gaget, Stefan A1 - Geus, Eco J C A1 - Gjesing, Anette P A1 - Grallert, Harald A1 - Grässler, Jürgen A1 - Groves, Christopher J A1 - Guiducci, Candace A1 - Hartikainen, Anna-Liisa A1 - Hassanali, Neelam A1 - Havulinna, Aki S A1 - Herzig, Karl-Heinz A1 - Hicks, Andrew A A1 - Hui, Jennie A1 - Igl, Wilmar A1 - Jousilahti, Pekka A1 - Jula, Antti A1 - Kajantie, Eero A1 - Kinnunen, Leena A1 - Kolcic, Ivana A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Kroemer, Heyo K A1 - Krzelj, Vjekoslav A1 - Kuusisto, Johanna A1 - Kvaloy, Kirsti A1 - Laitinen, Jaana A1 - Lantieri, Olivier A1 - Lathrop, G Mark A1 - Lokki, Marja-Liisa A1 - Luben, Robert N A1 - Ludwig, Barbara A1 - McArdle, Wendy L A1 - McCarthy, Anne A1 - Morken, Mario A A1 - Nelis, Mari A1 - Neville, Matt J A1 - Paré, Guillaume A1 - Parker, Alex N A1 - Peden, John F A1 - Pichler, Irene A1 - Pietiläinen, Kirsi H A1 - Platou, Carl G P A1 - Pouta, Anneli A1 - Ridderstråle, Martin A1 - Samani, Nilesh J A1 - Saramies, Jouko A1 - Sinisalo, Juha A1 - Smit, Jan H A1 - Strawbridge, Rona J A1 - Stringham, Heather M A1 - Swift, Amy J A1 - Teder-Laving, Maris A1 - Thomson, Brian A1 - Usala, Gianluca A1 - van Meurs, Joyce B J A1 - van Ommen, Gert-Jan A1 - Vatin, Vincent A1 - Volpato, Claudia B A1 - Wallaschofski, Henri A1 - Walters, G Bragi A1 - Widen, Elisabeth A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Witte, Daniel R A1 - Zgaga, Lina A1 - Zitting, Paavo A1 - Beilby, John P A1 - James, Alan L A1 - Kähönen, Mika A1 - Lehtimäki, Terho A1 - Nieminen, Markku S A1 - Ohlsson, Claes A1 - Palmer, Lyle J A1 - Raitakari, Olli A1 - Ridker, Paul M A1 - Stumvoll, Michael A1 - Tönjes, Anke A1 - Viikari, Jorma A1 - Balkau, Beverley A1 - Ben-Shlomo, Yoav A1 - Bergman, Richard N A1 - Boeing, Heiner A1 - Smith, George Davey A1 - Ebrahim, Shah A1 - Froguel, Philippe A1 - Hansen, Torben A1 - Hengstenberg, Christian A1 - Hveem, Kristian A1 - Isomaa, Bo A1 - Jørgensen, Torben A1 - Karpe, Fredrik A1 - Khaw, Kay-Tee A1 - Laakso, Markku A1 - Lawlor, Debbie A A1 - Marre, Michel A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Midthjell, Kristian A1 - Pedersen, Oluf A1 - Salomaa, Veikko A1 - Schwarz, Peter E H A1 - Tuomi, Tiinamaija A1 - Tuomilehto, Jaakko A1 - Valle, Timo T A1 - Wareham, Nicholas J A1 - Arnold, Alice M A1 - Beckmann, Jacques S A1 - Bergmann, Sven A1 - Boerwinkle, Eric A1 - Boomsma, Dorret I A1 - Caulfield, Mark J A1 - Collins, Francis S A1 - Eiriksdottir, Gudny A1 - Gudnason, Vilmundur A1 - Gyllensten, Ulf A1 - Hamsten, Anders A1 - Hattersley, Andrew T A1 - Hofman, Albert A1 - Hu, Frank B A1 - Illig, Thomas A1 - Iribarren, Carlos A1 - Jarvelin, Marjo-Riitta A1 - Kao, W H Linda A1 - Kaprio, Jaakko A1 - Launer, Lenore J A1 - Munroe, Patricia B A1 - Oostra, Ben A1 - Penninx, Brenda W A1 - Pramstaller, Peter P A1 - Psaty, Bruce M A1 - Quertermous, Thomas A1 - Rissanen, Aila A1 - Rudan, Igor A1 - Shuldiner, Alan R A1 - Soranzo, Nicole A1 - Spector, Timothy D A1 - Syvänen, Ann-Christine A1 - Uda, Manuela A1 - Uitterlinden, Andre A1 - Völzke, Henry A1 - Vollenweider, Peter A1 - Wilson, James F A1 - Witteman, Jacqueline C A1 - Wright, Alan F A1 - Abecasis, Goncalo R A1 - Boehnke, Michael A1 - Borecki, Ingrid B A1 - Deloukas, Panos A1 - Frayling, Timothy M A1 - Groop, Leif C A1 - Haritunians, Talin A1 - Hunter, David J A1 - Kaplan, Robert C A1 - North, Kari E A1 - O'Connell, Jeffrey R A1 - Peltonen, Leena A1 - Schlessinger, David A1 - Strachan, David P A1 - Hirschhorn, Joel N A1 - Assimes, Themistocles L A1 - Wichmann, H-Erich A1 - Thorsteinsdottir, Unnur A1 - van Duijn, Cornelia M A1 - Stefansson, Kari A1 - Cupples, L Adrienne A1 - Loos, Ruth J F A1 - Barroso, Inês A1 - McCarthy, Mark I A1 - Fox, Caroline S A1 - Mohlke, Karen L A1 - Lindgren, Cecilia M KW - Adipose Tissue KW - Age Factors KW - Chromosome Mapping KW - Female KW - Genome, Human KW - Genome-Wide Association Study KW - Humans KW - Male KW - Meta-Analysis as Topic KW - Polymorphism, Single Nucleotide KW - Sex Characteristics KW - Waist-Hip Ratio AB -

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.

VL - 42 IS - 11 U1 - http://www.ncbi.nlm.nih.gov/pubmed/20935629?dopt=Abstract ER - TY - JOUR T1 - New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk. JF - Nat Genet Y1 - 2010 A1 - Dupuis, Josée A1 - Langenberg, Claudia A1 - Prokopenko, Inga A1 - Saxena, Richa A1 - Soranzo, Nicole A1 - Jackson, Anne U A1 - Wheeler, Eleanor A1 - Glazer, Nicole L A1 - Bouatia-Naji, Nabila A1 - Gloyn, Anna L A1 - Lindgren, Cecilia M A1 - Mägi, Reedik A1 - Morris, Andrew P A1 - Randall, Joshua A1 - Johnson, Toby A1 - Elliott, Paul A1 - Rybin, Denis A1 - Thorleifsson, Gudmar A1 - Steinthorsdottir, Valgerdur A1 - Henneman, Peter A1 - Grallert, Harald A1 - Dehghan, Abbas A1 - Hottenga, Jouke Jan A1 - Franklin, Christopher S A1 - Navarro, Pau A1 - Song, Kijoung A1 - Goel, Anuj A1 - Perry, John R B A1 - Egan, Josephine M A1 - Lajunen, Taina A1 - Grarup, Niels A1 - Sparsø, Thomas A1 - Doney, Alex A1 - Voight, Benjamin F A1 - Stringham, Heather M A1 - Li, Man A1 - Kanoni, Stavroula A1 - Shrader, Peter A1 - Cavalcanti-Proença, Christine A1 - Kumari, Meena A1 - Qi, Lu A1 - Timpson, Nicholas J A1 - Gieger, Christian A1 - Zabena, Carina A1 - Rocheleau, Ghislain A1 - Ingelsson, Erik A1 - An, Ping A1 - O'Connell, Jeffrey A1 - Luan, Jian'an A1 - Elliott, Amanda A1 - McCarroll, Steven A A1 - Payne, Felicity A1 - Roccasecca, Rosa Maria A1 - Pattou, François A1 - Sethupathy, Praveen A1 - Ardlie, Kristin A1 - Ariyurek, Yavuz A1 - Balkau, Beverley A1 - Barter, Philip A1 - Beilby, John P A1 - Ben-Shlomo, Yoav A1 - Benediktsson, Rafn A1 - Bennett, Amanda J A1 - Bergmann, Sven A1 - Bochud, Murielle A1 - Boerwinkle, Eric A1 - Bonnefond, Amélie A1 - Bonnycastle, Lori L A1 - Borch-Johnsen, Knut A1 - Böttcher, Yvonne A1 - Brunner, Eric A1 - Bumpstead, Suzannah J A1 - Charpentier, Guillaume A1 - Chen, Yii-Der Ida A1 - Chines, Peter A1 - Clarke, Robert A1 - Coin, Lachlan J M A1 - Cooper, Matthew N A1 - Cornelis, Marilyn A1 - Crawford, Gabe A1 - Crisponi, Laura A1 - Day, Ian N M A1 - de Geus, Eco J C A1 - Delplanque, Jerome A1 - Dina, Christian A1 - Erdos, Michael R A1 - Fedson, Annette C A1 - Fischer-Rosinsky, Antje A1 - Forouhi, Nita G A1 - Fox, Caroline S A1 - Frants, Rune A1 - Franzosi, Maria Grazia A1 - Galan, Pilar A1 - Goodarzi, Mark O A1 - Graessler, Jürgen A1 - Groves, Christopher J A1 - Grundy, Scott A1 - Gwilliam, Rhian A1 - Gyllensten, Ulf A1 - Hadjadj, Samy A1 - Hallmans, Göran A1 - Hammond, Naomi A1 - Han, Xijing A1 - Hartikainen, Anna-Liisa A1 - Hassanali, Neelam A1 - Hayward, Caroline A1 - Heath, Simon C A1 - Hercberg, Serge A1 - Herder, Christian A1 - Hicks, Andrew A A1 - Hillman, David R A1 - Hingorani, Aroon D A1 - Hofman, Albert A1 - Hui, Jennie A1 - Hung, Joe A1 - Isomaa, Bo A1 - Johnson, Paul R V A1 - Jørgensen, Torben A1 - Jula, Antti A1 - Kaakinen, Marika A1 - Kaprio, Jaakko A1 - Kesaniemi, Y Antero A1 - Kivimaki, Mika A1 - Knight, Beatrice A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Kyvik, Kirsten Ohm A1 - Lathrop, G Mark A1 - Lawlor, Debbie A A1 - Le Bacquer, Olivier A1 - Lecoeur, Cécile A1 - Li, Yun A1 - Lyssenko, Valeriya A1 - Mahley, Robert A1 - Mangino, Massimo A1 - Manning, Alisa K A1 - Martínez-Larrad, María Teresa A1 - McAteer, Jarred B A1 - McCulloch, Laura J A1 - McPherson, Ruth A1 - Meisinger, Christa A1 - Melzer, David A1 - Meyre, David A1 - Mitchell, Braxton D A1 - Morken, Mario A A1 - Mukherjee, Sutapa A1 - Naitza, Silvia A1 - Narisu, Narisu A1 - Neville, Matthew J A1 - Oostra, Ben A A1 - Orrù, Marco A1 - Pakyz, Ruth A1 - Palmer, Colin N A A1 - Paolisso, Giuseppe A1 - Pattaro, Cristian A1 - Pearson, Daniel A1 - Peden, John F A1 - Pedersen, Nancy L A1 - Perola, Markus A1 - Pfeiffer, Andreas F H A1 - Pichler, Irene A1 - Polasek, Ozren A1 - Posthuma, Danielle A1 - Potter, Simon C A1 - Pouta, Anneli A1 - Province, Michael A A1 - Psaty, Bruce M A1 - Rathmann, Wolfgang A1 - Rayner, Nigel W A1 - Rice, Kenneth A1 - Ripatti, Samuli A1 - Rivadeneira, Fernando A1 - Roden, Michael A1 - Rolandsson, Olov A1 - Sandbaek, Annelli A1 - Sandhu, Manjinder A1 - Sanna, Serena A1 - Sayer, Avan Aihie A1 - Scheet, Paul A1 - Scott, Laura J A1 - Seedorf, Udo A1 - Sharp, Stephen J A1 - Shields, Beverley A1 - Sigurethsson, Gunnar A1 - Sijbrands, Eric J G A1 - Silveira, Angela A1 - Simpson, Laila A1 - Singleton, Andrew A1 - Smith, Nicholas L A1 - Sovio, Ulla A1 - Swift, Amy A1 - Syddall, Holly A1 - Syvänen, Ann-Christine A1 - Tanaka, Toshiko A1 - Thorand, Barbara A1 - Tichet, Jean A1 - Tönjes, Anke A1 - Tuomi, Tiinamaija A1 - Uitterlinden, André G A1 - van Dijk, Ko Willems A1 - van Hoek, Mandy A1 - Varma, Dhiraj A1 - Visvikis-Siest, Sophie A1 - Vitart, Veronique A1 - Vogelzangs, Nicole A1 - Waeber, Gérard A1 - Wagner, Peter J A1 - Walley, Andrew A1 - Walters, G Bragi A1 - Ward, Kim L A1 - Watkins, Hugh A1 - Weedon, Michael N A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Witteman, Jaqueline C M A1 - Yarnell, John W G A1 - Zeggini, Eleftheria A1 - Zelenika, Diana A1 - Zethelius, Björn A1 - Zhai, Guangju A1 - Zhao, Jing Hua A1 - Zillikens, M Carola A1 - Borecki, Ingrid B A1 - Loos, Ruth J F A1 - Meneton, Pierre A1 - Magnusson, Patrik K E A1 - Nathan, David M A1 - Williams, Gordon H A1 - Hattersley, Andrew T A1 - Silander, Kaisa A1 - Salomaa, Veikko A1 - Smith, George Davey A1 - Bornstein, Stefan R A1 - Schwarz, Peter A1 - Spranger, Joachim A1 - Karpe, Fredrik A1 - Shuldiner, Alan R A1 - Cooper, Cyrus A1 - Dedoussis, George V A1 - Serrano-Ríos, Manuel A1 - Morris, Andrew D A1 - Lind, Lars A1 - Palmer, Lyle J A1 - Hu, Frank B A1 - Franks, Paul W A1 - Ebrahim, Shah A1 - Marmot, Michael A1 - Kao, W H Linda A1 - Pankow, James S A1 - Sampson, Michael J A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Pramstaller, Peter Paul A1 - Wichmann, H Erich A1 - Illig, Thomas A1 - Rudan, Igor A1 - Wright, Alan F A1 - Stumvoll, Michael A1 - Campbell, Harry A1 - Wilson, James F A1 - Bergman, Richard N A1 - Buchanan, Thomas A A1 - Collins, Francis S A1 - Mohlke, Karen L A1 - Tuomilehto, Jaakko A1 - Valle, Timo T A1 - Altshuler, David A1 - Rotter, Jerome I A1 - Siscovick, David S A1 - Penninx, Brenda W J H A1 - Boomsma, Dorret I A1 - Deloukas, Panos A1 - Spector, Timothy D A1 - Frayling, Timothy M A1 - Ferrucci, Luigi A1 - Kong, Augustine A1 - Thorsteinsdottir, Unnur A1 - Stefansson, Kari A1 - van Duijn, Cornelia M A1 - Aulchenko, Yurii S A1 - Cao, Antonio A1 - Scuteri, Angelo A1 - Schlessinger, David A1 - Uda, Manuela A1 - Ruokonen, Aimo A1 - Jarvelin, Marjo-Riitta A1 - Waterworth, Dawn M A1 - Vollenweider, Peter A1 - Peltonen, Leena A1 - Mooser, Vincent A1 - Abecasis, Goncalo R A1 - Wareham, Nicholas J A1 - Sladek, Robert A1 - Froguel, Philippe A1 - Watanabe, Richard M A1 - Meigs, James B A1 - Groop, Leif A1 - Boehnke, Michael A1 - McCarthy, Mark I A1 - Florez, Jose C A1 - Barroso, Inês KW - Adolescent KW - Adult KW - Alleles KW - Blood Glucose KW - Child KW - Databases, Genetic KW - Diabetes Mellitus, Type 2 KW - DNA Copy Number Variations KW - Fasting KW - Gene Expression Regulation KW - Genetic Loci KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Homeostasis KW - Humans KW - Meta-Analysis as Topic KW - Polymorphism, Single Nucleotide KW - Quantitative Trait Loci KW - Quantitative Trait, Heritable KW - Reproducibility of Results AB -

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.

VL - 42 IS - 2 U1 - http://www.ncbi.nlm.nih.gov/pubmed/20081858?dopt=Abstract ER - TY - JOUR T1 - FTO genotype is associated with phenotypic variability of body mass index. JF - Nature Y1 - 2012 A1 - Yang, Jian A1 - Loos, Ruth J F A1 - Powell, Joseph E A1 - Medland, Sarah E A1 - Speliotes, Elizabeth K A1 - Chasman, Daniel I A1 - Rose, Lynda M A1 - Thorleifsson, Gudmar A1 - Steinthorsdottir, Valgerdur A1 - Mägi, Reedik A1 - Waite, Lindsay A1 - Smith, Albert Vernon A1 - Yerges-Armstrong, Laura M A1 - Monda, Keri L A1 - Hadley, David A1 - Mahajan, Anubha A1 - Li, Guo A1 - Kapur, Karen A1 - Vitart, Veronique A1 - Huffman, Jennifer E A1 - Wang, Sophie R A1 - Palmer, Cameron A1 - Esko, Tõnu A1 - Fischer, Krista A1 - Zhao, Jing Hua A1 - Demirkan, Ayse A1 - Isaacs, Aaron A1 - Feitosa, Mary F A1 - Luan, Jian'an A1 - Heard-Costa, Nancy L A1 - White, Charles A1 - Jackson, Anne U A1 - Preuss, Michael A1 - Ziegler, Andreas A1 - Eriksson, Joel A1 - Kutalik, Zoltán A1 - Frau, Francesca A1 - Nolte, Ilja M A1 - van Vliet-Ostaptchouk, Jana V A1 - Hottenga, Jouke-Jan A1 - Jacobs, Kevin B A1 - Verweij, Niek A1 - Goel, Anuj A1 - Medina-Gómez, Carolina A1 - Estrada, Karol A1 - Bragg-Gresham, Jennifer Lynn A1 - Sanna, Serena A1 - Sidore, Carlo A1 - Tyrer, Jonathan A1 - Teumer, Alexander A1 - Prokopenko, Inga A1 - Mangino, Massimo A1 - Lindgren, Cecilia M A1 - Assimes, Themistocles L A1 - Shuldiner, Alan R A1 - Hui, Jennie A1 - Beilby, John P A1 - McArdle, Wendy L A1 - Hall, Per A1 - Haritunians, Talin A1 - Zgaga, Lina A1 - Kolcic, Ivana A1 - Polasek, Ozren A1 - Zemunik, Tatijana A1 - Oostra, Ben A A1 - Junttila, M Juhani A1 - Grönberg, Henrik A1 - Schreiber, Stefan A1 - Peters, Annette A1 - Hicks, Andrew A A1 - Stephens, Jonathan A1 - Foad, Nicola S A1 - Laitinen, Jaana A1 - Pouta, Anneli A1 - Kaakinen, Marika A1 - Willemsen, Gonneke A1 - Vink, Jacqueline M A1 - Wild, Sarah H A1 - Navis, Gerjan A1 - Asselbergs, Folkert W A1 - Homuth, Georg A1 - John, Ulrich A1 - Iribarren, Carlos A1 - Harris, Tamara A1 - Launer, Lenore A1 - Gudnason, Vilmundur A1 - O'Connell, Jeffrey R A1 - Boerwinkle, Eric A1 - Cadby, Gemma A1 - Palmer, Lyle J A1 - James, Alan L A1 - Musk, Arthur W A1 - Ingelsson, Erik A1 - Psaty, Bruce M A1 - Beckmann, Jacques S A1 - Waeber, Gérard A1 - Vollenweider, Peter A1 - Hayward, Caroline A1 - Wright, Alan F A1 - Rudan, Igor A1 - Groop, Leif C A1 - Metspalu, Andres A1 - Khaw, Kay Tee A1 - van Duijn, Cornelia M A1 - Borecki, Ingrid B A1 - Province, Michael A A1 - Wareham, Nicholas J A1 - Tardif, Jean-Claude A1 - Huikuri, Heikki V A1 - Cupples, L Adrienne A1 - Atwood, Larry D A1 - Fox, Caroline S A1 - Boehnke, Michael A1 - Collins, Francis S A1 - Mohlke, Karen L A1 - Erdmann, Jeanette A1 - Schunkert, Heribert A1 - Hengstenberg, Christian A1 - Stark, Klaus A1 - Lorentzon, Mattias A1 - Ohlsson, Claes A1 - Cusi, Daniele A1 - Staessen, Jan A A1 - van der Klauw, Melanie M A1 - Pramstaller, Peter P A1 - Kathiresan, Sekar A1 - Jolley, Jennifer D A1 - Ripatti, Samuli A1 - Jarvelin, Marjo-Riitta A1 - de Geus, Eco J C A1 - Boomsma, Dorret I A1 - Penninx, Brenda A1 - Wilson, James F A1 - Campbell, Harry A1 - Chanock, Stephen J A1 - van der Harst, Pim A1 - Hamsten, Anders A1 - Watkins, Hugh A1 - Hofman, Albert A1 - Witteman, Jacqueline C A1 - Zillikens, M Carola A1 - Uitterlinden, André G A1 - Rivadeneira, Fernando A1 - Zillikens, M Carola A1 - Kiemeney, Lambertus A A1 - Vermeulen, Sita H A1 - Abecasis, Goncalo R A1 - Schlessinger, David A1 - Schipf, Sabine A1 - Stumvoll, Michael A1 - Tönjes, Anke A1 - Spector, Tim D A1 - North, Kari E A1 - Lettre, Guillaume A1 - McCarthy, Mark I A1 - Berndt, Sonja I A1 - Heath, Andrew C A1 - Madden, Pamela A F A1 - Nyholt, Dale R A1 - Montgomery, Grant W A1 - Martin, Nicholas G A1 - McKnight, Barbara A1 - Strachan, David P A1 - Hill, William G A1 - Snieder, Harold A1 - Ridker, Paul M A1 - Thorsteinsdottir, Unnur A1 - Stefansson, Kari A1 - Frayling, Timothy M A1 - Hirschhorn, Joel N A1 - Goddard, Michael E A1 - Visscher, Peter M KW - Alpha-Ketoglutarate-Dependent Dioxygenase FTO KW - Body Height KW - Body Mass Index KW - Co-Repressor Proteins KW - Female KW - Genetic Variation KW - Genome-Wide Association Study KW - Humans KW - Male KW - Nerve Tissue Proteins KW - Phenotype KW - Polymorphism, Single Nucleotide KW - Proteins KW - Repressor Proteins AB -

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 ∼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 ∼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.

VL - 490 IS - 7419 U1 - http://www.ncbi.nlm.nih.gov/pubmed/22982992?dopt=Abstract ER - TY - JOUR T1 - Novel loci for adiponectin levels and their influence on type 2 diabetes and metabolic traits: a multi-ethnic meta-analysis of 45,891 individuals. JF - PLoS Genet Y1 - 2012 A1 - Dastani, Zari A1 - Hivert, Marie-France A1 - Timpson, Nicholas A1 - Perry, John R B A1 - Yuan, Xin A1 - Scott, Robert A A1 - Henneman, Peter A1 - Heid, Iris M A1 - Kizer, Jorge R A1 - Lyytikäinen, Leo-Pekka A1 - Fuchsberger, Christian A1 - Tanaka, Toshiko A1 - Morris, Andrew P A1 - Small, Kerrin A1 - Isaacs, Aaron A1 - Beekman, Marian A1 - Coassin, Stefan A1 - Lohman, Kurt A1 - Qi, Lu A1 - Kanoni, Stavroula A1 - Pankow, James S A1 - Uh, Hae-Won A1 - Wu, Ying A1 - Bidulescu, Aurelian A1 - Rasmussen-Torvik, Laura J A1 - Greenwood, Celia M T A1 - Ladouceur, Martin A1 - Grimsby, Jonna A1 - Manning, Alisa K A1 - Liu, Ching-Ti A1 - Kooner, Jaspal A1 - Mooser, Vincent E A1 - Vollenweider, Peter A1 - Kapur, Karen A A1 - Chambers, John A1 - Wareham, Nicholas J A1 - Langenberg, Claudia A1 - Frants, Rune A1 - Willems-Vandijk, Ko A1 - Oostra, Ben A A1 - Willems, Sara M A1 - Lamina, Claudia A1 - Winkler, Thomas W A1 - Psaty, Bruce M A1 - Tracy, Russell P A1 - Brody, Jennifer A1 - Chen, Ida A1 - Viikari, Jorma A1 - Kähönen, Mika A1 - Pramstaller, Peter P A1 - Evans, David M A1 - St Pourcain, Beate A1 - Sattar, Naveed A1 - Wood, Andrew R A1 - Bandinelli, Stefania A1 - Carlson, Olga D A1 - Egan, Josephine M A1 - Böhringer, Stefan A1 - van Heemst, Diana A1 - Kedenko, Lyudmyla A1 - Kristiansson, Kati A1 - Nuotio, Marja-Liisa A1 - Loo, Britt-Marie A1 - Harris, Tamara A1 - Garcia, Melissa A1 - Kanaya, Alka A1 - Haun, Margot A1 - Klopp, Norman A1 - Wichmann, H-Erich A1 - Deloukas, Panos A1 - Katsareli, Efi A1 - Couper, David J A1 - Duncan, Bruce B A1 - Kloppenburg, Margreet A1 - Adair, Linda S A1 - Borja, Judith B A1 - Wilson, James G A1 - Musani, Solomon A1 - Guo, Xiuqing A1 - Johnson, Toby A1 - Semple, Robert A1 - Teslovich, Tanya M A1 - Allison, Matthew A A1 - Redline, Susan A1 - Buxbaum, Sarah G A1 - Mohlke, Karen L A1 - Meulenbelt, Ingrid A1 - Ballantyne, Christie M A1 - Dedoussis, George V A1 - Hu, Frank B A1 - Liu, Yongmei A1 - Paulweber, Bernhard A1 - Spector, Timothy D A1 - Slagboom, P Eline A1 - Ferrucci, Luigi A1 - Jula, Antti A1 - Perola, Markus A1 - Raitakari, Olli A1 - Florez, Jose C A1 - Salomaa, Veikko A1 - Eriksson, Johan G A1 - Frayling, Timothy M A1 - Hicks, Andrew A A1 - Lehtimäki, Terho A1 - Smith, George Davey A1 - Siscovick, David S A1 - Kronenberg, Florian A1 - van Duijn, Cornelia A1 - Loos, Ruth J F A1 - Waterworth, Dawn M A1 - Meigs, James B A1 - Dupuis, Josée A1 - Richards, J Brent A1 - Voight, Benjamin F A1 - Scott, Laura J A1 - Steinthorsdottir, Valgerdur A1 - Dina, Christian A1 - Welch, Ryan P A1 - Zeggini, Eleftheria A1 - Huth, Cornelia A1 - Aulchenko, Yurii S A1 - Thorleifsson, Gudmar A1 - McCulloch, Laura J A1 - Ferreira, Teresa A1 - Grallert, Harald A1 - Amin, Najaf A1 - Wu, Guanming A1 - Willer, Cristen J A1 - Raychaudhuri, Soumya A1 - McCarroll, Steve A A1 - Hofmann, Oliver M A1 - Segrè, Ayellet V A1 - van Hoek, Mandy A1 - Navarro, Pau A1 - Ardlie, Kristin A1 - Balkau, Beverley A1 - Benediktsson, Rafn A1 - Bennett, Amanda J A1 - Blagieva, Roza A1 - Boerwinkle, Eric A1 - Bonnycastle, Lori L A1 - Boström, Kristina Bengtsson A1 - Bravenboer, Bert A1 - Bumpstead, Suzannah A1 - Burtt, Noel P A1 - Charpentier, Guillaume A1 - Chines, Peter S A1 - Cornelis, Marilyn A1 - Crawford, Gabe A1 - Doney, Alex S F A1 - Elliott, Katherine S A1 - Elliott, Amanda L A1 - Erdos, Michael R A1 - Fox, Caroline S A1 - Franklin, Christopher S A1 - Ganser, Martha A1 - Gieger, Christian A1 - Grarup, Niels A1 - Green, Todd A1 - Griffin, Simon A1 - Groves, Christopher J A1 - Guiducci, Candace A1 - Hadjadj, Samy A1 - Hassanali, Neelam A1 - Herder, Christian A1 - Isomaa, Bo A1 - Jackson, Anne U A1 - Johnson, Paul R V A1 - Jørgensen, Torben A1 - Kao, Wen H L A1 - Kong, Augustine A1 - Kraft, Peter A1 - Kuusisto, Johanna A1 - Lauritzen, Torsten A1 - Li, Man A1 - Lieverse, Aloysius A1 - Lindgren, Cecilia M A1 - Lyssenko, Valeriya A1 - Marre, Michel A1 - Meitinger, Thomas A1 - Midthjell, Kristian A1 - Morken, Mario A A1 - Narisu, Narisu A1 - Nilsson, Peter A1 - Owen, Katharine R A1 - Payne, Felicity A1 - Petersen, Ann-Kristin A1 - Platou, Carl A1 - Proença, Christine A1 - Prokopenko, Inga A1 - Rathmann, Wolfgang A1 - Rayner, N William A1 - Robertson, Neil R A1 - Rocheleau, Ghislain A1 - Roden, Michael A1 - Sampson, Michael J A1 - Saxena, Richa A1 - Shields, Beverley M A1 - Shrader, Peter A1 - Sigurdsson, Gunnar A1 - Sparsø, Thomas A1 - Strassburger, Klaus A1 - Stringham, Heather M A1 - Sun, Qi A1 - Swift, Amy J A1 - Thorand, Barbara A1 - Tichet, Jean A1 - Tuomi, Tiinamaija A1 - van Dam, Rob M A1 - van Haeften, Timon W A1 - van Herpt, Thijs A1 - van Vliet-Ostaptchouk, Jana V A1 - Walters, G Bragi A1 - Weedon, Michael N A1 - Wijmenga, Cisca A1 - Witteman, Jacqueline A1 - Bergman, Richard N A1 - Cauchi, Stephane A1 - Collins, Francis S A1 - Gloyn, Anna L A1 - Gyllensten, Ulf A1 - Hansen, Torben A1 - Hide, Winston A A1 - Hitman, Graham A A1 - Hofman, Albert A1 - Hunter, David J A1 - Hveem, Kristian A1 - Laakso, Markku A1 - Morris, Andrew D A1 - Palmer, Colin N A A1 - Rudan, Igor A1 - Sijbrands, Eric A1 - Stein, Lincoln D A1 - Tuomilehto, Jaakko A1 - Uitterlinden, Andre A1 - Walker, Mark A1 - Watanabe, Richard M A1 - Abecasis, Goncalo R A1 - Boehm, Bernhard O A1 - Campbell, Harry A1 - Daly, Mark J A1 - Hattersley, Andrew T A1 - Pedersen, Oluf A1 - Barroso, Inês A1 - Groop, Leif A1 - Sladek, Rob A1 - Thorsteinsdottir, Unnur A1 - Wilson, James F A1 - Illig, Thomas A1 - Froguel, Philippe A1 - van Duijn, Cornelia M A1 - Stefansson, Kari A1 - Altshuler, David A1 - Boehnke, Michael A1 - McCarthy, Mark I A1 - Soranzo, Nicole A1 - Wheeler, Eleanor A1 - Glazer, Nicole L A1 - Bouatia-Naji, Nabila A1 - Mägi, Reedik A1 - Randall, Joshua A1 - Elliott, Paul A1 - Rybin, Denis A1 - Dehghan, Abbas A1 - Hottenga, Jouke Jan A1 - Song, Kijoung A1 - Goel, Anuj A1 - Lajunen, Taina A1 - Doney, Alex A1 - Cavalcanti-Proença, Christine A1 - Kumari, Meena A1 - Timpson, Nicholas J A1 - Zabena, Carina A1 - Ingelsson, Erik A1 - An, Ping A1 - O'Connell, Jeffrey A1 - Luan, Jian'an A1 - Elliott, Amanda A1 - McCarroll, Steven A A1 - Roccasecca, Rosa Maria A1 - Pattou, François A1 - Sethupathy, Praveen A1 - Ariyurek, Yavuz A1 - Barter, Philip A1 - Beilby, John P A1 - Ben-Shlomo, Yoav A1 - Bergmann, Sven A1 - Bochud, Murielle A1 - Bonnefond, Amélie A1 - Borch-Johnsen, Knut A1 - Böttcher, Yvonne A1 - Brunner, Eric A1 - Bumpstead, Suzannah J A1 - Chen, Yii-Der Ida A1 - Chines, Peter A1 - Clarke, Robert A1 - Coin, Lachlan J M A1 - Cooper, Matthew N A1 - Crisponi, Laura A1 - Day, Ian N M A1 - de Geus, Eco J C A1 - Delplanque, Jerome A1 - Fedson, Annette C A1 - Fischer-Rosinsky, Antje A1 - Forouhi, Nita G A1 - Franzosi, Maria Grazia A1 - Galan, Pilar A1 - Goodarzi, Mark O A1 - Graessler, Jürgen A1 - Grundy, Scott A1 - Gwilliam, Rhian A1 - Hallmans, Göran A1 - Hammond, Naomi A1 - Han, Xijing A1 - Hartikainen, Anna-Liisa A1 - Hayward, Caroline A1 - Heath, Simon C A1 - Hercberg, Serge A1 - Hillman, David R A1 - Hingorani, Aroon D A1 - Hui, Jennie A1 - Hung, Joe A1 - Kaakinen, Marika A1 - Kaprio, Jaakko A1 - Kesaniemi, Y Antero A1 - Kivimaki, Mika A1 - Knight, Beatrice A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Kyvik, Kirsten Ohm A1 - Lathrop, G Mark A1 - Lawlor, Debbie A A1 - Le Bacquer, Olivier A1 - Lecoeur, Cécile A1 - Li, Yun A1 - Mahley, Robert A1 - Mangino, Massimo A1 - Martínez-Larrad, María Teresa A1 - McAteer, Jarred B A1 - McPherson, Ruth A1 - Meisinger, Christa A1 - Melzer, David A1 - Meyre, David A1 - Mitchell, Braxton D A1 - Mukherjee, Sutapa A1 - Naitza, Silvia A1 - Neville, Matthew J A1 - Orrù, Marco A1 - Pakyz, Ruth A1 - Paolisso, Giuseppe A1 - Pattaro, Cristian A1 - Pearson, Daniel A1 - Peden, John F A1 - Pedersen, Nancy L A1 - Pfeiffer, Andreas F H A1 - Pichler, Irene A1 - Polasek, Ozren A1 - Posthuma, Danielle A1 - Potter, Simon C A1 - Pouta, Anneli A1 - Province, Michael A A1 - Rayner, Nigel W A1 - Rice, Kenneth A1 - Ripatti, Samuli A1 - Rivadeneira, Fernando A1 - Rolandsson, Olov A1 - Sandbaek, Annelli A1 - Sandhu, Manjinder A1 - Sanna, Serena A1 - Sayer, Avan Aihie A1 - Scheet, Paul A1 - Seedorf, Udo A1 - Sharp, Stephen J A1 - Shields, Beverley A1 - Sigurðsson, Gunnar A1 - Sijbrands, Eric J G A1 - Silveira, Angela A1 - Simpson, Laila A1 - Singleton, Andrew A1 - Smith, Nicholas L A1 - Sovio, Ulla A1 - Swift, Amy A1 - Syddall, Holly A1 - Syvänen, Ann-Christine A1 - Tönjes, Anke A1 - Uitterlinden, André G A1 - van Dijk, Ko Willems A1 - Varma, Dhiraj A1 - Visvikis-Siest, Sophie A1 - Vitart, Veronique A1 - Vogelzangs, Nicole A1 - Waeber, Gérard A1 - Wagner, Peter J A1 - Walley, Andrew A1 - Ward, Kim L A1 - Watkins, Hugh A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Witteman, Jaqueline C M A1 - Yarnell, John W G A1 - Zelenika, Diana A1 - Zethelius, Björn A1 - Zhai, Guangju A1 - Zhao, Jing Hua A1 - Zillikens, M Carola A1 - Borecki, Ingrid B A1 - Meneton, Pierre A1 - Magnusson, Patrik K E A1 - Nathan, David M A1 - Williams, Gordon H A1 - Silander, Kaisa A1 - Bornstein, Stefan R A1 - Schwarz, Peter A1 - Spranger, Joachim A1 - Karpe, Fredrik A1 - Shuldiner, Alan R A1 - Cooper, Cyrus A1 - Serrano-Ríos, Manuel A1 - Lind, Lars A1 - Palmer, Lyle J A1 - Hu, Frank B A1 - Franks, Paul W A1 - Ebrahim, Shah A1 - Marmot, Michael A1 - Kao, W H Linda A1 - Pramstaller, Peter Paul A1 - Wright, Alan F A1 - Stumvoll, Michael A1 - Hamsten, Anders A1 - Buchanan, Thomas A A1 - Valle, Timo T A1 - Rotter, Jerome I A1 - Penninx, Brenda W J H A1 - Boomsma, Dorret I A1 - Cao, Antonio A1 - Scuteri, Angelo A1 - Schlessinger, David A1 - Uda, Manuela A1 - Ruokonen, Aimo A1 - Jarvelin, Marjo-Riitta A1 - Peltonen, Leena A1 - Mooser, Vincent A1 - Sladek, Robert A1 - Musunuru, Kiran A1 - Smith, Albert V A1 - Edmondson, Andrew C A1 - Stylianou, Ioannis M A1 - Koseki, Masahiro A1 - Pirruccello, James P A1 - Chasman, Daniel I A1 - Johansen, Christopher T A1 - Fouchier, Sigrid W A1 - Peloso, Gina M A1 - Barbalic, Maja A1 - Ricketts, Sally L A1 - Bis, Joshua C A1 - Feitosa, Mary F A1 - Orho-Melander, Marju A1 - Melander, Olle A1 - Li, Xiaohui A1 - Li, Mingyao A1 - Cho, Yoon Shin A1 - Go, Min Jin A1 - Kim, Young Jin A1 - Lee, Jong-Young A1 - Park, Taesung A1 - Kim, Kyunga A1 - Sim, Xueling A1 - Ong, Rick Twee-Hee A1 - Croteau-Chonka, Damien C A1 - Lange, Leslie A A1 - Smith, Joshua D A1 - Ziegler, Andreas A1 - Zhang, Weihua A1 - Zee, Robert Y L A1 - Whitfield, John B A1 - Thompson, John R A1 - Surakka, Ida A1 - Spector, Tim D A1 - Smit, Johannes H A1 - Sinisalo, Juha A1 - Scott, James A1 - Saharinen, Juha A1 - Sabatti, Chiara A1 - Rose, Lynda M A1 - Roberts, Robert A1 - Rieder, Mark A1 - Parker, Alex N A1 - Paré, Guillaume A1 - O'Donnell, Christopher J A1 - Nieminen, Markku S A1 - Nickerson, Deborah A A1 - Montgomery, Grant W A1 - McArdle, Wendy A1 - Masson, David A1 - Martin, Nicholas G A1 - Marroni, Fabio A1 - Lucas, Gavin A1 - Luben, Robert A1 - Lokki, Marja-Liisa A1 - Lettre, Guillaume A1 - Launer, Lenore J A1 - Lakatta, Edward G A1 - Laaksonen, Reijo A1 - Kyvik, Kirsten O A1 - König, Inke R A1 - Khaw, Kay-Tee A1 - Kaplan, Lee M A1 - Johansson, Asa A1 - Janssens, A Cecile J W A1 - Igl, Wilmar A1 - Hovingh, G Kees A1 - Hengstenberg, Christian A1 - Havulinna, Aki S A1 - Hastie, Nicholas D A1 - Harris, Tamara B A1 - Haritunians, Talin A1 - Hall, Alistair S A1 - Groop, Leif C A1 - Gonzalez, Elena A1 - Freimer, Nelson B A1 - Erdmann, Jeanette A1 - Ejebe, Kenechi G A1 - Döring, Angela A1 - Dominiczak, Anna F A1 - Demissie, Serkalem A1 - Deloukas, Panagiotis A1 - de Faire, Ulf A1 - Crawford, Gabriel A1 - Chen, Yii-der I A1 - Caulfield, Mark J A1 - Boekholdt, S Matthijs A1 - Assimes, Themistocles L A1 - Quertermous, Thomas A1 - Seielstad, Mark A1 - Wong, Tien Y A1 - Tai, E-Shyong A1 - Feranil, Alan B A1 - Kuzawa, Christopher W A1 - Taylor, Herman A A1 - Gabriel, Stacey B A1 - Holm, Hilma A1 - Gudnason, Vilmundur A1 - Krauss, Ronald M A1 - Ordovas, Jose M A1 - Munroe, Patricia B A1 - Kooner, Jaspal S A1 - Tall, Alan R A1 - Hegele, Robert A A1 - Kastelein, John J P A1 - Schadt, Eric E A1 - Strachan, David P A1 - Reilly, Muredach P A1 - Samani, Nilesh J A1 - Schunkert, Heribert A1 - Cupples, L Adrienne A1 - Sandhu, Manjinder S A1 - Ridker, Paul M A1 - Rader, Daniel J A1 - Kathiresan, Sekar KW - Adiponectin KW - African Americans KW - Asian Continental Ancestry Group KW - Cholesterol, HDL KW - Diabetes Mellitus, Type 2 KW - European Continental Ancestry Group KW - Female KW - Gene Expression KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Glucose Tolerance Test KW - Humans KW - Insulin Resistance KW - Male KW - Metabolic Networks and Pathways KW - Polymorphism, Single Nucleotide KW - Waist-Hip Ratio AB -

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.

VL - 8 IS - 3 U1 - http://www.ncbi.nlm.nih.gov/pubmed/22479202?dopt=Abstract ER - TY - JOUR T1 - Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture. 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de Vegt, Femmie A1 - Dei, Mariano A1 - Dimitriou, Maria A1 - Edkins, Sarah A1 - Estrada, Karol A1 - Evans, David M A1 - Farrall, Martin A1 - Ferrario, Marco M A1 - Ferrieres, Jean A1 - Franke, Lude A1 - Frau, Francesca A1 - Gejman, Pablo V A1 - Grallert, Harald A1 - Grönberg, Henrik A1 - Gudnason, Vilmundur A1 - Hall, Alistair S A1 - Hall, Per A1 - Hartikainen, Anna-Liisa A1 - Hayward, Caroline A1 - Heard-Costa, Nancy L A1 - Heath, Andrew C A1 - Hebebrand, Johannes A1 - Homuth, Georg A1 - Hu, Frank B A1 - Hunt, Sarah E A1 - Hyppönen, Elina A1 - Iribarren, Carlos A1 - Jacobs, Kevin B A1 - Jansson, John-Olov A1 - Jula, Antti A1 - Kähönen, Mika A1 - Kathiresan, Sekar A1 - Kee, Frank A1 - Khaw, Kay-Tee A1 - Kivimaki, Mika A1 - Koenig, Wolfgang A1 - Kraja, Aldi T A1 - Kumari, Meena A1 - Kuulasmaa, Kari A1 - Kuusisto, Johanna A1 - Laitinen, Jaana H A1 - Lakka, Timo A A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lind, Lars A1 - Lindström, Jaana A1 - Liu, Jianjun A1 - Liuzzi, Antonio A1 - Lokki, Marja-Liisa A1 - Lorentzon, Mattias A1 - Madden, Pamela A A1 - Magnusson, Patrik K A1 - Manunta, Paolo A1 - Marek, Diana A1 - März, Winfried A1 - Mateo Leach, Irene A1 - McKnight, Barbara A1 - Medland, Sarah E A1 - Mihailov, Evelin A1 - Milani, Lili A1 - Montgomery, Grant W A1 - Mooser, Vincent A1 - Mühleisen, Thomas W A1 - Munroe, Patricia B A1 - Musk, Arthur W A1 - Narisu, Narisu A1 - Navis, Gerjan A1 - Nicholson, George A1 - Nohr, Ellen A A1 - Ong, Ken K A1 - Oostra, Ben A A1 - Palmer, Colin N A A1 - Palotie, Aarno A1 - Peden, John F A1 - Pedersen, Nancy A1 - Peters, Annette A1 - Polasek, Ozren A1 - Pouta, Anneli A1 - Pramstaller, Peter P A1 - Prokopenko, Inga A1 - Pütter, Carolin A1 - Radhakrishnan, Aparna A1 - Raitakari, Olli A1 - Rendon, Augusto A1 - Rivadeneira, Fernando A1 - Rudan, Igor A1 - Saaristo, Timo E A1 - Sambrook, Jennifer G A1 - Sanders, Alan R A1 - Sanna, Serena A1 - Saramies, Jouko A1 - Schipf, Sabine A1 - Schreiber, Stefan A1 - Schunkert, Heribert A1 - Shin, So-Youn A1 - Signorini, Stefano A1 - Sinisalo, Juha A1 - Skrobek, Boris A1 - Soranzo, Nicole A1 - Stančáková, Alena A1 - Stark, Klaus A1 - Stephens, Jonathan C A1 - Stirrups, Kathleen A1 - Stolk, Ronald P A1 - Stumvoll, Michael A1 - Swift, Amy J A1 - Theodoraki, Eirini V A1 - Thorand, Barbara A1 - Trégouët, David-Alexandre A1 - Tremoli, Elena A1 - van der Klauw, Melanie M A1 - van Meurs, Joyce B J A1 - Vermeulen, Sita H A1 - Viikari, Jorma A1 - Virtamo, Jarmo A1 - Vitart, Veronique A1 - Waeber, Gérard A1 - Wang, Zhaoming A1 - Widen, Elisabeth A1 - Wild, Sarah H A1 - Willemsen, Gonneke A1 - Winkelmann, Bernhard R A1 - Witteman, Jacqueline C M A1 - Wolffenbuttel, Bruce H R A1 - Wong, Andrew A1 - Wright, Alan F A1 - Zillikens, M Carola A1 - Amouyel, Philippe A1 - Boehm, Bernhard O A1 - Boerwinkle, Eric A1 - Boomsma, Dorret I A1 - Caulfield, Mark J A1 - Chanock, Stephen J A1 - Cupples, L Adrienne A1 - Cusi, Daniele A1 - Dedoussis, George V A1 - Erdmann, Jeanette A1 - Eriksson, Johan G A1 - Franks, Paul W A1 - Froguel, Philippe A1 - Gieger, Christian A1 - Gyllensten, Ulf A1 - Hamsten, Anders A1 - Harris, Tamara B A1 - Hengstenberg, Christian A1 - Hicks, Andrew A A1 - Hingorani, Aroon A1 - Hinney, Anke A1 - Hofman, Albert A1 - Hovingh, Kees G A1 - Hveem, Kristian A1 - Illig, Thomas A1 - Jarvelin, Marjo-Riitta A1 - Jöckel, Karl-Heinz A1 - Keinanen-Kiukaanniemi, Sirkka M A1 - Kiemeney, Lambertus A A1 - Kuh, Diana A1 - Laakso, Markku A1 - Lehtimäki, Terho A1 - Levinson, Douglas F A1 - Martin, Nicholas G A1 - Metspalu, Andres A1 - Morris, Andrew D A1 - Nieminen, Markku S A1 - Njølstad, Inger A1 - Ohlsson, Claes A1 - Oldehinkel, Albertine J A1 - Ouwehand, Willem H A1 - Palmer, Lyle J A1 - Penninx, Brenda A1 - Power, Chris A1 - Province, Michael A A1 - Psaty, Bruce M A1 - Qi, Lu A1 - Rauramaa, Rainer A1 - Ridker, Paul M A1 - Ripatti, Samuli A1 - Salomaa, Veikko A1 - Samani, Nilesh J A1 - Snieder, Harold A1 - Sørensen, Thorkild I A A1 - Spector, Timothy D A1 - Stefansson, Kari A1 - Tönjes, Anke A1 - Tuomilehto, Jaakko A1 - Uitterlinden, André G A1 - Uusitupa, Matti A1 - van der Harst, Pim A1 - Vollenweider, Peter A1 - Wallaschofski, Henri A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Wichmann, H-Erich A1 - Wilson, James F A1 - Abecasis, Goncalo R A1 - Assimes, Themistocles L A1 - Barroso, Inês A1 - Boehnke, Michael A1 - Borecki, Ingrid B A1 - Deloukas, Panos A1 - Fox, Caroline S A1 - Frayling, Timothy A1 - Groop, Leif C A1 - Haritunian, Talin A1 - Heid, Iris M A1 - Hunter, David A1 - Kaplan, Robert C A1 - Karpe, Fredrik A1 - Moffatt, Miriam F A1 - Mohlke, Karen L A1 - O'Connell, Jeffrey R A1 - Pawitan, Yudi A1 - Schadt, Eric E A1 - Schlessinger, David A1 - Steinthorsdottir, Valgerdur A1 - Strachan, David P A1 - Thorsteinsdottir, Unnur A1 - van Duijn, Cornelia M A1 - Visscher, Peter M A1 - Di Blasio, Anna Maria A1 - Hirschhorn, Joel N A1 - Lindgren, Cecilia M A1 - Morris, Andrew P A1 - Meyre, David A1 - Scherag, Andre A1 - McCarthy, Mark I A1 - Speliotes, Elizabeth K A1 - North, Kari E A1 - Loos, Ruth J F A1 - Ingelsson, Erik KW - Anthropometry KW - Body Height KW - Body Mass Index KW - Case-Control Studies KW - European Continental Ancestry Group KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Genotype KW - Humans KW - Meta-Analysis as Topic KW - Obesity KW - Phenotype KW - Polymorphism, Single Nucleotide KW - Quantitative Trait Loci KW - Waist-Hip Ratio AB -

Approaches exploiting trait distribution extremes may be used to identify loci associated with common traits, but it is unknown whether these loci are generalizable to the broader population. In a genome-wide search for loci associated with the upper versus the lower 5th percentiles of body mass index, height and waist-to-hip ratio, as well as clinical classes of obesity, including up to 263,407 individuals of European ancestry, we identified 4 new loci (IGFBP4, H6PD, RSRC1 and PPP2R2A) influencing height detected in the distribution tails and 7 new loci (HNF4G, RPTOR, GNAT2, MRPS33P4, ADCY9, HS6ST3 and ZZZ3) for clinical classes of obesity. Further, we find a large overlap in genetic structure and the distribution of variants between traits based on extremes and the general population and little etiological heterogeneity between obesity subgroups.

VL - 45 IS - 5 U1 - http://www.ncbi.nlm.nih.gov/pubmed/23563607?dopt=Abstract ER - TY - JOUR T1 - Sex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits. JF - PLoS Genet Y1 - 2013 A1 - Randall, Joshua C A1 - Winkler, Thomas W A1 - Kutalik, Zoltán A1 - Berndt, Sonja I A1 - Jackson, Anne U A1 - Monda, Keri L A1 - Kilpeläinen, Tuomas O A1 - Esko, Tõnu A1 - Mägi, Reedik A1 - Li, Shengxu A1 - Workalemahu, Tsegaselassie A1 - Feitosa, Mary F A1 - Croteau-Chonka, Damien C A1 - Day, Felix R A1 - Fall, Tove A1 - Ferreira, Teresa A1 - Gustafsson, Stefan A1 - Locke, Adam E A1 - Mathieson, Iain A1 - Scherag, Andre A1 - Vedantam, Sailaja A1 - Wood, Andrew R A1 - Liang, Liming A1 - Steinthorsdottir, Valgerdur A1 - Thorleifsson, Gudmar A1 - Dermitzakis, Emmanouil T A1 - Dimas, Antigone S A1 - Karpe, Fredrik A1 - Min, Josine L A1 - Nicholson, George A1 - Clegg, Deborah J A1 - Person, Thomas A1 - Krohn, Jon P A1 - Bauer, Sabrina A1 - Buechler, Christa A1 - Eisinger, Kristina A1 - Bonnefond, Amélie A1 - Froguel, Philippe A1 - Hottenga, Jouke-Jan A1 - Prokopenko, Inga A1 - Waite, Lindsay L A1 - Harris, Tamara B A1 - Smith, Albert Vernon A1 - Shuldiner, Alan R A1 - McArdle, Wendy L A1 - Caulfield, Mark J A1 - Munroe, Patricia B A1 - Grönberg, Henrik A1 - Chen, Yii-Der Ida A1 - Li, Guo A1 - Beckmann, Jacques S A1 - Johnson, Toby A1 - Thorsteinsdottir, Unnur A1 - Teder-Laving, Maris A1 - Khaw, Kay-Tee A1 - Wareham, Nicholas J A1 - Zhao, Jing Hua A1 - Amin, Najaf A1 - Oostra, Ben A A1 - Kraja, Aldi T A1 - Province, Michael A A1 - Cupples, L Adrienne A1 - Heard-Costa, Nancy L A1 - Kaprio, Jaakko A1 - Ripatti, Samuli A1 - Surakka, Ida A1 - Collins, Francis S A1 - Saramies, Jouko A1 - Tuomilehto, Jaakko A1 - Jula, Antti A1 - Salomaa, Veikko A1 - Erdmann, Jeanette A1 - Hengstenberg, Christian A1 - Loley, Christina A1 - Schunkert, Heribert A1 - Lamina, Claudia A1 - Wichmann, H Erich A1 - Albrecht, Eva A1 - Gieger, Christian A1 - Hicks, Andrew A A1 - Johansson, Asa A1 - Pramstaller, Peter P A1 - Kathiresan, Sekar A1 - Speliotes, Elizabeth K A1 - Penninx, Brenda A1 - Hartikainen, Anna-Liisa A1 - Jarvelin, Marjo-Riitta A1 - Gyllensten, Ulf A1 - Boomsma, Dorret I A1 - Campbell, Harry A1 - Wilson, James F A1 - Chanock, Stephen J A1 - Farrall, Martin A1 - Goel, Anuj A1 - Medina-Gómez, Carolina A1 - Rivadeneira, Fernando A1 - Estrada, Karol A1 - Uitterlinden, André G A1 - Hofman, Albert A1 - Zillikens, M Carola A1 - den Heijer, Martin A1 - Kiemeney, Lambertus A A1 - Maschio, Andrea A1 - Hall, Per A1 - Tyrer, Jonathan A1 - Teumer, Alexander A1 - Völzke, Henry A1 - Kovacs, Peter A1 - Tönjes, Anke A1 - Mangino, Massimo A1 - Spector, Tim D A1 - Hayward, Caroline A1 - Rudan, Igor A1 - Hall, Alistair S A1 - Samani, Nilesh J A1 - Attwood, Antony Paul A1 - Sambrook, Jennifer G A1 - Hung, Joseph A1 - Palmer, Lyle J A1 - Lokki, Marja-Liisa A1 - Sinisalo, Juha A1 - Boucher, Gabrielle A1 - Huikuri, Heikki A1 - Lorentzon, Mattias A1 - Ohlsson, Claes A1 - Eklund, Niina A1 - Eriksson, Johan G A1 - Barlassina, Cristina A1 - Rivolta, Carlo A1 - Nolte, Ilja M A1 - Snieder, Harold A1 - van der Klauw, Melanie M A1 - van Vliet-Ostaptchouk, Jana V A1 - Gejman, Pablo V A1 - Shi, Jianxin A1 - Jacobs, Kevin B A1 - Wang, Zhaoming A1 - Bakker, Stephan J L A1 - Mateo Leach, Irene A1 - Navis, Gerjan A1 - van der Harst, Pim A1 - Martin, Nicholas G A1 - Medland, Sarah E A1 - Montgomery, Grant W A1 - Yang, Jian A1 - Chasman, Daniel I A1 - Ridker, Paul M A1 - Rose, Lynda M A1 - Lehtimäki, Terho A1 - Raitakari, Olli A1 - Absher, Devin A1 - Iribarren, Carlos A1 - Basart, Hanneke A1 - Hovingh, Kees G A1 - Hyppönen, Elina A1 - Power, Chris A1 - Anderson, Denise A1 - Beilby, John P A1 - Hui, Jennie A1 - Jolley, Jennifer A1 - Sager, Hendrik A1 - Bornstein, Stefan R A1 - Schwarz, Peter E H A1 - Kristiansson, Kati A1 - Perola, Markus A1 - Lindström, Jaana A1 - Swift, Amy J A1 - Uusitupa, Matti A1 - Atalay, Mustafa A1 - Lakka, Timo A A1 - Rauramaa, Rainer A1 - Bolton, Jennifer L A1 - Fowkes, Gerry A1 - Fraser, Ross M A1 - Price, Jackie F A1 - Fischer, Krista A1 - Krjutå Kov, Kaarel A1 - Metspalu, Andres A1 - Mihailov, Evelin A1 - Langenberg, Claudia A1 - Luan, Jian'an A1 - Ong, Ken K A1 - Chines, Peter S A1 - Keinanen-Kiukaanniemi, Sirkka M A1 - Saaristo, Timo E A1 - Edkins, Sarah A1 - Franks, Paul W A1 - Hallmans, Göran A1 - Shungin, Dmitry A1 - Morris, Andrew David A1 - Palmer, Colin N A A1 - Erbel, Raimund A1 - Moebus, Susanne A1 - Nöthen, Markus M A1 - Pechlivanis, Sonali A1 - Hveem, Kristian A1 - Narisu, Narisu A1 - Hamsten, Anders A1 - Humphries, Steve E A1 - Strawbridge, Rona J A1 - Tremoli, Elena A1 - Grallert, Harald A1 - Thorand, Barbara A1 - Illig, Thomas A1 - Koenig, Wolfgang A1 - Müller-Nurasyid, Martina A1 - Peters, Annette A1 - Boehm, Bernhard O A1 - Kleber, Marcus E A1 - März, Winfried A1 - Winkelmann, Bernhard R A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Arveiler, Dominique A1 - Cesana, Giancarlo A1 - Kuulasmaa, Kari A1 - Virtamo, Jarmo A1 - Yarnell, John W G A1 - Kuh, Diana A1 - Wong, Andrew A1 - Lind, Lars A1 - de Faire, Ulf A1 - Gigante, Bruna A1 - Magnusson, Patrik K E A1 - Pedersen, Nancy L A1 - Dedoussis, George A1 - Dimitriou, Maria A1 - Kolovou, Genovefa A1 - Kanoni, Stavroula A1 - Stirrups, Kathleen A1 - Bonnycastle, Lori L A1 - Njølstad, Inger A1 - Wilsgaard, Tom A1 - Ganna, Andrea A1 - Rehnberg, Emil A1 - Hingorani, Aroon A1 - Kivimaki, Mika A1 - Kumari, Meena A1 - Assimes, Themistocles L A1 - Barroso, Inês A1 - Boehnke, Michael A1 - Borecki, Ingrid B A1 - Deloukas, Panos A1 - Fox, Caroline S A1 - Frayling, Timothy A1 - Groop, Leif C A1 - Haritunians, Talin A1 - Hunter, David A1 - Ingelsson, Erik A1 - Kaplan, Robert A1 - Mohlke, Karen L A1 - O'Connell, Jeffrey R A1 - Schlessinger, David A1 - Strachan, David P A1 - Stefansson, Kari A1 - van Duijn, Cornelia M A1 - Abecasis, Goncalo R A1 - McCarthy, Mark I A1 - Hirschhorn, Joel N A1 - Qi, Lu A1 - Loos, Ruth J F A1 - Lindgren, Cecilia M A1 - North, Kari E A1 - Heid, Iris M KW - Anthropometry KW - Body Height KW - Body Mass Index KW - Body Weight KW - Body Weights and Measures KW - Female KW - Genetic Loci KW - Genome, Human KW - Genome-Wide Association Study KW - Humans KW - Male KW - Polymorphism, Single Nucleotide KW - Sex Characteristics KW - Waist Circumference KW - Waist-Hip Ratio AB -

Given the anthropometric differences between men and women and previous evidence of sex-difference in genetic effects, we conducted a genome-wide search for sexually dimorphic associations with height, weight, body mass index, waist circumference, hip circumference, and waist-to-hip-ratio (133,723 individuals) and took forward 348 SNPs into follow-up (additional 137,052 individuals) in a total of 94 studies. Seven loci displayed significant sex-difference (FDR<5%), including four previously established (near GRB14/COBLL1, LYPLAL1/SLC30A10, VEGFA, ADAMTS9) and three novel anthropometric trait loci (near MAP3K1, HSD17B4, PPARG), all of which were genome-wide significant in women (P<5×10(-8)), but not in men. Sex-differences were apparent only for waist phenotypes, not for height, weight, BMI, or hip circumference. Moreover, we found no evidence for genetic effects with opposite directions in men versus women. The PPARG locus is of specific interest due to its role in diabetes genetics and therapy. Our results demonstrate the value of sex-specific GWAS to unravel the sexually dimorphic genetic underpinning of complex traits.

VL - 9 IS - 6 U1 - http://www.ncbi.nlm.nih.gov/pubmed/23754948?dopt=Abstract ER - TY - JOUR T1 - A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape. JF - Nat Commun Y1 - 2016 A1 - Ried, Janina S A1 - Jeff M, Janina A1 - Chu, Audrey Y A1 - Bragg-Gresham, Jennifer L A1 - van Dongen, Jenny A1 - Huffman, Jennifer E A1 - Ahluwalia, Tarunveer S A1 - Cadby, Gemma A1 - Eklund, Niina A1 - Eriksson, Joel A1 - Esko, Tõnu A1 - Feitosa, Mary F A1 - Goel, Anuj A1 - Gorski, Mathias A1 - Hayward, Caroline A1 - Heard-Costa, Nancy L A1 - Jackson, Anne U A1 - Jokinen, Eero A1 - Kanoni, Stavroula A1 - Kristiansson, Kati A1 - Kutalik, Zoltán A1 - Lahti, Jari A1 - Luan, Jian'an A1 - Mägi, Reedik A1 - Mahajan, Anubha A1 - Mangino, Massimo A1 - Medina-Gómez, Carolina A1 - Monda, Keri L A1 - Nolte, Ilja M A1 - Perusse, Louis A1 - Prokopenko, Inga A1 - Qi, Lu A1 - Rose, Lynda M A1 - Salvi, Erika A1 - Smith, Megan T A1 - Snieder, Harold A1 - Stančáková, Alena A1 - Ju Sung, Yun A1 - Tachmazidou, Ioanna A1 - Teumer, Alexander A1 - Thorleifsson, Gudmar A1 - van der Harst, Pim A1 - Walker, Ryan W A1 - Wang, Sophie R A1 - Wild, Sarah H A1 - Willems, Sara M A1 - Wong, Andrew A1 - Zhang, Weihua A1 - Albrecht, Eva A1 - Couto Alves, Alexessander A1 - Bakker, Stephan J L A1 - Barlassina, Cristina A1 - Bartz, Traci M A1 - Beilby, John A1 - Bellis, Claire A1 - Bergman, Richard N A1 - Bergmann, Sven A1 - Blangero, John A1 - Blüher, Matthias A1 - Boerwinkle, Eric A1 - Bonnycastle, Lori L A1 - Bornstein, Stefan R A1 - Bruinenberg, Marcel A1 - Campbell, Harry A1 - Chen, Yii-Der Ida A1 - Chiang, Charleston W K A1 - Chines, Peter S A1 - Collins, Francis S A1 - Cucca, Fracensco A1 - Cupples, L Adrienne A1 - D'Avila, Francesca A1 - de Geus, Eco J C A1 - Dedoussis, George A1 - Dimitriou, Maria A1 - Döring, Angela A1 - Eriksson, Johan G A1 - Farmaki, Aliki-Eleni A1 - Farrall, Martin A1 - Ferreira, Teresa A1 - Fischer, Krista A1 - Forouhi, Nita G A1 - Friedrich, Nele A1 - Gjesing, Anette Prior A1 - Glorioso, Nicola A1 - Graff, Mariaelisa A1 - Grallert, Harald A1 - Grarup, Niels A1 - Gräßler, Jürgen A1 - Grewal, Jagvir A1 - Hamsten, Anders A1 - Harder, Marie Neergaard A1 - Hartman, Catharina A A1 - Hassinen, Maija A1 - Hastie, Nicholas A1 - Hattersley, Andrew Tym A1 - Havulinna, Aki S A1 - Heliövaara, Markku A1 - Hillege, Hans A1 - Hofman, Albert A1 - Holmen, Oddgeir A1 - Homuth, Georg A1 - Hottenga, Jouke-Jan A1 - Hui, Jennie A1 - Husemoen, Lise Lotte A1 - Hysi, Pirro G A1 - Isaacs, Aaron A1 - Ittermann, Till A1 - Jalilzadeh, Shapour A1 - James, Alan L A1 - Jørgensen, Torben A1 - Jousilahti, Pekka A1 - Jula, Antti A1 - Marie Justesen, Johanne A1 - Justice, Anne E A1 - Kähönen, Mika A1 - Karaleftheri, Maria A1 - Tee Khaw, Kay A1 - Keinanen-Kiukaanniemi, Sirkka M A1 - Kinnunen, Leena A1 - Knekt, Paul B A1 - Koistinen, Heikki A A1 - Kolcic, Ivana A1 - Kooner, Ishminder K A1 - Koskinen, Seppo A1 - Kovacs, Peter A1 - Kyriakou, Theodosios A1 - Laitinen, Tomi A1 - Langenberg, Claudia A1 - Lewin, Alexandra M A1 - Lichtner, Peter A1 - Lindgren, Cecilia M A1 - Lindström, Jaana A1 - Linneberg, Allan A1 - Lorbeer, Roberto A1 - Lorentzon, Mattias A1 - Luben, Robert A1 - Lyssenko, Valeriya A1 - Männistö, Satu A1 - Manunta, Paolo A1 - Leach, Irene Mateo A1 - McArdle, Wendy L A1 - McKnight, Barbara A1 - Mohlke, Karen L A1 - Mihailov, Evelin A1 - Milani, Lili A1 - Mills, Rebecca A1 - Montasser, May E A1 - Morris, Andrew P A1 - Müller, Gabriele A1 - Musk, Arthur W A1 - Narisu, Narisu A1 - Ong, Ken K A1 - Oostra, Ben A A1 - Osmond, Clive A1 - Palotie, Aarno A1 - Pankow, James S A1 - Paternoster, Lavinia A1 - Penninx, Brenda W A1 - Pichler, Irene A1 - Pilia, Maria G A1 - Polasek, Ozren A1 - Pramstaller, Peter P A1 - Raitakari, Olli T A1 - Rankinen, Tuomo A1 - Rao, D C A1 - Rayner, Nigel W A1 - Ribel-Madsen, Rasmus A1 - Rice, Treva K A1 - Richards, Marcus A1 - Ridker, Paul M A1 - Rivadeneira, Fernando A1 - Ryan, Kathy A A1 - Sanna, Serena A1 - Sarzynski, Mark A A1 - Scholtens, Salome A1 - Scott, Robert A A1 - Sebert, Sylvain A1 - Southam, Lorraine A1 - Sparsø, Thomas Hempel A1 - Steinthorsdottir, Valgerdur A1 - Stirrups, Kathleen A1 - Stolk, Ronald P A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Swertz, Morris A A1 - Swift, Amy J A1 - Tönjes, Anke A1 - Tsafantakis, Emmanouil A1 - van der Most, Peter J A1 - van Vliet-Ostaptchouk, Jana V A1 - Vandenput, Liesbeth A1 - Vartiainen, Erkki A1 - Venturini, Cristina A1 - Verweij, Niek A1 - Viikari, Jorma S A1 - Vitart, Veronique A1 - Vohl, Marie-Claude A1 - Vonk, Judith M A1 - Waeber, Gérard A1 - Widen, Elisabeth A1 - Willemsen, Gonneke A1 - Wilsgaard, Tom A1 - Winkler, Thomas W A1 - Wright, Alan F A1 - Yerges-Armstrong, Laura M A1 - Hua Zhao, Jing A1 - Zillikens, M Carola A1 - Boomsma, Dorret I A1 - Bouchard, Claude A1 - Chambers, John C A1 - Chasman, Daniel I A1 - Cusi, Daniele A1 - Gansevoort, Ron T A1 - Gieger, Christian A1 - Hansen, Torben A1 - Hicks, Andrew A A1 - Hu, Frank A1 - Hveem, Kristian A1 - Jarvelin, Marjo-Riitta A1 - Kajantie, Eero A1 - Kooner, Jaspal S A1 - Kuh, Diana A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lakka, Timo A A1 - Lehtimäki, Terho A1 - Metspalu, Andres A1 - Njølstad, Inger A1 - Ohlsson, Claes A1 - Oldehinkel, Albertine J A1 - Palmer, Lyle J A1 - Pedersen, Oluf A1 - Perola, Markus A1 - Peters, Annette A1 - Psaty, Bruce M A1 - Puolijoki, Hannu A1 - Rauramaa, Rainer A1 - Rudan, Igor A1 - Salomaa, Veikko A1 - Schwarz, Peter E H A1 - Shudiner, Alan R A1 - Smit, Jan H A1 - Sørensen, Thorkild I A A1 - Spector, Timothy D A1 - Stefansson, Kari A1 - Stumvoll, Michael A1 - Tremblay, Angelo A1 - Tuomilehto, Jaakko A1 - Uitterlinden, André G A1 - Uusitupa, Matti A1 - Völker, Uwe A1 - Vollenweider, Peter A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Wilson, James F A1 - Zeggini, Eleftheria A1 - Abecasis, Goncalo R A1 - Boehnke, Michael A1 - Borecki, Ingrid B A1 - Deloukas, Panos A1 - van Duijn, Cornelia M A1 - Fox, Caroline A1 - Groop, Leif C A1 - Heid, Iris M A1 - Hunter, David J A1 - Kaplan, Robert C A1 - McCarthy, Mark I A1 - North, Kari E A1 - O'Connell, Jeffrey R A1 - Schlessinger, David A1 - Thorsteinsdottir, Unnur A1 - Strachan, David P A1 - Frayling, Timothy A1 - Hirschhorn, Joel N A1 - Müller-Nurasyid, Martina A1 - Loos, Ruth J F KW - Anthropometry KW - Body Size KW - Genome-Wide Association Study KW - Genotype KW - Humans KW - Models, Genetic KW - Principal Component Analysis AB -

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.

VL - 7 ER - TY - JOUR T1 - Refining the accuracy of validated target identification through coding variant fine-mapping in type 2 diabetes. JF - Nat Genet Y1 - 2018 A1 - Mahajan, Anubha A1 - Wessel, Jennifer A1 - Willems, Sara M A1 - Zhao, Wei A1 - Robertson, Neil R A1 - Chu, Audrey Y A1 - Gan, Wei A1 - Kitajima, Hidetoshi A1 - Taliun, Daniel A1 - Rayner, N William A1 - Guo, Xiuqing A1 - Lu, Yingchang A1 - Li, Man A1 - Jensen, Richard A A1 - Hu, Yao A1 - Huo, Shaofeng A1 - Lohman, Kurt K A1 - Zhang, Weihua A1 - Cook, James P A1 - Prins, Bram Peter A1 - Flannick, Jason A1 - Grarup, Niels A1 - Trubetskoy, Vassily Vladimirovich A1 - Kravic, Jasmina A1 - Kim, Young Jin A1 - Rybin, Denis V A1 - Yaghootkar, Hanieh A1 - Müller-Nurasyid, Martina A1 - Meidtner, Karina A1 - Li-Gao, Ruifang A1 - Varga, Tibor V A1 - Marten, Jonathan A1 - Li, Jin A1 - Smith, Albert Vernon A1 - An, Ping A1 - Ligthart, Symen A1 - Gustafsson, Stefan A1 - Malerba, Giovanni A1 - Demirkan, Ayse A1 - Tajes, Juan Fernandez A1 - Steinthorsdottir, Valgerdur A1 - Wuttke, Matthias A1 - Lecoeur, Cécile A1 - Preuss, Michael A1 - Bielak, Lawrence F A1 - Graff, Marielisa A1 - Highland, Heather M A1 - Justice, Anne E A1 - Liu, Dajiang J A1 - Marouli, Eirini A1 - Peloso, Gina Marie A1 - Warren, Helen R A1 - Afaq, Saima A1 - Afzal, Shoaib A1 - Ahlqvist, Emma A1 - Almgren, Peter A1 - Amin, Najaf A1 - Bang, Lia B A1 - Bertoni, Alain G A1 - Bombieri, Cristina A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Brody, Jennifer A A1 - Burtt, Noel P A1 - Canouil, Mickaël A1 - Chen, Yii-Der Ida A1 - Cho, Yoon Shin A1 - Christensen, Cramer A1 - Eastwood, Sophie V A1 - Eckardt, Kai-Uwe A1 - Fischer, Krista A1 - Gambaro, Giovanni A1 - Giedraitis, Vilmantas A1 - Grove, Megan L A1 - de Haan, Hugoline G A1 - Hackinger, Sophie A1 - Hai, Yang A1 - Han, Sohee A1 - Tybjærg-Hansen, Anne A1 - Hivert, Marie-France A1 - Isomaa, Bo A1 - Jäger, Susanne A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Käräjämäki, AnneMari A1 - Kim, Bong-Jo A1 - Kim, Sung Soo A1 - Koistinen, Heikki A A1 - Kovacs, Peter A1 - Kriebel, Jennifer A1 - Kronenberg, Florian A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Jung-Jin A1 - Lehne, Benjamin A1 - Li, Huaixing A1 - Lin, Keng-Hung A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jun A1 - Loh, Marie A1 - Mägi, Reedik A1 - Mamakou, Vasiliki A1 - McKean-Cowdin, Roberta A1 - Nadkarni, Girish A1 - Neville, Matt A1 - Nielsen, Sune F A1 - Ntalla, Ioanna A1 - Peyser, Patricia A A1 - Rathmann, Wolfgang A1 - Rice, Kenneth A1 - Rich, Stephen S A1 - Rode, Line A1 - Rolandsson, Olov A1 - Schönherr, Sebastian A1 - Selvin, Elizabeth A1 - Small, Kerrin S A1 - Stančáková, Alena A1 - Surendran, Praveen A1 - Taylor, Kent D A1 - Teslovich, Tanya M A1 - Thorand, Barbara A1 - Thorleifsson, Gudmar A1 - Tin, Adrienne A1 - Tönjes, Anke A1 - Varbo, Anette A1 - Witte, Daniel R A1 - Wood, Andrew R A1 - Yajnik, Pranav A1 - Yao, Jie A1 - Yengo, Loic A1 - Young, Robin A1 - Amouyel, Philippe A1 - Boeing, Heiner A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Chowdhury, Rajiv A1 - Collins, Francis S A1 - Dedoussis, George A1 - Dehghan, Abbas A1 - Deloukas, Panos A1 - Ferrario, Marco M A1 - Ferrieres, Jean A1 - Florez, Jose C A1 - Frossard, Philippe A1 - Gudnason, Vilmundur A1 - Harris, Tamara B A1 - Heckbert, Susan R A1 - Howson, Joanna M M A1 - Ingelsson, Martin A1 - Kathiresan, Sekar A1 - Kee, Frank A1 - Kuusisto, Johanna A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lindgren, Cecilia M A1 - Männistö, Satu A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Mohlke, Karen L A1 - Moitry, Marie A1 - Morris, Andrew D A1 - Murray, Alison D A1 - de Mutsert, Renée A1 - Orho-Melander, Marju A1 - Owen, Katharine R A1 - Perola, Markus A1 - Peters, Annette A1 - Province, Michael A A1 - Rasheed, Asif A1 - Ridker, Paul M A1 - Rivadineira, Fernando A1 - Rosendaal, Frits R A1 - Rosengren, Anders H A1 - Salomaa, Veikko A1 - Sheu, Wayne H-H A1 - Sladek, Rob A1 - Smith, Blair H A1 - Strauch, Konstantin A1 - Uitterlinden, André G A1 - Varma, Rohit A1 - Willer, Cristen J A1 - Blüher, Matthias A1 - Butterworth, Adam S A1 - Chambers, John Campbell A1 - Chasman, Daniel I A1 - Danesh, John A1 - van Duijn, Cornelia A1 - Dupuis, Josée A1 - Franco, Oscar H A1 - Franks, Paul W A1 - Froguel, Philippe A1 - Grallert, Harald A1 - Groop, Leif A1 - Han, Bok-Ghee A1 - Hansen, Torben A1 - Hattersley, Andrew T A1 - Hayward, Caroline A1 - Ingelsson, Erik A1 - Kardia, Sharon L R A1 - Karpe, Fredrik A1 - Kooner, Jaspal Singh A1 - Köttgen, Anna A1 - Kuulasmaa, Kari A1 - Laakso, Markku A1 - Lin, Xu A1 - Lind, Lars A1 - Liu, Yongmei A1 - Loos, Ruth J F A1 - Marchini, Jonathan A1 - Metspalu, Andres A1 - Mook-Kanamori, Dennis A1 - Nordestgaard, Børge G A1 - Palmer, Colin N A A1 - Pankow, James S A1 - Pedersen, Oluf A1 - Psaty, Bruce M A1 - Rauramaa, Rainer A1 - Sattar, Naveed A1 - Schulze, Matthias B A1 - Soranzo, Nicole A1 - Spector, Timothy D A1 - Stefansson, Kari A1 - Stumvoll, Michael A1 - Thorsteinsdottir, Unnur A1 - Tuomi, Tiinamaija A1 - Tuomilehto, Jaakko A1 - Wareham, Nicholas J A1 - Wilson, James G A1 - Zeggini, Eleftheria A1 - Scott, Robert A A1 - Barroso, Inês A1 - Frayling, Timothy M A1 - Goodarzi, Mark O A1 - Meigs, James B A1 - Boehnke, Michael A1 - Saleheen, Danish A1 - Morris, Andrew P A1 - Rotter, Jerome I A1 - McCarthy, Mark I AB -

We aggregated coding variant data for 81,412 type 2 diabetes cases and 370,832 controls of diverse ancestry, identifying 40 coding variant association signals (P < 2.2 × 10); of these, 16 map outside known risk-associated loci. We make two important observations. First, only five of these signals are driven by low-frequency variants: even for these, effect sizes are modest (odds ratio ≤1.29). Second, when we used large-scale genome-wide association data to fine-map the associated variants in their regional context, accounting for the global enrichment of complex trait associations in coding sequence, compelling evidence for coding variant causality was obtained for only 16 signals. At 13 others, the associated coding variants clearly represent 'false leads' with potential to generate erroneous mechanistic inference. Coding variant associations offer a direct route to biological insight for complex diseases and identification of validated therapeutic targets; however, appropriate mechanistic inference requires careful specification of their causal contribution to disease predisposition.

VL - 50 IS - 4 ER - TY - JOUR T1 - Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation. JF - Nat Genet Y1 - 2022 A1 - Mahajan, Anubha A1 - Spracklen, Cassandra N A1 - Zhang, Weihua A1 - Ng, Maggie C Y A1 - Petty, Lauren E A1 - Kitajima, Hidetoshi A1 - Yu, Grace Z A1 - Rüeger, Sina A1 - Speidel, Leo A1 - Kim, Young Jin A1 - Horikoshi, Momoko A1 - Mercader, Josep M A1 - Taliun, Daniel A1 - Moon, Sanghoon A1 - Kwak, Soo-Heon A1 - Robertson, Neil R A1 - Rayner, Nigel W A1 - Loh, Marie A1 - Kim, Bong-Jo A1 - Chiou, Joshua A1 - Miguel-Escalada, Irene A1 - Della Briotta Parolo, Pietro A1 - Lin, Kuang A1 - Bragg, Fiona A1 - Preuss, Michael H A1 - Takeuchi, Fumihiko A1 - Nano, Jana A1 - Guo, Xiuqing A1 - Lamri, Amel A1 - Nakatochi, Masahiro A1 - Scott, Robert A A1 - Lee, Jung-Jin A1 - Huerta-Chagoya, Alicia A1 - Graff, Mariaelisa A1 - Chai, Jin-Fang A1 - Parra, Esteban J A1 - Yao, Jie A1 - Bielak, Lawrence F A1 - Tabara, Yasuharu A1 - Hai, Yang A1 - Steinthorsdottir, Valgerdur A1 - Cook, James P A1 - Kals, Mart A1 - Grarup, Niels A1 - Schmidt, Ellen M A1 - Pan, Ian A1 - Sofer, Tamar A1 - Wuttke, Matthias A1 - Sarnowski, Chloe A1 - Gieger, Christian A1 - Nousome, Darryl A1 - Trompet, Stella A1 - Long, Jirong A1 - Sun, Meng A1 - Tong, Lin A1 - Chen, Wei-Min A1 - Ahmad, Meraj A1 - Noordam, Raymond A1 - Lim, Victor J Y A1 - Tam, Claudia H T A1 - Joo, Yoonjung Yoonie A1 - Chen, Chien-Hsiun A1 - Raffield, Laura M A1 - Lecoeur, Cécile A1 - Prins, Bram Peter A1 - Nicolas, Aude A1 - Yanek, Lisa R A1 - Chen, Guanjie A1 - Jensen, Richard A A1 - Tajuddin, Salman A1 - Kabagambe, Edmond K A1 - An, Ping A1 - Xiang, Anny H A1 - Choi, Hyeok Sun A1 - Cade, Brian E A1 - Tan, Jingyi A1 - Flanagan, Jack A1 - Abaitua, Fernando A1 - Adair, Linda S A1 - Adeyemo, Adebowale A1 - Aguilar-Salinas, Carlos A A1 - Akiyama, Masato A1 - Anand, Sonia S A1 - Bertoni, Alain A1 - Bian, Zheng A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Brody, Jennifer A A1 - Brummett, Chad M A1 - Buchanan, Thomas A A1 - Canouil, Mickaël A1 - Chan, Juliana C N A1 - Chang, Li-Ching A1 - Chee, Miao-Li A1 - Chen, Ji A1 - Chen, Shyh-Huei A1 - Chen, Yuan-Tsong A1 - Chen, Zhengming A1 - Chuang, Lee-Ming A1 - Cushman, Mary A1 - Das, Swapan K A1 - de Silva, H Janaka A1 - Dedoussis, George A1 - Dimitrov, Latchezar A1 - Doumatey, Ayo P A1 - Du, Shufa A1 - Duan, Qing A1 - Eckardt, Kai-Uwe A1 - Emery, Leslie S A1 - Evans, Daniel S A1 - Evans, Michele K A1 - Fischer, Krista A1 - Floyd, James S A1 - Ford, Ian A1 - Fornage, Myriam A1 - Franco, Oscar H A1 - Frayling, Timothy M A1 - Freedman, Barry I A1 - Fuchsberger, Christian A1 - Genter, Pauline A1 - Gerstein, Hertzel C A1 - Giedraitis, Vilmantas A1 - González-Villalpando, Clicerio A1 - Gonzalez-Villalpando, Maria Elena A1 - Goodarzi, Mark O A1 - Gordon-Larsen, Penny A1 - Gorkin, David A1 - Gross, Myron A1 - Guo, Yu A1 - Hackinger, Sophie A1 - Han, Sohee A1 - Hattersley, Andrew T A1 - Herder, Christian A1 - Howard, Annie-Green A1 - Hsueh, Willa A1 - Huang, Mengna A1 - Huang, Wei A1 - Hung, Yi-Jen A1 - Hwang, Mi Yeong A1 - Hwu, Chii-Min A1 - Ichihara, Sahoko A1 - Ikram, Mohammad Arfan A1 - Ingelsson, Martin A1 - Islam, Md Tariqul A1 - Isono, Masato A1 - Jang, Hye-Mi A1 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Kamatani, Yoichiro A1 - Kandeel, Fouad R A1 - Kasturiratne, Anuradhani A1 - Katsuya, Tomohiro A1 - Kaur, Varinderpal A1 - Kawaguchi, Takahisa A1 - Keaton, Jacob M A1 - Kho, Abel N A1 - Khor, Chiea-Chuen A1 - Kibriya, Muhammad G A1 - Kim, Duk-Hwan A1 - Kohara, Katsuhiko A1 - Kriebel, Jennifer A1 - Kronenberg, Florian A1 - Kuusisto, Johanna A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Myung-Shik A1 - Lee, Nanette R A1 - Leong, Aaron A1 - Li, Liming A1 - Li, Yun A1 - Li-Gao, Ruifang A1 - Ligthart, Symen A1 - Lindgren, Cecilia M A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Locke, Adam E A1 - Louie, Tin A1 - Luan, Jian'an A1 - Luk, Andrea O A1 - Luo, Xi A1 - Lv, Jun A1 - Lyssenko, Valeriya A1 - Mamakou, Vasiliki A1 - Mani, K Radha A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Morris, Andrew D A1 - Nadkarni, Girish N A1 - Nadler, Jerry L A1 - Nalls, Michael A A1 - Nayak, Uma A1 - Nongmaithem, Suraj S A1 - Ntalla, Ioanna A1 - Okada, Yukinori A1 - Orozco, Lorena A1 - Patel, Sanjay R A1 - Pereira, Mark A A1 - Peters, Annette A1 - Pirie, Fraser J A1 - Porneala, Bianca A1 - Prasad, Gauri A1 - Preissl, Sebastian A1 - Rasmussen-Torvik, Laura J A1 - Reiner, Alexander P A1 - Roden, Michael A1 - Rohde, Rebecca A1 - Roll, Kathryn A1 - Sabanayagam, Charumathi A1 - Sander, Maike A1 - Sandow, Kevin A1 - Sattar, Naveed A1 - Schönherr, Sebastian A1 - Schurmann, Claudia A1 - Shahriar, Mohammad A1 - Shi, Jinxiu A1 - Shin, Dong Mun A1 - Shriner, Daniel A1 - Smith, Jennifer A A1 - So, Wing Yee A1 - Stančáková, Alena A1 - Stilp, Adrienne M A1 - Strauch, Konstantin A1 - Suzuki, Ken A1 - Takahashi, Atsushi A1 - Taylor, Kent D A1 - Thorand, Barbara A1 - Thorleifsson, Gudmar A1 - Thorsteinsdottir, Unnur A1 - Tomlinson, Brian A1 - Torres, Jason M A1 - Tsai, Fuu-Jen A1 - Tuomilehto, Jaakko A1 - Tusié-Luna, Teresa A1 - Udler, Miriam S A1 - Valladares-Salgado, Adan A1 - van Dam, Rob M A1 - van Klinken, Jan B A1 - Varma, Rohit A1 - Vujkovic, Marijana A1 - Wacher-Rodarte, Niels A1 - Wheeler, Eleanor A1 - Whitsel, Eric A A1 - Wickremasinghe, Ananda R A1 - van Dijk, Ko Willems A1 - Witte, Daniel R A1 - Yajnik, Chittaranjan S A1 - Yamamoto, Ken A1 - Yamauchi, Toshimasa A1 - Yengo, Loic A1 - Yoon, Kyungheon A1 - Yu, Canqing A1 - Yuan, Jian-Min A1 - Yusuf, Salim A1 - Zhang, Liang A1 - Zheng, Wei A1 - Raffel, Leslie J A1 - Igase, Michiya A1 - Ipp, Eli A1 - Redline, Susan A1 - Cho, Yoon Shin A1 - Lind, Lars A1 - Province, Michael A A1 - Hanis, Craig L A1 - Peyser, Patricia A A1 - Ingelsson, Erik A1 - Zonderman, Alan B A1 - Psaty, Bruce M A1 - Wang, Ya-Xing A1 - Rotimi, Charles N A1 - Becker, Diane M A1 - Matsuda, Fumihiko A1 - Liu, Yongmei A1 - Zeggini, Eleftheria A1 - Yokota, Mitsuhiro A1 - Rich, Stephen S A1 - Kooperberg, Charles A1 - Pankow, James S A1 - Engert, James C A1 - Chen, Yii-Der Ida A1 - Froguel, Philippe A1 - Wilson, James G A1 - Sheu, Wayne H H A1 - Kardia, Sharon L R A1 - Wu, Jer-Yuarn A1 - Hayes, M Geoffrey A1 - Ma, Ronald C W A1 - Wong, Tien-Yin A1 - Groop, Leif A1 - Mook-Kanamori, Dennis O A1 - Chandak, Giriraj R A1 - Collins, Francis S A1 - Bharadwaj, Dwaipayan A1 - Paré, Guillaume A1 - Sale, Michèle M A1 - Ahsan, Habibul A1 - Motala, Ayesha A A1 - Shu, Xiao-Ou A1 - Park, Kyong-Soo A1 - Jukema, J Wouter A1 - Cruz, Miguel A1 - McKean-Cowdin, Roberta A1 - Grallert, Harald A1 - Cheng, Ching-Yu A1 - Bottinger, Erwin P A1 - Dehghan, Abbas A1 - Tai, E-Shyong A1 - Dupuis, Josée A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Köttgen, Anna A1 - Koh, Woon-Puay A1 - Palmer, Colin N A A1 - Liu, Simin A1 - Abecasis, Goncalo A1 - Kooner, Jaspal S A1 - Loos, Ruth J F A1 - North, Kari E A1 - Haiman, Christopher A A1 - Florez, Jose C A1 - Saleheen, Danish A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Mägi, Reedik A1 - Langenberg, Claudia A1 - Wareham, Nicholas J A1 - Maeda, Shiro A1 - Kadowaki, Takashi A1 - Lee, Juyoung A1 - Millwood, Iona Y A1 - Walters, Robin G A1 - Stefansson, Kari A1 - Myers, Simon R A1 - Ferrer, Jorge A1 - Gaulton, Kyle J A1 - Meigs, James B A1 - Mohlke, Karen L A1 - Gloyn, Anna L A1 - Bowden, Donald W A1 - Below, Jennifer E A1 - Chambers, John C A1 - Sim, Xueling A1 - Boehnke, Michael A1 - Rotter, Jerome I A1 - McCarthy, Mark I A1 - Morris, Andrew P KW - Diabetes Mellitus, Type 2 KW - Ethnicity KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Humans KW - Polymorphism, Single Nucleotide KW - Risk Factors AB -

We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 × 10), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background.

VL - 54 IS - 5 ER - TY - JOUR T1 - Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications. JF - medRxiv Y1 - 2023 A1 - Suzuki, Ken A1 - Hatzikotoulas, Konstantinos A1 - Southam, Lorraine A1 - Taylor, Henry J A1 - Yin, Xianyong A1 - Lorenz, Kim M A1 - Mandla, Ravi A1 - Huerta-Chagoya, Alicia A1 - Rayner, Nigel W A1 - Bocher, Ozvan A1 - Ana Luiza de, S V Arruda A1 - Sonehara, Kyuto A1 - Namba, Shinichi A1 - Lee, Simon S K A1 - Preuss, Michael H A1 - Petty, Lauren E A1 - Schroeder, Philip A1 - Vanderwerff, Brett A1 - Kals, Mart A1 - Bragg, Fiona A1 - Lin, Kuang A1 - Guo, Xiuqing A1 - Zhang, Weihua A1 - Yao, Jie A1 - Kim, Young Jin A1 - Graff, Mariaelisa A1 - Takeuchi, Fumihiko A1 - Nano, Jana A1 - Lamri, Amel A1 - Nakatochi, Masahiro A1 - Moon, Sanghoon A1 - Scott, Robert A A1 - Cook, James P A1 - Lee, Jung-Jin A1 - Pan, Ian A1 - Taliun, Daniel A1 - Parra, Esteban J A1 - Chai, Jin-Fang A1 - Bielak, Lawrence F A1 - Tabara, Yasuharu A1 - Hai, Yang A1 - Thorleifsson, Gudmar A1 - Grarup, Niels A1 - Sofer, Tamar A1 - Wuttke, Matthias A1 - Sarnowski, Chloe A1 - Gieger, Christian A1 - Nousome, Darryl A1 - Trompet, Stella A1 - Kwak, Soo-Heon A1 - Long, Jirong A1 - Sun, Meng A1 - Tong, Lin A1 - Chen, Wei-Min A1 - Nongmaithem, Suraj S A1 - Noordam, Raymond A1 - Lim, Victor J Y A1 - Tam, Claudia H T A1 - Joo, Yoonjung Yoonie A1 - Chen, Chien-Hsiun A1 - Raffield, Laura M A1 - Prins, Bram Peter A1 - Nicolas, Aude A1 - Yanek, Lisa R A1 - Chen, Guanjie A1 - Brody, Jennifer A A1 - Kabagambe, Edmond A1 - An, Ping A1 - Xiang, Anny H A1 - Choi, Hyeok Sun A1 - Cade, Brian E A1 - Tan, Jingyi A1 - Alaine Broadaway, K A1 - Williamson, Alice A1 - Kamali, Zoha A1 - Cui, Jinrui A1 - Adair, Linda S A1 - Adeyemo, Adebowale A1 - Aguilar-Salinas, Carlos A A1 - Ahluwalia, Tarunveer S A1 - Anand, Sonia S A1 - Bertoni, Alain A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Buchanan, Thomas A A1 - Burant, Charles F A1 - Butterworth, Adam S A1 - Canouil, Mickaël A1 - Chan, Juliana C N A1 - Chang, Li-Ching A1 - Chee, Miao-Li A1 - Chen, Ji A1 - Chen, Shyh-Huei A1 - Chen, Yuan-Tsong A1 - Chen, Zhengming A1 - Chuang, Lee-Ming A1 - Cushman, Mary A1 - Danesh, John A1 - Das, Swapan K A1 - Janaka de Silva, H A1 - Dedoussis, George A1 - Dimitrov, Latchezar A1 - Doumatey, Ayo P A1 - Du, Shufa A1 - Duan, Qing A1 - Eckardt, Kai-Uwe A1 - Emery, Leslie S A1 - Evans, Daniel S A1 - Evans, Michele K A1 - Fischer, Krista A1 - Floyd, James S A1 - Ford, Ian A1 - Franco, Oscar H A1 - Frayling, Timothy M A1 - Freedman, Barry I A1 - Genter, Pauline A1 - Gerstein, Hertzel C A1 - Giedraitis, Vilmantas A1 - González-Villalpando, Clicerio A1 - Gonzalez-Villalpando, Maria Elena A1 - Gordon-Larsen, Penny A1 - Gross, Myron A1 - Guare, Lindsay A A1 - Hackinger, Sophie A1 - Han, Sohee A1 - Hattersley, Andrew T A1 - Herder, Christian A1 - Horikoshi, Momoko A1 - Howard, Annie-Green A1 - Hsueh, Willa A1 - Huang, Mengna A1 - Huang, Wei A1 - Hung, Yi-Jen A1 - Hwang, Mi Yeong A1 - Hwu, Chii-Min A1 - Ichihara, Sahoko A1 - Ikram, Mohammad Arfan A1 - Ingelsson, Martin A1 - Islam, Md Tariqul A1 - Isono, Masato A1 - Jang, Hye-Mi A1 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Torben A1 - Kandeel, Fouad R A1 - Kasturiratne, Anuradhani A1 - Katsuya, Tomohiro A1 - Kaur, Varinderpal A1 - Kawaguchi, Takahisa A1 - Keaton, Jacob M A1 - Kho, Abel N A1 - Khor, Chiea-Chuen A1 - Kibriya, Muhammad G A1 - Kim, Duk-Hwan A1 - Kronenberg, Florian A1 - Kuusisto, Johanna A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Kyung Min A1 - Lee, Myung-Shik A1 - Lee, Nanette R A1 - Leong, Aaron A1 - Li, Liming A1 - Li, Yun A1 - Li-Gao, Ruifang A1 - Lithgart, Symen A1 - Lindgren, Cecilia M A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Locke, Adam E A1 - Louie, Tin A1 - Luan, Jian'an A1 - Luk, Andrea O A1 - Luo, Xi A1 - Lv, Jun A1 - Lynch, Julie A A1 - Lyssenko, Valeriya A1 - Maeda, Shiro A1 - Mamakou, Vasiliki A1 - Mansuri, Sohail Rafik A1 - Matsuda, Koichi A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Mo, Huan A1 - Morris, Andrew D A1 - Nadler, Jerry L A1 - Nalls, Michael A A1 - Nayak, Uma A1 - Ntalla, Ioanna A1 - Okada, Yukinori A1 - Orozco, Lorena A1 - Patel, Sanjay R A1 - Patil, Snehal A1 - Pei, Pei A1 - Pereira, Mark A A1 - Peters, Annette A1 - Pirie, Fraser J A1 - Polikowsky, Hannah G A1 - Porneala, Bianca A1 - Prasad, Gauri A1 - Rasmussen-Torvik, Laura J A1 - Reiner, Alexander P A1 - Roden, Michael A1 - Rohde, Rebecca A1 - Roll, Katheryn A1 - Sabanayagam, Charumathi A1 - Sandow, Kevin A1 - Sankareswaran, Alagu A1 - Sattar, Naveed A1 - Schönherr, Sebastian A1 - Shahriar, Mohammad A1 - Shen, Botong A1 - Shi, Jinxiu A1 - Shin, Dong Mun A1 - Shojima, Nobuhiro A1 - Smith, Jennifer A A1 - So, Wing Yee A1 - Stančáková, Alena A1 - Steinthorsdottir, Valgerdur A1 - Stilp, Adrienne M A1 - Strauch, Konstantin A1 - Taylor, Kent D A1 - Thorand, Barbara A1 - Thorsteinsdottir, Unnur A1 - Tomlinson, Brian A1 - Tran, Tam C A1 - Tsai, Fuu-Jen A1 - Tuomilehto, Jaakko A1 - Tusié-Luna, Teresa A1 - Udler, Miriam S A1 - Valladares-Salgado, Adan A1 - van Dam, Rob M A1 - van Klinken, Jan B A1 - Varma, Rohit A1 - Wacher-Rodarte, Niels A1 - Wheeler, Eleanor A1 - Wickremasinghe, Ananda R A1 - van Dijk, Ko Willems A1 - Witte, Daniel R A1 - Yajnik, Chittaranjan S A1 - Yamamoto, Ken A1 - Yamamoto, Kenichi A1 - Yoon, Kyungheon A1 - Yu, Canqing A1 - Yuan, Jian-Min A1 - Yusuf, Salim A1 - Zawistowski, Matthew A1 - Zhang, Liang A1 - Zheng, Wei A1 - Project, Biobank Japan A1 - BioBank, Penn Medicine A1 - Center, Regeneron Genetics A1 - Consortium, eMERGE A1 - Raffel, Leslie J A1 - Igase, Michiya A1 - Ipp, Eli A1 - Redline, Susan A1 - Cho, Yoon Shin A1 - Lind, Lars A1 - Province, Michael A A1 - Fornage, Myriam A1 - Hanis, Craig L A1 - Ingelsson, Erik A1 - Zonderman, Alan B A1 - Psaty, Bruce M A1 - Wang, Ya-Xing A1 - Rotimi, Charles N A1 - Becker, Diane M A1 - Matsuda, Fumihiko A1 - Liu, Yongmei A1 - Yokota, Mitsuhiro A1 - Kardia, Sharon L R A1 - Peyser, Patricia A A1 - Pankow, James S A1 - Engert, James C A1 - Bonnefond, Amélie A1 - Froguel, Philippe A1 - Wilson, James G A1 - Sheu, Wayne H H A1 - Wu, Jer-Yuarn A1 - Geoffrey Hayes, M A1 - Ma, Ronald C W A1 - Wong, Tien-Yin A1 - Mook-Kanamori, Dennis O A1 - Tuomi, Tiinamaija A1 - Chandak, Giriraj R A1 - Collins, Francis S A1 - Bharadwaj, Dwaipayan A1 - Paré, Guillaume A1 - Sale, Michèle M A1 - Ahsan, Habibul A1 - Motala, Ayesha A A1 - Shu, Xiao-Ou A1 - Park, Kyong-Soo A1 - Jukema, J Wouter A1 - Cruz, Miguel A1 - Chen, Yii-Der Ida A1 - Rich, Stephen S A1 - McKean-Cowdin, Roberta A1 - Grallert, Harald A1 - Cheng, Ching-Yu A1 - Ghanbari, Mohsen A1 - Tai, E-Shyong A1 - Dupuis, Josée A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Köttgen, Anna A1 - Koh, Woon-Puay A1 - Bowden, Donald W A1 - Palmer, Colin N A A1 - Kooner, Jaspal S A1 - Kooperberg, Charles A1 - Liu, Simin A1 - North, Kari E A1 - Saleheen, Danish A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Wareham, Nicholas J A1 - Lee, Juyoung A1 - Kim, Bong-Jo A1 - Millwood, Iona Y A1 - Walters, Robin G A1 - Stefansson, Kari A1 - Goodarzi, Mark O A1 - Mohlke, Karen L A1 - Langenberg, Claudia A1 - Haiman, Christopher A A1 - Loos, Ruth J F A1 - Florez, Jose C A1 - Rader, Daniel J A1 - Ritchie, Marylyn D A1 - Zöllner, Sebastian A1 - Mägi, Reedik A1 - Denny, Joshua C A1 - Yamauchi, Toshimasa A1 - Kadowaki, Takashi A1 - Chambers, John C A1 - Ng, Maggie C Y A1 - Sim, Xueling A1 - Below, Jennifer E A1 - Tsao, Philip S A1 - Chang, Kyong-Mi A1 - McCarthy, Mark I A1 - Meigs, James B A1 - Mahajan, Anubha A1 - Spracklen, Cassandra N A1 - Mercader, Josep M A1 - Boehnke, Michael A1 - Rotter, Jerome I A1 - Vujkovic, Marijana A1 - Voight, Benjamin F A1 - Morris, Andrew P A1 - Zeggini, Eleftheria AB -

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance (P<5×10 ) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care.

ER - TY - JOUR T1 - Genetic drivers of heterogeneity in type 2 diabetes pathophysiology. JF - Nature Y1 - 2024 A1 - Suzuki, Ken A1 - Hatzikotoulas, Konstantinos A1 - Southam, Lorraine A1 - Taylor, Henry J A1 - Yin, Xianyong A1 - Lorenz, Kim M A1 - Mandla, Ravi A1 - Huerta-Chagoya, Alicia A1 - Melloni, Giorgio E M A1 - Kanoni, Stavroula A1 - Rayner, Nigel W A1 - Bocher, Ozvan A1 - Arruda, Ana Luiza A1 - Sonehara, Kyuto A1 - Namba, Shinichi A1 - Lee, Simon S K A1 - Preuss, Michael H A1 - Petty, Lauren E A1 - Schroeder, Philip A1 - Vanderwerff, Brett A1 - Kals, Mart A1 - Bragg, Fiona A1 - Lin, Kuang A1 - Guo, Xiuqing A1 - Zhang, Weihua A1 - Yao, Jie A1 - Kim, Young Jin A1 - Graff, Mariaelisa A1 - Takeuchi, Fumihiko A1 - Nano, Jana A1 - Lamri, Amel A1 - Nakatochi, Masahiro A1 - Moon, Sanghoon A1 - Scott, Robert A A1 - Cook, James P A1 - Lee, Jung-Jin A1 - Pan, Ian A1 - Taliun, Daniel A1 - Parra, Esteban J A1 - Chai, Jin-Fang A1 - Bielak, Lawrence F A1 - Tabara, Yasuharu A1 - Hai, Yang A1 - Thorleifsson, Gudmar A1 - Grarup, Niels A1 - Sofer, Tamar A1 - Wuttke, Matthias A1 - Sarnowski, Chloe A1 - Gieger, Christian A1 - Nousome, Darryl A1 - Trompet, Stella A1 - Kwak, Soo-Heon A1 - Long, Jirong A1 - Sun, Meng A1 - Tong, Lin A1 - Chen, Wei-Min A1 - Nongmaithem, Suraj S A1 - Noordam, Raymond A1 - Lim, Victor J Y A1 - Tam, Claudia H T A1 - Joo, Yoonjung Yoonie A1 - Chen, Chien-Hsiun A1 - Raffield, Laura M A1 - Prins, Bram Peter A1 - Nicolas, Aude A1 - Yanek, Lisa R A1 - Chen, Guanjie A1 - Brody, Jennifer A A1 - Kabagambe, Edmond A1 - An, Ping A1 - Xiang, Anny H A1 - Choi, Hyeok Sun A1 - Cade, Brian E A1 - Tan, Jingyi A1 - Broadaway, K Alaine A1 - Williamson, Alice A1 - Kamali, Zoha A1 - Cui, Jinrui A1 - Thangam, Manonanthini A1 - Adair, Linda S A1 - Adeyemo, Adebowale A1 - Aguilar-Salinas, Carlos A A1 - Ahluwalia, Tarunveer S A1 - Anand, Sonia S A1 - Bertoni, Alain A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Buchanan, Thomas A A1 - Burant, Charles F A1 - Butterworth, Adam S A1 - Canouil, Mickaël A1 - Chan, Juliana C N A1 - Chang, Li-Ching A1 - Chee, Miao-Li A1 - Chen, Ji A1 - Chen, Shyh-Huei A1 - Chen, Yuan-Tsong A1 - Chen, Zhengming A1 - Chuang, Lee-Ming A1 - Cushman, Mary A1 - Danesh, John A1 - Das, Swapan K A1 - de Silva, H Janaka A1 - Dedoussis, George A1 - Dimitrov, Latchezar A1 - Doumatey, Ayo P A1 - Du, Shufa A1 - Duan, Qing A1 - Eckardt, Kai-Uwe A1 - Emery, Leslie S A1 - Evans, Daniel S A1 - Evans, Michele K A1 - Fischer, Krista A1 - Floyd, James S A1 - Ford, Ian A1 - Franco, Oscar H A1 - Frayling, Timothy M A1 - Freedman, Barry I A1 - Genter, Pauline A1 - Gerstein, Hertzel C A1 - Giedraitis, Vilmantas A1 - González-Villalpando, Clicerio A1 - Gonzalez-Villalpando, Maria Elena A1 - Gordon-Larsen, Penny A1 - Gross, Myron A1 - Guare, Lindsay A A1 - Hackinger, Sophie A1 - Hakaste, Liisa A1 - Han, Sohee A1 - Hattersley, Andrew T A1 - Herder, Christian A1 - Horikoshi, Momoko A1 - Howard, Annie-Green A1 - Hsueh, Willa A1 - Huang, Mengna A1 - Huang, Wei A1 - Hung, Yi-Jen A1 - Hwang, Mi Yeong A1 - Hwu, Chii-Min A1 - Ichihara, Sahoko A1 - Ikram, Mohammad Arfan A1 - Ingelsson, Martin A1 - Islam, Md Tariqul A1 - Isono, Masato A1 - Jang, Hye-Mi A1 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Torben A1 - Kamanu, Frederick K A1 - Kandeel, Fouad R A1 - Kasturiratne, Anuradhani A1 - Katsuya, Tomohiro A1 - Kaur, Varinderpal A1 - Kawaguchi, Takahisa A1 - Keaton, Jacob M A1 - Kho, Abel N A1 - Khor, Chiea-Chuen A1 - Kibriya, Muhammad G A1 - Kim, Duk-Hwan A1 - Kronenberg, Florian A1 - Kuusisto, Johanna A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Kyung Min A1 - Lee, Myung-Shik A1 - Lee, Nanette R A1 - Leong, Aaron A1 - Li, Liming A1 - Li, Yun A1 - Li-Gao, Ruifang A1 - Ligthart, Symen A1 - Lindgren, Cecilia M A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Locke, Adam E A1 - Louie, Tin A1 - Luan, Jian'an A1 - Luk, Andrea O A1 - Luo, Xi A1 - Lv, Jun A1 - Lynch, Julie A A1 - Lyssenko, Valeriya A1 - Maeda, Shiro A1 - Mamakou, Vasiliki A1 - Mansuri, Sohail Rafik A1 - Matsuda, Koichi A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Metspalu, Andres A1 - Mo, Huan A1 - Morris, Andrew D A1 - Moura, Filipe A A1 - Nadler, Jerry L A1 - Nalls, Michael A A1 - Nayak, Uma A1 - Ntalla, Ioanna A1 - Okada, Yukinori A1 - Orozco, Lorena A1 - Patel, Sanjay R A1 - Patil, Snehal A1 - Pei, Pei A1 - Pereira, Mark A A1 - Peters, Annette A1 - Pirie, Fraser J A1 - Polikowsky, Hannah G A1 - Porneala, Bianca A1 - Prasad, Gauri A1 - Rasmussen-Torvik, Laura J A1 - Reiner, Alexander P A1 - Roden, Michael A1 - Rohde, Rebecca A1 - Roll, Katheryn A1 - Sabanayagam, Charumathi A1 - Sandow, Kevin A1 - Sankareswaran, Alagu A1 - Sattar, Naveed A1 - Schönherr, Sebastian A1 - Shahriar, Mohammad A1 - Shen, Botong A1 - Shi, Jinxiu A1 - Shin, Dong Mun A1 - Shojima, Nobuhiro A1 - Smith, Jennifer A A1 - So, Wing Yee A1 - Stančáková, Alena A1 - Steinthorsdottir, Valgerdur A1 - Stilp, Adrienne M A1 - Strauch, Konstantin A1 - Taylor, Kent D A1 - Thorand, Barbara A1 - Thorsteinsdottir, Unnur A1 - Tomlinson, Brian A1 - Tran, Tam C A1 - Tsai, Fuu-Jen A1 - Tuomilehto, Jaakko A1 - Tusié-Luna, Teresa A1 - Udler, Miriam S A1 - Valladares-Salgado, Adan A1 - van Dam, Rob M A1 - van Klinken, Jan B A1 - Varma, Rohit A1 - Wacher-Rodarte, Niels A1 - Wheeler, Eleanor A1 - Wickremasinghe, Ananda R A1 - van Dijk, Ko Willems A1 - Witte, Daniel R A1 - Yajnik, Chittaranjan S A1 - Yamamoto, Ken A1 - Yamamoto, Kenichi A1 - Yoon, Kyungheon A1 - Yu, Canqing A1 - Yuan, Jian-Min A1 - Yusuf, Salim A1 - Zawistowski, Matthew A1 - Zhang, Liang A1 - Zheng, Wei A1 - Raffel, Leslie J A1 - Igase, Michiya A1 - Ipp, Eli A1 - Redline, Susan A1 - Cho, Yoon Shin A1 - Lind, Lars A1 - Province, Michael A A1 - Fornage, Myriam A1 - Hanis, Craig L A1 - Ingelsson, Erik A1 - Zonderman, Alan B A1 - Psaty, Bruce M A1 - Wang, Ya-Xing A1 - Rotimi, Charles N A1 - Becker, Diane M A1 - Matsuda, Fumihiko A1 - Liu, Yongmei A1 - Yokota, Mitsuhiro A1 - Kardia, Sharon L R A1 - Peyser, Patricia A A1 - Pankow, James S A1 - Engert, James C A1 - Bonnefond, Amélie A1 - Froguel, Philippe A1 - Wilson, James G A1 - Sheu, Wayne H H A1 - Wu, Jer-Yuarn A1 - Hayes, M Geoffrey A1 - Ma, Ronald C W A1 - Wong, Tien-Yin A1 - Mook-Kanamori, Dennis O A1 - Tuomi, Tiinamaija A1 - Chandak, Giriraj R A1 - Collins, Francis S A1 - Bharadwaj, Dwaipayan A1 - Paré, Guillaume A1 - Sale, Michèle M A1 - Ahsan, Habibul A1 - Motala, Ayesha A A1 - Shu, Xiao-Ou A1 - Park, Kyong-Soo A1 - Jukema, J Wouter A1 - Cruz, Miguel A1 - Chen, Yii-Der Ida A1 - Rich, Stephen S A1 - McKean-Cowdin, Roberta A1 - Grallert, Harald A1 - Cheng, Ching-Yu A1 - Ghanbari, Mohsen A1 - Tai, E-Shyong A1 - Dupuis, Josée A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Köttgen, Anna A1 - Koh, Woon-Puay A1 - Bowden, Donald W A1 - Palmer, Colin N A A1 - Kooner, Jaspal S A1 - Kooperberg, Charles A1 - Liu, Simin A1 - North, Kari E A1 - Saleheen, Danish A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Wareham, Nicholas J A1 - Lee, Juyoung A1 - Kim, Bong-Jo A1 - Millwood, Iona Y A1 - Walters, Robin G A1 - Stefansson, Kari A1 - Ahlqvist, Emma A1 - Goodarzi, Mark O A1 - Mohlke, Karen L A1 - Langenberg, Claudia A1 - Haiman, Christopher A A1 - Loos, Ruth J F A1 - Florez, Jose C A1 - Rader, Daniel J A1 - Ritchie, Marylyn D A1 - Zöllner, Sebastian A1 - Mägi, Reedik A1 - Marston, Nicholas A A1 - Ruff, Christian T A1 - van Heel, David A A1 - Finer, Sarah A1 - Denny, Joshua C A1 - Yamauchi, Toshimasa A1 - Kadowaki, Takashi A1 - Chambers, John C A1 - Ng, Maggie C Y A1 - Sim, Xueling A1 - Below, Jennifer E A1 - Tsao, Philip S A1 - Chang, Kyong-Mi A1 - McCarthy, Mark I A1 - Meigs, James B A1 - Mahajan, Anubha A1 - Spracklen, Cassandra N A1 - Mercader, Josep M A1 - Boehnke, Michael A1 - Rotter, Jerome I A1 - Vujkovic, Marijana A1 - Voight, Benjamin F A1 - Morris, Andrew P A1 - Zeggini, Eleftheria AB -

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes and molecular mechanisms that are often specific to cell type. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.

ER -