@article {1237, title = {Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index.}, journal = {Nat Genet}, volume = {42}, year = {2010}, month = {2010 Nov}, pages = {937-48}, abstract = {

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 {\texttimes} 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.

}, keywords = {Body Height, Body Mass Index, Body Size, Body Weight, Chromosome Mapping, European Continental Ancestry Group, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Obesity, Polymorphism, Single Nucleotide}, issn = {1546-1718}, doi = {10.1038/ng.686}, author = {Speliotes, Elizabeth K and Willer, Cristen J and Berndt, Sonja I and Monda, Keri L and Thorleifsson, Gudmar and Jackson, Anne U and Lango Allen, Hana and Lindgren, Cecilia M and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Randall, Joshua C and Vedantam, Sailaja and Winkler, Thomas W and Qi, Lu and Workalemahu, Tsegaselassie and Heid, Iris M and Steinthorsdottir, Valgerdur and Stringham, Heather M and Weedon, Michael N and Wheeler, Eleanor and Wood, Andrew R and Ferreira, Teresa and Weyant, Robert J and Segr{\`e}, Ayellet V and Estrada, Karol and Liang, Liming and Nemesh, James and Park, Ju-Hyun and Gustafsson, Stefan and Kilpel{\"a}inen, Tuomas O and Yang, Jian and Bouatia-Naji, Nabila and Esko, T{\~o}nu and Feitosa, Mary F and Kutalik, Zolt{\'a}n and Mangino, Massimo and Raychaudhuri, Soumya and Scherag, Andre and Smith, Albert Vernon and Welch, Ryan and Zhao, Jing Hua and Aben, Katja K and Absher, Devin M and Amin, Najaf and Dixon, Anna L and Fisher, Eva and Glazer, Nicole L and Goddard, Michael E and Heard-Costa, Nancy L and Hoesel, Volker and Hottenga, Jouke-Jan and Johansson, Asa and Johnson, Toby and Ketkar, Shamika and Lamina, Claudia and Li, Shengxu and Moffatt, Miriam F and Myers, Richard H and Narisu, Narisu and Perry, John R B and Peters, Marjolein J and Preuss, Michael and Ripatti, Samuli and Rivadeneira, Fernando and Sandholt, Camilla and Scott, Laura J and Timpson, Nicholas J and Tyrer, Jonathan P and van Wingerden, Sophie and Watanabe, Richard M and White, Charles C and Wiklund, Fredrik and Barlassina, Christina and Chasman, Daniel I and Cooper, Matthew N and Jansson, John-Olov and Lawrence, Robert W and Pellikka, Niina and Prokopenko, Inga and Shi, Jianxin and Thiering, Elisabeth and Alavere, Helene and Alibrandi, Maria T S and Almgren, Peter and Arnold, Alice M and Aspelund, Thor and Atwood, Larry D and Balkau, Beverley and Balmforth, Anthony J and Bennett, Amanda J and Ben-Shlomo, Yoav and Bergman, Richard N and Bergmann, Sven and Biebermann, Heike and Blakemore, Alexandra I F and Boes, Tanja and Bonnycastle, Lori L and Bornstein, Stefan R and Brown, Morris J and Buchanan, Thomas A and Busonero, Fabio and Campbell, Harry and Cappuccio, Francesco P and Cavalcanti-Proen{\c c}a, Christine and Chen, Yii-Der Ida and Chen, Chih-Mei and Chines, Peter S and Clarke, Robert and Coin, Lachlan and Connell, John and Day, Ian N M and den Heijer, Martin and Duan, Jubao and Ebrahim, Shah and Elliott, Paul and Elosua, Roberto and Eiriksdottir, Gudny and Erdos, Michael R and Eriksson, Johan G and Facheris, Maurizio F and Felix, Stephan B and Fischer-Posovszky, Pamela and Folsom, Aaron R and Friedrich, Nele and Freimer, Nelson B and Fu, Mao and Gaget, Stefan and Gejman, Pablo V and Geus, Eco J C and Gieger, Christian and Gjesing, Anette P and Goel, Anuj and Goyette, Philippe and Grallert, Harald and Gr{\"a}ssler, J{\"u}rgen and Greenawalt, Danielle M and Groves, Christopher J and Gudnason, Vilmundur and Guiducci, Candace and Hartikainen, Anna-Liisa and Hassanali, Neelam and Hall, Alistair S and Havulinna, Aki S and Hayward, Caroline and Heath, Andrew C and Hengstenberg, Christian and Hicks, Andrew A and Hinney, Anke and Hofman, Albert and Homuth, Georg and Hui, Jennie and Igl, Wilmar and Iribarren, Carlos and Isomaa, Bo and Jacobs, Kevin B and Jarick, Ivonne and Jewell, Elizabeth and John, Ulrich and J{\o}rgensen, Torben and Jousilahti, Pekka and Jula, Antti and Kaakinen, Marika and Kajantie, Eero and Kaplan, Lee M and Kathiresan, Sekar and Kettunen, Johannes and Kinnunen, Leena and Knowles, Joshua W and Kolcic, Ivana and K{\"o}nig, Inke R and Koskinen, Seppo and Kovacs, Peter and Kuusisto, Johanna and Kraft, Peter and Kval{\o}y, Kirsti and Laitinen, Jaana and Lantieri, Olivier and Lanzani, Chiara and Launer, Lenore J and Lecoeur, C{\'e}cile and Lehtim{\"a}ki, Terho and Lettre, Guillaume and Liu, Jianjun and Lokki, Marja-Liisa and Lorentzon, Mattias and Luben, Robert N and Ludwig, Barbara and Manunta, Paolo and Marek, Diana and Marre, Michel and Martin, Nicholas G and McArdle, Wendy L and McCarthy, Anne and McKnight, Barbara and Meitinger, Thomas and Melander, Olle and Meyre, David and Midthjell, Kristian and Montgomery, Grant W and Morken, Mario A and Morris, Andrew P and Mulic, Rosanda and Ngwa, Julius S and Nelis, Mari and Neville, Matt J and Nyholt, Dale R and O{\textquoteright}Donnell, Christopher J and O{\textquoteright}Rahilly, Stephen and Ong, Ken K and Oostra, Ben and Par{\'e}, Guillaume and Parker, Alex N and Perola, Markus and Pichler, Irene and Pietil{\"a}inen, Kirsi H and Platou, Carl G P and Polasek, Ozren and Pouta, Anneli and Rafelt, Suzanne and Raitakari, Olli and Rayner, Nigel W and Ridderstr{\r a}le, Martin and Rief, Winfried and Ruokonen, Aimo and Robertson, Neil R and Rzehak, Peter and Salomaa, Veikko and Sanders, Alan R and Sandhu, Manjinder S and Sanna, Serena and Saramies, Jouko and Savolainen, Markku J and Scherag, Susann and Schipf, Sabine and Schreiber, Stefan and Schunkert, Heribert and Silander, Kaisa and Sinisalo, Juha and Siscovick, David S and Smit, Jan H and Soranzo, Nicole and Sovio, Ulla and Stephens, Jonathan and Surakka, Ida and Swift, Amy J and Tammesoo, Mari-Liis and Tardif, Jean-Claude and Teder-Laving, Maris and Teslovich, Tanya M and Thompson, John R and Thomson, Brian and T{\"o}njes, Anke and Tuomi, Tiinamaija and van Meurs, Joyce B J and van Ommen, Gert-Jan and Vatin, Vincent and Viikari, Jorma and Visvikis-Siest, Sophie and Vitart, Veronique and Vogel, Carla I G and Voight, Benjamin F and Waite, Lindsay L and Wallaschofski, Henri and Walters, G Bragi and Widen, Elisabeth and Wiegand, Susanna and Wild, Sarah H and Willemsen, Gonneke and Witte, Daniel R and Witteman, Jacqueline C and Xu, Jianfeng and Zhang, Qunyuan and Zgaga, Lina and Ziegler, Andreas and Zitting, Paavo and Beilby, John P and Farooqi, I Sadaf and Hebebrand, Johannes and Huikuri, Heikki V and James, Alan L and K{\"a}h{\"o}nen, Mika and Levinson, Douglas F and Macciardi, Fabio and Nieminen, Markku S and Ohlsson, Claes and Palmer, Lyle J and Ridker, Paul M and Stumvoll, Michael and Beckmann, Jacques S and Boeing, Heiner and Boerwinkle, Eric and Boomsma, Dorret I and Caulfield, Mark J and Chanock, Stephen J and Collins, Francis S and Cupples, L Adrienne and Smith, George Davey and Erdmann, Jeanette and Froguel, Philippe and Gr{\"o}nberg, Henrik and Gyllensten, Ulf and Hall, Per and Hansen, Torben and Harris, Tamara B and Hattersley, Andrew T and Hayes, Richard B and Heinrich, Joachim and Hu, Frank B and Hveem, Kristian and Illig, Thomas and Jarvelin, Marjo-Riitta and Kaprio, Jaakko and Karpe, Fredrik and Khaw, Kay-Tee and Kiemeney, Lambertus A and Krude, Heiko and Laakso, Markku and Lawlor, Debbie A and Metspalu, Andres and Munroe, Patricia B and Ouwehand, Willem H and Pedersen, Oluf and Penninx, Brenda W and Peters, Annette and Pramstaller, Peter P and Quertermous, Thomas and Reinehr, Thomas and Rissanen, Aila and Rudan, Igor and Samani, Nilesh J and Schwarz, Peter E H and Shuldiner, Alan R and Spector, Timothy D and Tuomilehto, Jaakko and Uda, Manuela and Uitterlinden, Andre and Valle, Timo T and Wabitsch, Martin and Waeber, G{\'e}rard and Wareham, Nicholas J and Watkins, Hugh and Wilson, James F and Wright, Alan F and Zillikens, M Carola and Chatterjee, Nilanjan and McCarroll, Steven A and Purcell, Shaun and Schadt, Eric E and Visscher, Peter M and Assimes, Themistocles L and Borecki, Ingrid B and Deloukas, Panos and Fox, Caroline S and Groop, Leif C and Haritunians, Talin and Hunter, David J and Kaplan, Robert C and Mohlke, Karen L and O{\textquoteright}Connell, Jeffrey R and Peltonen, Leena and Schlessinger, David and Strachan, David P and van Duijn, Cornelia M and Wichmann, H-Erich and Frayling, Timothy M and Thorsteinsdottir, Unnur and Abecasis, Goncalo R and Barroso, In{\^e}s and Boehnke, Michael and Stefansson, Kari and North, Kari E and McCarthy, Mark I and Hirschhorn, Joel N and Ingelsson, Erik and Loos, Ruth J F} } @article {1234, title = {Hundreds of variants clustered in genomic loci and biological pathways affect human height.}, journal = {Nature}, volume = {467}, year = {2010}, month = {2010 Oct 14}, pages = {832-8}, abstract = {

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.

}, keywords = {Body Height, Chromosomes, Human, Pair 3, Genetic Loci, Genetic Predisposition to Disease, Genome, Human, Genome-Wide Association Study, Humans, Metabolic Networks and Pathways, Multifactorial Inheritance, Phenotype, Polymorphism, Single Nucleotide}, issn = {1476-4687}, doi = {10.1038/nature09410}, author = {Lango Allen, Hana and Estrada, Karol and Lettre, Guillaume and Berndt, Sonja I and Weedon, Michael N and Rivadeneira, Fernando and Willer, Cristen J and Jackson, Anne U and Vedantam, Sailaja and Raychaudhuri, Soumya and Ferreira, Teresa and Wood, Andrew R and Weyant, Robert J and Segr{\`e}, Ayellet V and Speliotes, Elizabeth K and Wheeler, Eleanor and Soranzo, Nicole and Park, Ju-Hyun and Yang, Jian and Gudbjartsson, Daniel and Heard-Costa, Nancy L and Randall, Joshua C and Qi, Lu and Vernon Smith, Albert and M{\"a}gi, Reedik and Pastinen, Tomi and Liang, Liming and Heid, Iris M and Luan, Jian{\textquoteright}an and Thorleifsson, Gudmar and Winkler, Thomas W and Goddard, Michael E and Sin Lo, Ken and Palmer, Cameron and Workalemahu, Tsegaselassie and Aulchenko, Yurii S and Johansson, Asa and Zillikens, M Carola and Feitosa, Mary F and Esko, T{\~o}nu and Johnson, Toby and Ketkar, Shamika and Kraft, Peter and Mangino, Massimo and Prokopenko, Inga and Absher, Devin and Albrecht, Eva and Ernst, Florian and Glazer, Nicole L and Hayward, Caroline and Hottenga, Jouke-Jan and Jacobs, Kevin B and Knowles, Joshua W and Kutalik, Zolt{\'a}n and Monda, Keri L and Polasek, Ozren and Preuss, Michael and Rayner, Nigel W and Robertson, Neil R and Steinthorsdottir, Valgerdur and Tyrer, Jonathan P and Voight, Benjamin F and Wiklund, Fredrik and Xu, Jianfeng and Zhao, Jing Hua and Nyholt, Dale R and Pellikka, Niina and Perola, Markus and Perry, John R B and Surakka, Ida and Tammesoo, Mari-Liis and Altmaier, Elizabeth L and Amin, Najaf and Aspelund, Thor and Bhangale, Tushar and Boucher, Gabrielle and Chasman, Daniel I and Chen, Constance and Coin, Lachlan and Cooper, Matthew N and Dixon, Anna L and Gibson, Quince and Grundberg, Elin and Hao, Ke and Juhani Junttila, M and Kaplan, Lee M and Kettunen, Johannes and K{\"o}nig, Inke R and Kwan, Tony and Lawrence, Robert W and Levinson, Douglas F and Lorentzon, Mattias and McKnight, Barbara and Morris, Andrew P and M{\"u}ller, Martina and Suh Ngwa, Julius and Purcell, Shaun and Rafelt, Suzanne and Salem, Rany M and Salvi, Erika and Sanna, Serena and Shi, Jianxin and Sovio, Ulla and Thompson, John R and Turchin, Michael C and Vandenput, Liesbeth and Verlaan, Dominique J and Vitart, Veronique and White, Charles C and Ziegler, Andreas and Almgren, Peter and Balmforth, Anthony J and Campbell, Harry and Citterio, Lorena and De Grandi, Alessandro and Dominiczak, Anna and Duan, Jubao and Elliott, Paul and Elosua, Roberto and Eriksson, Johan G and Freimer, Nelson B and Geus, Eco J C and Glorioso, Nicola and Haiqing, Shen and Hartikainen, Anna-Liisa and Havulinna, Aki S and Hicks, Andrew A and Hui, Jennie and Igl, Wilmar and Illig, Thomas and Jula, Antti and Kajantie, Eero and Kilpel{\"a}inen, Tuomas O and Koiranen, Markku and Kolcic, Ivana and Koskinen, Seppo and Kovacs, Peter and Laitinen, Jaana and Liu, Jianjun and Lokki, Marja-Liisa and Marusic, Ana and Maschio, Andrea and Meitinger, Thomas and Mulas, Antonella and Par{\'e}, Guillaume and Parker, Alex N and Peden, John F and Petersmann, Astrid and Pichler, Irene and Pietil{\"a}inen, Kirsi H and Pouta, Anneli and Ridderstr{\r a}le, Martin and Rotter, Jerome I and Sambrook, Jennifer G and Sanders, Alan R and Schmidt, Carsten Oliver and Sinisalo, Juha and Smit, Jan H and Stringham, Heather M and Bragi Walters, G and Widen, Elisabeth and Wild, Sarah H and Willemsen, Gonneke and Zagato, Laura and Zgaga, Lina and Zitting, Paavo and Alavere, Helene and Farrall, Martin and McArdle, Wendy L and Nelis, Mari and Peters, Marjolein J and Ripatti, Samuli and van Meurs, Joyce B J and Aben, Katja K and Ardlie, Kristin G and Beckmann, Jacques S and Beilby, John P and Bergman, Richard N and Bergmann, Sven and Collins, Francis S and Cusi, Daniele and den Heijer, Martin and Eiriksdottir, Gudny and Gejman, Pablo V and Hall, Alistair S and Hamsten, Anders and Huikuri, Heikki V and Iribarren, Carlos and K{\"a}h{\"o}nen, Mika and Kaprio, Jaakko and Kathiresan, Sekar and Kiemeney, Lambertus and Kocher, Thomas and Launer, Lenore J and Lehtim{\"a}ki, Terho and Melander, Olle and Mosley, Tom H and Musk, Arthur W and Nieminen, Markku S and O{\textquoteright}Donnell, Christopher J and Ohlsson, Claes and Oostra, Ben and Palmer, Lyle J and Raitakari, Olli and Ridker, Paul M and Rioux, John D and Rissanen, Aila and Rivolta, Carlo and Schunkert, Heribert and Shuldiner, Alan R and Siscovick, David S and Stumvoll, Michael and T{\"o}njes, Anke and Tuomilehto, Jaakko and van Ommen, Gert-Jan and Viikari, Jorma and Heath, Andrew C and Martin, Nicholas G and Montgomery, Grant W and Province, Michael A and Kayser, Manfred and Arnold, Alice M and Atwood, Larry D and Boerwinkle, Eric and Chanock, Stephen J and Deloukas, Panos and Gieger, Christian and Gr{\"o}nberg, Henrik and Hall, Per and Hattersley, Andrew T and Hengstenberg, Christian and Hoffman, Wolfgang and Lathrop, G Mark and Salomaa, Veikko and Schreiber, Stefan and Uda, Manuela and Waterworth, Dawn and Wright, Alan F and Assimes, Themistocles L and Barroso, In{\^e}s and Hofman, Albert and Mohlke, Karen L and Boomsma, Dorret I and Caulfield, Mark J and Cupples, L Adrienne and Erdmann, Jeanette and Fox, Caroline S and Gudnason, Vilmundur and Gyllensten, Ulf and Harris, Tamara B and Hayes, Richard B and Jarvelin, Marjo-Riitta and Mooser, Vincent and Munroe, Patricia B and Ouwehand, Willem H and Penninx, Brenda W and Pramstaller, Peter P and Quertermous, Thomas and Rudan, Igor and Samani, Nilesh J and Spector, Timothy D and V{\"o}lzke, Henry and Watkins, Hugh and Wilson, James F and Groop, Leif C and Haritunians, Talin and Hu, Frank B and Kaplan, Robert C and Metspalu, Andres and North, Kari E and Schlessinger, David and Wareham, Nicholas J and Hunter, David J and O{\textquoteright}Connell, Jeffrey R and Strachan, David P and Wichmann, H-Erich and Borecki, Ingrid B and van Duijn, Cornelia M and Schadt, Eric E and Thorsteinsdottir, Unnur and Peltonen, Leena and Uitterlinden, Andr{\'e} G and Visscher, Peter M and Chatterjee, Nilanjan and Loos, Ruth J F and Boehnke, Michael and McCarthy, Mark I and Ingelsson, Erik and Lindgren, Cecilia M and Abecasis, Goncalo R and Stefansson, Kari and Frayling, Timothy M and Hirschhorn, Joel N} } @article {1288, title = {Enhanced statistical tests for GWAS in admixed populations: assessment using African Americans from CARe and a Breast Cancer Consortium.}, journal = {PLoS Genet}, volume = {7}, year = {2011}, month = {2011 Apr}, pages = {e1001371}, abstract = {

While genome-wide association studies (GWAS) have primarily examined populations of European ancestry, more recent studies often involve additional populations, including admixed populations such as African Americans and Latinos. In admixed populations, linkage disequilibrium (LD) exists both at a fine scale in ancestral populations and at a coarse scale (admixture-LD) due to chromosomal segments of distinct ancestry. Disease association statistics in admixed populations have previously considered SNP association (LD mapping) or admixture association (mapping by admixture-LD), but not both. Here, we introduce a new statistical framework for combining SNP and admixture association in case-control studies, as well as methods for local ancestry-aware imputation. We illustrate the gain in statistical power achieved by these methods by analyzing data of 6,209 unrelated African Americans from the CARe project genotyped on the Affymetrix 6.0 chip, in conjunction with both simulated and real phenotypes, as well as by analyzing the FGFR2 locus using breast cancer GWAS data from 5,761 African-American women. We show that, at typed SNPs, our method yields an 8\% increase in statistical power for finding disease risk loci compared to the power achieved by standard methods in case-control studies. At imputed SNPs, we observe an 11\% increase in statistical power for mapping disease loci when our local ancestry-aware imputation framework and the new scoring statistic are jointly employed. Finally, we show that our method increases statistical power in regions harboring the causal SNP in the case when the causal SNP is untyped and cannot be imputed. Our methods and our publicly available software are broadly applicable to GWAS in admixed populations.

}, keywords = {African Americans, Algorithms, Breast Neoplasms, Chromosome Mapping, Coronary Disease, Diabetes Mellitus, Type 2, Female, Gene Frequency, Genetic Variation, Genetics, Population, Genome, Human, Genome-Wide Association Study, Genotype, Humans, Linkage Disequilibrium, Male, Odds Ratio, Phenotype, Polymorphism, Single Nucleotide, Principal Component Analysis, Receptor, Fibroblast Growth Factor, Type 2, Software}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1001371}, author = {Pasaniuc, Bogdan and Zaitlen, Noah and Lettre, Guillaume and Chen, Gary K and Tandon, Arti and Kao, W H Linda and Ruczinski, Ingo and Fornage, Myriam and Siscovick, David S and Zhu, Xiaofeng and Larkin, Emma and Lange, Leslie A and Cupples, L Adrienne and Yang, Qiong and Akylbekova, Ermeg L and Musani, Solomon K and Divers, Jasmin and Mychaleckyj, Joe and Li, Mingyao and Papanicolaou, George J and Millikan, Robert C and Ambrosone, Christine B and John, Esther M and Bernstein, Leslie and Zheng, Wei and Hu, Jennifer J and Ziegler, Regina G and Nyante, Sarah J and Bandera, Elisa V and Ingles, Sue A and Press, Michael F and Chanock, Stephen J and Deming, Sandra L and Rodriguez-Gil, Jorge L and Palmer, Cameron D and Buxbaum, Sarah and Ekunwe, Lynette and Hirschhorn, Joel N and Henderson, Brian E and Myers, Simon and Haiman, Christopher A and Reich, David and Patterson, Nick and Wilson, James G and Price, Alkes L} } @article {6175, title = {FTO genotype is associated with phenotypic variability of body mass index.}, journal = {Nature}, volume = {490}, year = {2012}, month = {2012 Oct 11}, pages = {267-72}, abstract = {

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.

}, keywords = {Alpha-Ketoglutarate-Dependent Dioxygenase FTO, Body Height, Body Mass Index, Co-Repressor Proteins, Female, Genetic Variation, Genome-Wide Association Study, Humans, Male, Nerve Tissue Proteins, Phenotype, Polymorphism, Single Nucleotide, Proteins, Repressor Proteins}, issn = {1476-4687}, doi = {10.1038/nature11401}, author = {Yang, Jian and Loos, Ruth J F and Powell, Joseph E and Medland, Sarah E and Speliotes, Elizabeth K and Chasman, Daniel I and Rose, Lynda M and Thorleifsson, Gudmar and Steinthorsdottir, Valgerdur and M{\"a}gi, Reedik and Waite, Lindsay and Smith, Albert Vernon and Yerges-Armstrong, Laura M and Monda, Keri L and Hadley, David and Mahajan, Anubha and Li, Guo and Kapur, Karen and Vitart, Veronique and Huffman, Jennifer E and Wang, Sophie R and Palmer, Cameron and Esko, T{\~o}nu and Fischer, Krista and Zhao, Jing Hua and Demirkan, Ayse and Isaacs, Aaron and Feitosa, Mary F and Luan, Jian{\textquoteright}an and Heard-Costa, Nancy L and White, Charles and Jackson, Anne U and Preuss, Michael and Ziegler, Andreas and Eriksson, Joel and Kutalik, Zolt{\'a}n and Frau, Francesca and Nolte, Ilja M and van Vliet-Ostaptchouk, Jana V and Hottenga, Jouke-Jan and Jacobs, Kevin B and Verweij, Niek and Goel, Anuj and Medina-G{\'o}mez, Carolina and Estrada, Karol and Bragg-Gresham, Jennifer Lynn and Sanna, Serena and Sidore, Carlo and Tyrer, Jonathan and Teumer, Alexander and Prokopenko, Inga and Mangino, Massimo and Lindgren, Cecilia M and Assimes, Themistocles L and Shuldiner, Alan R and Hui, Jennie and Beilby, John P and McArdle, Wendy L and Hall, Per and Haritunians, Talin and Zgaga, Lina and Kolcic, Ivana and Polasek, Ozren and Zemunik, Tatijana and Oostra, Ben A and Junttila, M Juhani and Gr{\"o}nberg, Henrik and Schreiber, Stefan and Peters, Annette and Hicks, Andrew A and Stephens, Jonathan and Foad, Nicola S and Laitinen, Jaana and Pouta, Anneli and Kaakinen, Marika and Willemsen, Gonneke and Vink, Jacqueline M and Wild, Sarah H and Navis, Gerjan and Asselbergs, Folkert W and Homuth, Georg and John, Ulrich and Iribarren, Carlos and Harris, Tamara and Launer, Lenore and Gudnason, Vilmundur and O{\textquoteright}Connell, Jeffrey R and Boerwinkle, Eric and Cadby, Gemma and Palmer, Lyle J and James, Alan L and Musk, Arthur W and Ingelsson, Erik and Psaty, Bruce M and Beckmann, Jacques S and Waeber, G{\'e}rard and Vollenweider, Peter and Hayward, Caroline and Wright, Alan F and Rudan, Igor and Groop, Leif C and Metspalu, Andres and Khaw, Kay Tee and van Duijn, Cornelia M and Borecki, Ingrid B and Province, Michael A and Wareham, Nicholas J and Tardif, Jean-Claude and Huikuri, Heikki V and Cupples, L Adrienne and Atwood, Larry D and Fox, Caroline S and Boehnke, Michael and Collins, Francis S and Mohlke, Karen L and Erdmann, Jeanette and Schunkert, Heribert and Hengstenberg, Christian and Stark, Klaus and Lorentzon, Mattias and Ohlsson, Claes and Cusi, Daniele and Staessen, Jan A and van der Klauw, Melanie M and Pramstaller, Peter P and Kathiresan, Sekar and Jolley, Jennifer D and Ripatti, Samuli and Jarvelin, Marjo-Riitta and de Geus, Eco J C and Boomsma, Dorret I and Penninx, Brenda and Wilson, James F and Campbell, Harry and Chanock, Stephen J and van der Harst, Pim and Hamsten, Anders and Watkins, Hugh and Hofman, Albert and Witteman, Jacqueline C and Zillikens, M Carola and Uitterlinden, Andr{\'e} G and Rivadeneira, Fernando and Zillikens, M Carola and Kiemeney, Lambertus A and Vermeulen, Sita H and Abecasis, Goncalo R and Schlessinger, David and Schipf, Sabine and Stumvoll, Michael and T{\"o}njes, Anke and Spector, Tim D and North, Kari E and Lettre, Guillaume and McCarthy, Mark I and Berndt, Sonja I and Heath, Andrew C and Madden, Pamela A F and Nyholt, Dale R and Montgomery, Grant W and Martin, Nicholas G and McKnight, Barbara and Strachan, David P and Hill, William G and Snieder, Harold and Ridker, Paul M and Thorsteinsdottir, Unnur and Stefansson, Kari and Frayling, Timothy M and Hirschhorn, Joel N and Goddard, Michael E and Visscher, Peter M} } @article {1360, title = {Meta-analyses identify 13 loci associated with age at menopause and highlight DNA repair and immune pathways.}, journal = {Nat Genet}, volume = {44}, year = {2012}, month = {2012 Jan 22}, pages = {260-8}, abstract = {

To newly identify loci for age at natural menopause, we carried out a meta-analysis of 22 genome-wide association studies (GWAS) in 38,968 women of European descent, with replication in up to 14,435 women. In addition to four known loci, we identified 13 loci newly associated with age at natural menopause (at P < 5 {\texttimes} 10(-8)). Candidate genes located at these newly associated loci include genes implicated in DNA repair (EXO1, HELQ, UIMC1, FAM175A, FANCI, TLK1, POLG and PRIM1) and immune function (IL11, NLRP11 and PRRC2A (also known as BAT2)). Gene-set enrichment pathway analyses using the full GWAS data set identified exoDNase, NF-κB signaling and mitochondrial dysfunction as biological processes related to timing of menopause.

}, keywords = {Age Factors, DNA Helicases, DNA Polymerase gamma, DNA Primase, DNA Repair, DNA Repair Enzymes, DNA-Directed DNA Polymerase, European Continental Ancestry Group, Exodeoxyribonucleases, Female, Genetic Loci, Genome-Wide Association Study, Humans, Immunity, Menopause, Polymorphism, Single Nucleotide, Proteins}, issn = {1546-1718}, doi = {10.1038/ng.1051}, author = {Stolk, Lisette and Perry, John R B and Chasman, Daniel I and He, Chunyan and Mangino, Massimo and Sulem, Patrick and Barbalic, Maja and Broer, Linda and Byrne, Enda M and Ernst, Florian and Esko, T{\~o}nu and Franceschini, Nora and Gudbjartsson, Daniel F and Hottenga, Jouke-Jan and Kraft, Peter and McArdle, Patrick F and Porcu, Eleonora and Shin, So-Youn and Smith, Albert V and van Wingerden, Sophie and Zhai, Guangju and Zhuang, Wei V and Albrecht, Eva and Alizadeh, Behrooz Z and Aspelund, Thor and Bandinelli, Stefania and Lauc, Lovorka Barac and Beckmann, Jacques S and Boban, Mladen and Boerwinkle, Eric and Broekmans, Frank J and Burri, Andrea and Campbell, Harry and Chanock, Stephen J and Chen, Constance and Cornelis, Marilyn C and Corre, Tanguy and Coviello, Andrea D and D{\textquoteright}Adamo, Pio and Davies, Gail and de Faire, Ulf and de Geus, Eco J C and Deary, Ian J and Dedoussis, George V Z and Deloukas, Panagiotis and Ebrahim, Shah and Eiriksdottir, Gudny and Emilsson, Valur and Eriksson, Johan G and Fauser, Bart C J M and Ferreli, Liana and Ferrucci, Luigi and Fischer, Krista and Folsom, Aaron R and Garcia, Melissa E and Gasparini, Paolo and Gieger, Christian and Glazer, Nicole and Grobbee, Diederick E and Hall, Per and Haller, Toomas and Hankinson, Susan E and Hass, Merli and Hayward, Caroline and Heath, Andrew C and Hofman, Albert and Ingelsson, Erik and Janssens, A Cecile J W and Johnson, Andrew D and Karasik, David and Kardia, Sharon L R and Keyzer, Jules and Kiel, Douglas P and Kolcic, Ivana and Kutalik, Zolt{\'a}n and Lahti, Jari and Lai, Sandra and Laisk, Triin and Laven, Joop S E and Lawlor, Debbie A and Liu, Jianjun and Lopez, Lorna M and Louwers, Yvonne V and Magnusson, Patrik K E and Marongiu, Mara and Martin, Nicholas G and Klaric, Irena Martinovic and Masciullo, Corrado and McKnight, Barbara and Medland, Sarah E and Melzer, David and Mooser, Vincent and Navarro, Pau and Newman, Anne B and Nyholt, Dale R and Onland-Moret, N Charlotte and Palotie, Aarno and Par{\'e}, Guillaume and Parker, Alex N and Pedersen, Nancy L and Peeters, Petra H M and Pistis, Giorgio and Plump, Andrew S and Polasek, Ozren and Pop, Victor J M and Psaty, Bruce M and R{\"a}ikk{\"o}nen, Katri and Rehnberg, Emil and Rotter, Jerome I and Rudan, Igor and Sala, Cinzia and Salumets, Andres and Scuteri, Angelo and Singleton, Andrew and Smith, Jennifer A and Snieder, Harold and Soranzo, Nicole and Stacey, Simon N and Starr, John M and Stathopoulou, Maria G and Stirrups, Kathleen and Stolk, Ronald P and Styrkarsdottir, Unnur and Sun, Yan V and Tenesa, Albert and Thorand, Barbara and Toniolo, Daniela and Tryggvadottir, Laufey and Tsui, Kim and Ulivi, Sheila and van Dam, Rob M and van der Schouw, Yvonne T and van Gils, Carla H and van Nierop, Peter and Vink, Jacqueline M and Visscher, Peter M and Voorhuis, Marlies and Waeber, G{\'e}rard and Wallaschofski, Henri and Wichmann, H Erich and Widen, Elisabeth and Wijnands-van Gent, Colette J M and Willemsen, Gonneke and Wilson, James F and Wolffenbuttel, Bruce H R and Wright, Alan F and Yerges-Armstrong, Laura M and Zemunik, Tatijana and Zgaga, Lina and Zillikens, M Carola and Zygmunt, Marek and Arnold, Alice M and Boomsma, Dorret I and Buring, Julie E and Crisponi, Laura and Demerath, Ellen W and Gudnason, Vilmundur and Harris, Tamara B and Hu, Frank B and Hunter, David J and Launer, Lenore J and Metspalu, Andres and Montgomery, Grant W and Oostra, Ben A and Ridker, Paul M and Sanna, Serena and Schlessinger, David and Spector, Tim D and Stefansson, Kari and Streeten, Elizabeth A and Thorsteinsdottir, Unnur and Uda, Manuela and Uitterlinden, Andr{\'e} G and van Duijn, Cornelia M and V{\"o}lzke, Henry and Murray, Anna and Murabito, Joanne M and Visser, Jenny A and Lunetta, Kathryn L} } @article {6153, title = {A genome-wide association study of early menopause and the combined impact of identified variants.}, journal = {Hum Mol Genet}, volume = {22}, year = {2013}, month = {2013 Apr 01}, pages = {1465-72}, abstract = {

Early menopause (EM) affects up to 10\% of the female population, reducing reproductive lifespan considerably. Currently, it constitutes the leading cause of infertility in the western world, affecting mainly those women who postpone their first pregnancy beyond the age of 30 years. The genetic aetiology of EM is largely unknown in the majority of cases. We have undertaken a meta-analysis of genome-wide association studies (GWASs) in 3493 EM cases and 13 598 controls from 10 independent studies. No novel genetic variants were discovered, but the 17 variants previously associated with normal age at natural menopause as a quantitative trait (QT) were also associated with EM and primary ovarian insufficiency (POI). Thus, EM has a genetic aetiology which overlaps variation in normal age at menopause and is at least partly explained by the additive effects of the same polygenic variants. The combined effect of the common variants captured by the single nucleotide polymorphism arrays was estimated to account for \~{}30\% of the variance in EM. The association between the combined 17 variants and the risk of EM was greater than the best validated non-genetic risk factor, smoking.

}, keywords = {Case-Control Studies, Female, Gene Frequency, Genome-Wide Association Study, Humans, Menopause, Premature, Polymorphism, Single Nucleotide, Primary Ovarian Insufficiency, Quantitative Trait Loci, Risk}, issn = {1460-2083}, doi = {10.1093/hmg/dds551}, author = {Perry, John R B and Corre, Tanguy and Esko, T{\~o}nu and Chasman, Daniel I and Fischer, Krista and Franceschini, Nora and He, Chunyan and Kutalik, Zolt{\'a}n and Mangino, Massimo and Rose, Lynda M and Vernon Smith, Albert and Stolk, Lisette and Sulem, Patrick and Weedon, Michael N and Zhuang, Wei V and Arnold, Alice and Ashworth, Alan and Bergmann, Sven and Buring, Julie E and Burri, Andrea and Chen, Constance and Cornelis, Marilyn C and Couper, David J and Goodarzi, Mark O and Gudnason, Vilmundur and Harris, Tamara and Hofman, Albert and Jones, Michael and Kraft, Peter and Launer, Lenore and Laven, Joop S E and Li, Guo and McKnight, Barbara and Masciullo, Corrado and Milani, Lili and Orr, Nicholas and Psaty, Bruce M and Ridker, Paul M and Rivadeneira, Fernando and Sala, Cinzia and Salumets, Andres and Schoemaker, Minouk and Traglia, Michela and Waeber, G{\'e}rard and Chanock, Stephen J and Demerath, Ellen W and Garcia, Melissa and Hankinson, Susan E and Hu, Frank B and Hunter, David J and Lunetta, Kathryn L and Metspalu, Andres and Montgomery, Grant W and Murabito, Joanne M and Newman, Anne B and Ong, Ken K and Spector, Tim D and Stefansson, Kari and Swerdlow, Anthony J and Thorsteinsdottir, Unnur and van Dam, Rob M and Uitterlinden, Andr{\'e} G and Visser, Jenny A and Vollenweider, Peter and Toniolo, Daniela and Murray, Anna} } @article {6152, title = {Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture.}, journal = {Nat Genet}, volume = {45}, year = {2013}, month = {2013 May}, pages = {501-12}, abstract = {

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.

}, keywords = {Anthropometry, Body Height, Body Mass Index, Case-Control Studies, European Continental Ancestry Group, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Meta-Analysis as Topic, Obesity, Phenotype, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Waist-Hip Ratio}, issn = {1546-1718}, doi = {10.1038/ng.2606}, author = {Berndt, Sonja I and Gustafsson, Stefan and M{\"a}gi, Reedik and Ganna, Andrea and Wheeler, Eleanor and Feitosa, Mary F and Justice, Anne E and Monda, Keri L and Croteau-Chonka, Damien C and Day, Felix R and Esko, T{\~o}nu and Fall, Tove and Ferreira, Teresa and Gentilini, Davide and Jackson, Anne U and Luan, Jian{\textquoteright}an and Randall, Joshua C and Vedantam, Sailaja and Willer, Cristen J and Winkler, Thomas W and Wood, Andrew R and Workalemahu, Tsegaselassie and Hu, Yi-Juan and Lee, Sang Hong and Liang, Liming and Lin, Dan-Yu and Min, Josine L and Neale, Benjamin M and Thorleifsson, Gudmar and Yang, Jian and Albrecht, Eva and Amin, Najaf and Bragg-Gresham, Jennifer L and Cadby, Gemma and den Heijer, Martin and Eklund, Niina and Fischer, Krista and Goel, Anuj and Hottenga, Jouke-Jan and Huffman, Jennifer E and Jarick, Ivonne and Johansson, Asa and Johnson, Toby and Kanoni, Stavroula and Kleber, Marcus E and K{\"o}nig, Inke R and Kristiansson, Kati and Kutalik, Zolt{\'a}n and Lamina, Claudia and Lecoeur, C{\'e}cile and Li, Guo and Mangino, Massimo and McArdle, Wendy L and Medina-G{\'o}mez, Carolina and M{\"u}ller-Nurasyid, Martina and Ngwa, Julius S and Nolte, Ilja M and Paternoster, Lavinia and Pechlivanis, Sonali and Perola, Markus and Peters, Marjolein J and Preuss, Michael and Rose, Lynda M and Shi, Jianxin and Shungin, Dmitry and Smith, Albert Vernon and Strawbridge, Rona J and Surakka, Ida and Teumer, Alexander and Trip, Mieke D and Tyrer, Jonathan and van Vliet-Ostaptchouk, Jana V and Vandenput, Liesbeth and Waite, Lindsay L and Zhao, Jing Hua and Absher, Devin and Asselbergs, Folkert W and Atalay, Mustafa and Attwood, Antony P and Balmforth, Anthony J and Basart, Hanneke and Beilby, John and Bonnycastle, Lori L and Brambilla, Paolo and Bruinenberg, Marcel and Campbell, Harry and Chasman, Daniel I and Chines, Peter S and Collins, Francis S and Connell, John M and Cookson, William O and de Faire, Ulf and de Vegt, Femmie and Dei, Mariano and Dimitriou, Maria and Edkins, Sarah and Estrada, Karol and Evans, David M and Farrall, Martin and Ferrario, Marco M and Ferrieres, Jean and Franke, Lude and Frau, Francesca and Gejman, Pablo V and Grallert, Harald and Gr{\"o}nberg, Henrik and Gudnason, Vilmundur and Hall, Alistair S and Hall, Per and Hartikainen, Anna-Liisa and Hayward, Caroline and Heard-Costa, Nancy L and Heath, Andrew C and Hebebrand, Johannes and Homuth, Georg and Hu, Frank B and Hunt, Sarah E and Hypp{\"o}nen, Elina and Iribarren, Carlos and Jacobs, Kevin B and Jansson, John-Olov and Jula, Antti and K{\"a}h{\"o}nen, Mika and Kathiresan, Sekar and Kee, Frank and Khaw, Kay-Tee and Kivimaki, Mika and Koenig, Wolfgang and Kraja, Aldi T and Kumari, Meena and Kuulasmaa, Kari and Kuusisto, Johanna and Laitinen, Jaana H and Lakka, Timo A and Langenberg, Claudia and Launer, Lenore J and Lind, Lars and Lindstr{\"o}m, Jaana and Liu, Jianjun and Liuzzi, Antonio and Lokki, Marja-Liisa and Lorentzon, Mattias and Madden, Pamela A and Magnusson, Patrik K and Manunta, Paolo and Marek, Diana and M{\"a}rz, Winfried and Mateo Leach, Irene and McKnight, Barbara and Medland, Sarah E and Mihailov, Evelin and Milani, Lili and Montgomery, Grant W and Mooser, Vincent and M{\"u}hleisen, Thomas W and Munroe, Patricia B and Musk, Arthur W and Narisu, Narisu and Navis, Gerjan and Nicholson, George and Nohr, Ellen A and Ong, Ken K and Oostra, Ben A and Palmer, Colin N A and Palotie, Aarno and Peden, John F and Pedersen, Nancy and Peters, Annette and Polasek, Ozren and Pouta, Anneli and Pramstaller, Peter P and Prokopenko, Inga and P{\"u}tter, Carolin and Radhakrishnan, Aparna and Raitakari, Olli and Rendon, Augusto and Rivadeneira, Fernando and Rudan, Igor and Saaristo, Timo E and Sambrook, Jennifer G and Sanders, Alan R and Sanna, Serena and Saramies, Jouko and Schipf, Sabine and Schreiber, Stefan and Schunkert, Heribert and Shin, So-Youn and Signorini, Stefano and Sinisalo, Juha and Skrobek, Boris and Soranzo, Nicole and Stan{\v c}{\'a}kov{\'a}, Alena and Stark, Klaus and Stephens, Jonathan C and Stirrups, Kathleen and Stolk, Ronald P and Stumvoll, Michael and Swift, Amy J and Theodoraki, Eirini V and Thorand, Barbara and Tr{\'e}gou{\"e}t, David-Alexandre and Tremoli, Elena and van der Klauw, Melanie M and van Meurs, Joyce B J and Vermeulen, Sita H and Viikari, Jorma and Virtamo, Jarmo and Vitart, Veronique and Waeber, G{\'e}rard and Wang, Zhaoming and Widen, Elisabeth and Wild, Sarah H and Willemsen, Gonneke and Winkelmann, Bernhard R and Witteman, Jacqueline C M and Wolffenbuttel, Bruce H R and Wong, Andrew and Wright, Alan F and Zillikens, M Carola and Amouyel, Philippe and Boehm, Bernhard O and Boerwinkle, Eric and Boomsma, Dorret I and Caulfield, Mark J and Chanock, Stephen J and Cupples, L Adrienne and Cusi, Daniele and Dedoussis, George V and Erdmann, Jeanette and Eriksson, Johan G and Franks, Paul W and Froguel, Philippe and Gieger, Christian and Gyllensten, Ulf and Hamsten, Anders and Harris, Tamara B and Hengstenberg, Christian and Hicks, Andrew A and Hingorani, Aroon and Hinney, Anke and Hofman, Albert and Hovingh, Kees G and Hveem, Kristian and Illig, Thomas and Jarvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Keinanen-Kiukaanniemi, Sirkka M and Kiemeney, Lambertus A and Kuh, Diana and Laakso, Markku and Lehtim{\"a}ki, Terho and Levinson, Douglas F and Martin, Nicholas G and Metspalu, Andres and Morris, Andrew D and Nieminen, Markku S and Nj{\o}lstad, Inger and Ohlsson, Claes and Oldehinkel, Albertine J and Ouwehand, Willem H and Palmer, Lyle J and Penninx, Brenda and Power, Chris and Province, Michael A and Psaty, Bruce M and Qi, Lu and Rauramaa, Rainer and Ridker, Paul M and Ripatti, Samuli and Salomaa, Veikko and Samani, Nilesh J and Snieder, Harold and S{\o}rensen, Thorkild I A and Spector, Timothy D and Stefansson, Kari and T{\"o}njes, Anke and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and Uusitupa, Matti and van der Harst, Pim and Vollenweider, Peter and Wallaschofski, Henri and Wareham, Nicholas J and Watkins, Hugh and Wichmann, H-Erich and Wilson, James F and Abecasis, Goncalo R and Assimes, Themistocles L and Barroso, In{\^e}s and Boehnke, Michael and Borecki, Ingrid B and Deloukas, Panos and Fox, Caroline S and Frayling, Timothy and Groop, Leif C and Haritunian, Talin and Heid, Iris M and Hunter, David and Kaplan, Robert C and Karpe, Fredrik and Moffatt, Miriam F and Mohlke, Karen L and O{\textquoteright}Connell, Jeffrey R and Pawitan, Yudi and Schadt, Eric E and Schlessinger, David and Steinthorsdottir, Valgerdur and Strachan, David P and Thorsteinsdottir, Unnur and van Duijn, Cornelia M and Visscher, Peter M and Di Blasio, Anna Maria and Hirschhorn, Joel N and Lindgren, Cecilia M and Morris, Andrew P and Meyre, David and Scherag, Andre and McCarthy, Mark I and Speliotes, Elizabeth K and North, Kari E and Loos, Ruth J F and Ingelsson, Erik} } @article {8015, title = {Identification of heart rate-associated loci and their effects on cardiac conduction and rhythm disorders.}, journal = {Nat Genet}, volume = {45}, year = {2013}, month = {2013 Jun}, pages = {621-31}, abstract = {

Elevated resting heart rate is associated with greater risk of cardiovascular disease and mortality. In a 2-stage meta-analysis of genome-wide association studies in up to 181,171 individuals, we identified 14 new loci associated with heart rate and confirmed associations with all 7 previously established loci. Experimental downregulation of gene expression in Drosophila melanogaster and Danio rerio identified 20 genes at 11 loci that are relevant for heart rate regulation and highlight a role for genes involved in signal transmission, embryonic cardiac development and the pathophysiology of dilated cardiomyopathy, congenital heart failure and/or sudden cardiac death. In addition, genetic susceptibility to increased heart rate is associated with altered cardiac conduction and reduced risk of sick sinus syndrome, and both heart rate-increasing and heart rate-decreasing variants associate with risk of atrial fibrillation. Our findings provide fresh insights into the mechanisms regulating heart rate and identify new therapeutic targets.

}, keywords = {Animals, Arrhythmias, Cardiac, Gene Frequency, Genetic Loci, Genome-Wide Association Study, Heart Conduction System, Heart Rate, Humans, Metabolic Networks and Pathways, Polymorphism, Single Nucleotide, Quantitative Trait Loci}, issn = {1546-1718}, doi = {10.1038/ng.2610}, author = {den Hoed, Marcel and Eijgelsheim, Mark and Esko, T{\~o}nu and Brundel, Bianca J J M and Peal, David S and Evans, David M and Nolte, Ilja M and Segr{\`e}, Ayellet V and Holm, Hilma and Handsaker, Robert E and Westra, Harm-Jan and Johnson, Toby and Isaacs, Aaron and Yang, Jian and Lundby, Alicia and Zhao, Jing Hua and Kim, Young Jin and Go, Min Jin and Almgren, Peter and Bochud, Murielle and Boucher, Gabrielle and Cornelis, Marilyn C and Gudbjartsson, Daniel and Hadley, David and van der Harst, Pim and Hayward, Caroline and den Heijer, Martin and Igl, Wilmar and Jackson, Anne U and Kutalik, Zolt{\'a}n and Luan, Jian{\textquoteright}an and Kemp, John P and Kristiansson, Kati and Ladenvall, Claes and Lorentzon, Mattias and Montasser, May E and Njajou, Omer T and O{\textquoteright}Reilly, Paul F and Padmanabhan, Sandosh and St Pourcain, Beate and Rankinen, Tuomo and Salo, Perttu and Tanaka, Toshiko and Timpson, Nicholas J and Vitart, Veronique and Waite, Lindsay and Wheeler, William and Zhang, Weihua and Draisma, Harmen H M and Feitosa, Mary F and Kerr, Kathleen F and Lind, Penelope A and Mihailov, Evelin and Onland-Moret, N Charlotte and Song, Ci and Weedon, Michael N and Xie, Weijia and Yengo, Loic and Absher, Devin and Albert, Christine M and Alonso, Alvaro and Arking, Dan E and de Bakker, Paul I W and Balkau, Beverley and Barlassina, Cristina and Benaglio, Paola and Bis, Joshua C and Bouatia-Naji, Nabila and Brage, S{\o}ren and Chanock, Stephen J and Chines, Peter S and Chung, Mina and Darbar, Dawood and Dina, Christian and D{\"o}rr, Marcus and Elliott, Paul and Felix, Stephan B and Fischer, Krista and Fuchsberger, Christian and de Geus, Eco J C and Goyette, Philippe and Gudnason, Vilmundur and Harris, Tamara B and Hartikainen, Anna-Liisa and Havulinna, Aki S and Heckbert, Susan R and Hicks, Andrew A and Hofman, Albert and Holewijn, Suzanne and Hoogstra-Berends, Femke and Hottenga, Jouke-Jan and Jensen, Majken K and Johansson, Asa and Junttila, Juhani and K{\"a}{\"a}b, Stefan and Kanon, Bart and Ketkar, Shamika and Khaw, Kay-Tee and Knowles, Joshua W and Kooner, Angrad S and Kors, Jan A and Kumari, Meena and Milani, Lili and Laiho, P{\"a}ivi and Lakatta, Edward G and Langenberg, Claudia and Leusink, Maarten and Liu, Yongmei and Luben, Robert N and Lunetta, Kathryn L and Lynch, Stacey N and Markus, Marcello R P and Marques-Vidal, Pedro and Mateo Leach, Irene and McArdle, Wendy L and McCarroll, Steven A and Medland, Sarah E and Miller, Kathryn A and Montgomery, Grant W and Morrison, Alanna C and M{\"u}ller-Nurasyid, Martina and Navarro, Pau and Nelis, Mari and O{\textquoteright}Connell, Jeffrey R and O{\textquoteright}Donnell, Christopher J and Ong, Ken K and Newman, Anne B and Peters, Annette and Polasek, Ozren and Pouta, Anneli and Pramstaller, Peter P and Psaty, Bruce M and Rao, Dabeeru C and Ring, Susan M and Rossin, Elizabeth J and Rudan, Diana and Sanna, Serena and Scott, Robert A and Sehmi, Jaban S and Sharp, Stephen and Shin, Jordan T and Singleton, Andrew B and Smith, Albert V and Soranzo, Nicole and Spector, Tim D and Stewart, Chip and Stringham, Heather M and Tarasov, Kirill V and Uitterlinden, Andr{\'e} G and Vandenput, Liesbeth and Hwang, Shih-Jen and Whitfield, John B and Wijmenga, Cisca and Wild, Sarah H and Willemsen, Gonneke and Wilson, James F and Witteman, Jacqueline C M and Wong, Andrew and Wong, Quenna and Jamshidi, Yalda and Zitting, Paavo and Boer, Jolanda M A and Boomsma, Dorret I and Borecki, Ingrid B and van Duijn, Cornelia M and Ekelund, Ulf and Forouhi, Nita G and Froguel, Philippe and Hingorani, Aroon and Ingelsson, Erik and Kivimaki, Mika and Kronmal, Richard A and Kuh, Diana and Lind, Lars and Martin, Nicholas G and Oostra, Ben A and Pedersen, Nancy L and Quertermous, Thomas and Rotter, Jerome I and van der Schouw, Yvonne T and Verschuren, W M Monique and Walker, Mark and Albanes, Demetrius and Arnar, David O and Assimes, Themistocles L and Bandinelli, Stefania and Boehnke, Michael and de Boer, Rudolf A and Bouchard, Claude and Caulfield, W L Mark and Chambers, John C and Curhan, Gary and Cusi, Daniele and Eriksson, Johan and Ferrucci, Luigi and van Gilst, Wiek H and Glorioso, Nicola and de Graaf, Jacqueline and Groop, Leif and Gyllensten, Ulf and Hsueh, Wen-Chi and Hu, Frank B and Huikuri, Heikki V and Hunter, David J and Iribarren, Carlos and Isomaa, Bo and Jarvelin, Marjo-Riitta and Jula, Antti and K{\"a}h{\"o}nen, Mika and Kiemeney, Lambertus A and van der Klauw, Melanie M and Kooner, Jaspal S and Kraft, Peter and Iacoviello, Licia and Lehtim{\"a}ki, Terho and Lokki, Marja-Liisa L and Mitchell, Braxton D and Navis, Gerjan and Nieminen, Markku S and Ohlsson, Claes and Poulter, Neil R and Qi, Lu and Raitakari, Olli T and Rimm, Eric B and Rioux, John D and Rizzi, Federica and Rudan, Igor and Salomaa, Veikko and Sever, Peter S and Shields, Denis C and Shuldiner, Alan R and Sinisalo, Juha and Stanton, Alice V and Stolk, Ronald P and Strachan, David P and Tardif, Jean-Claude and Thorsteinsdottir, Unnur and Tuomilehto, Jaako and van Veldhuisen, Dirk J and Virtamo, Jarmo and Viikari, Jorma and Vollenweider, Peter and Waeber, G{\'e}rard and Widen, Elisabeth and Cho, Yoon Shin and Olsen, Jesper V and Visscher, Peter M and Willer, Cristen and Franke, Lude and Erdmann, Jeanette and Thompson, John R and Pfeufer, Arne and Sotoodehnia, Nona and Newton-Cheh, Christopher and Ellinor, Patrick T and Stricker, Bruno H Ch and Metspalu, Andres and Perola, Markus and Beckmann, Jacques S and Smith, George Davey and Stefansson, Kari and Wareham, Nicholas J and Munroe, Patricia B and Sibon, Ody C M and Milan, David J and Snieder, Harold and Samani, Nilesh J and Loos, Ruth J F} } @article {6078, title = {A meta-analysis identifies new loci associated with body mass index in individuals of African ancestry.}, journal = {Nat Genet}, volume = {45}, year = {2013}, month = {2013 Jun}, pages = {690-6}, abstract = {

Genome-wide association studies (GWAS) have identified 36 loci associated with body mass index (BMI), predominantly in populations of European ancestry. We conducted a meta-analysis to examine the association of >3.2 million SNPs with BMI in 39,144 men and women of African ancestry and followed up the most significant associations in an additional 32,268 individuals of African ancestry. We identified one new locus at 5q33 (GALNT10, rs7708584, P = 3.4 {\texttimes} 10(-11)) and another at 7p15 when we included data from the GIANT consortium (MIR148A-NFE2L3, rs10261878, P = 1.2 {\texttimes} 10(-10)). We also found suggestive evidence of an association at a third locus at 6q16 in the African-ancestry sample (KLHL32, rs974417, P = 6.9 {\texttimes} 10(-8)). Thirty-two of the 36 previously established BMI variants showed directionally consistent effect estimates in our GWAS (binomial P = 9.7 {\texttimes} 10(-7)), five of which reached genome-wide significance. These findings provide strong support for shared BMI loci across populations, as well as for the utility of studying ancestrally diverse populations.

}, keywords = {African Americans, Body Mass Index, Case-Control Studies, Gene Frequency, Genetic Loci, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Linkage Disequilibrium, Obesity, Polymorphism, Single Nucleotide}, issn = {1546-1718}, doi = {10.1038/ng.2608}, author = {Monda, Keri L and Chen, Gary K and Taylor, Kira C and Palmer, Cameron and Edwards, Todd L and Lange, Leslie A and Ng, Maggie C Y and Adeyemo, Adebowale A and Allison, Matthew A and Bielak, Lawrence F and Chen, Guanjie and Graff, Mariaelisa and Irvin, Marguerite R and Rhie, Suhn K and Li, Guo and Liu, Yongmei and Liu, Youfang and Lu, Yingchang and Nalls, Michael A and Sun, Yan V and Wojczynski, Mary K and Yanek, Lisa R and Aldrich, Melinda C and Ademola, Adeyinka and Amos, Christopher I and Bandera, Elisa V and Bock, Cathryn H and Britton, Angela and Broeckel, Ulrich and Cai, Quiyin and Caporaso, Neil E and Carlson, Chris S and Carpten, John and Casey, Graham and Chen, Wei-Min and Chen, Fang and Chen, Yii-der I and Chiang, Charleston W K and Coetzee, Gerhard A and Demerath, Ellen and Deming-Halverson, Sandra L and Driver, Ryan W and Dubbert, Patricia and Feitosa, Mary F and Feng, Ye and Freedman, Barry I and Gillanders, Elizabeth M and Gottesman, Omri and Guo, Xiuqing and Haritunians, Talin and Harris, Tamara and Harris, Curtis C and Hennis, Anselm J M and Hernandez, Dena G and McNeill, Lorna H and Howard, Timothy D and Howard, Barbara V and Howard, Virginia J and Johnson, Karen C and Kang, Sun J and Keating, Brendan J and Kolb, Suzanne and Kuller, Lewis H and Kutlar, Abdullah and Langefeld, Carl D and Lettre, Guillaume and Lohman, Kurt and Lotay, Vaneet and Lyon, Helen and Manson, JoAnn E and Maixner, William and Meng, Yan A and Monroe, Kristine R and Morhason-Bello, Imran and Murphy, Adam B and Mychaleckyj, Josyf C and Nadukuru, Rajiv and Nathanson, Katherine L and Nayak, Uma and N{\textquoteright}diaye, Amidou and Nemesure, Barbara and Wu, Suh-Yuh and Leske, M Cristina and Neslund-Dudas, Christine and Neuhouser, Marian and Nyante, Sarah and Ochs-Balcom, Heather and Ogunniyi, Adesola and Ogundiran, Temidayo O and Ojengbede, Oladosu and Olopade, Olufunmilayo I and Palmer, Julie R and Ruiz-Narvaez, Edward A and Palmer, Nicholette D and Press, Michael F and Rampersaud, Evandine and Rasmussen-Torvik, Laura J and Rodriguez-Gil, Jorge L and Salako, Babatunde and Schadt, Eric E and Schwartz, Ann G and Shriner, Daniel A and Siscovick, David and Smith, Shad B and Wassertheil-Smoller, Sylvia and Speliotes, Elizabeth K and Spitz, Margaret R and Sucheston, Lara and Taylor, Herman and Tayo, Bamidele O and Tucker, Margaret A and Van Den Berg, David J and Edwards, Digna R Velez and Wang, Zhaoming and Wiencke, John K and Winkler, Thomas W and Witte, John S and Wrensch, Margaret and Wu, Xifeng and Yang, James J and Levin, Albert M and Young, Taylor R and Zakai, Neil A and Cushman, Mary and Zanetti, Krista A and Zhao, Jing Hua and Zhao, Wei and Zheng, Yonglan and Zhou, Jie and Ziegler, Regina G and Zmuda, Joseph M and Fernandes, Jyotika K and Gilkeson, Gary S and Kamen, Diane L and Hunt, Kelly J and Spruill, Ida J and Ambrosone, Christine B and Ambs, Stefan and Arnett, Donna K and Atwood, Larry and Becker, Diane M and Berndt, Sonja I and Bernstein, Leslie and Blot, William J and Borecki, Ingrid B and Bottinger, Erwin P and Bowden, Donald W and Burke, Gregory and Chanock, Stephen J and Cooper, Richard S and Ding, Jingzhong and Duggan, David and Evans, Michele K and Fox, Caroline and Garvey, W Timothy and Bradfield, Jonathan P and Hakonarson, Hakon and Grant, Struan F A and Hsing, Ann and Chu, Lisa and Hu, Jennifer J and Huo, Dezheng and Ingles, Sue A and John, Esther M and Jordan, Joanne M and Kabagambe, Edmond K and Kardia, Sharon L R and Kittles, Rick A and Goodman, Phyllis J and Klein, Eric A and Kolonel, Laurence N and Le Marchand, Lo{\"\i}c and Liu, Simin and McKnight, Barbara and Millikan, Robert C and Mosley, Thomas H and Padhukasahasram, Badri and Williams, L Keoki and Patel, Sanjay R and Peters, Ulrike and Pettaway, Curtis A and Peyser, Patricia A and Psaty, Bruce M and Redline, Susan and Rotimi, Charles N and Rybicki, Benjamin A and Sale, Mich{\`e}le M and Schreiner, Pamela J and Signorello, Lisa B and Singleton, Andrew B and Stanford, Janet L and Strom, Sara S and Thun, Michael J and Vitolins, Mara and Zheng, Wei and Moore, Jason H and Williams, Scott M and Ketkar, Shamika and Zhu, Xiaofeng and Zonderman, Alan B and Kooperberg, Charles and Papanicolaou, George J and Henderson, Brian E and Reiner, Alex P and Hirschhorn, Joel N and Loos, Ruth J F and North, Kari E and Haiman, Christopher A} } @article {6028, title = {Sex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits.}, journal = {PLoS Genet}, volume = {9}, year = {2013}, month = {2013 Jun}, pages = {e1003500}, abstract = {

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{\texttimes}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.

}, keywords = {Anthropometry, Body Height, Body Mass Index, Body Weight, Body Weights and Measures, Female, Genetic Loci, Genome, Human, Genome-Wide Association Study, Humans, Male, Polymorphism, Single Nucleotide, Sex Characteristics, Waist Circumference, Waist-Hip Ratio}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1003500}, author = {Randall, Joshua C and Winkler, Thomas W and Kutalik, Zolt{\'a}n and Berndt, Sonja I and Jackson, Anne U and Monda, Keri L and Kilpel{\"a}inen, Tuomas O and Esko, T{\~o}nu and M{\"a}gi, Reedik and Li, Shengxu and Workalemahu, Tsegaselassie and Feitosa, Mary F and Croteau-Chonka, Damien C and Day, Felix R and Fall, Tove and Ferreira, Teresa and Gustafsson, Stefan and Locke, Adam E and Mathieson, Iain and Scherag, Andre and Vedantam, Sailaja and Wood, Andrew R and Liang, Liming and Steinthorsdottir, Valgerdur and Thorleifsson, Gudmar and Dermitzakis, Emmanouil T and Dimas, Antigone S and Karpe, Fredrik and Min, Josine L and Nicholson, George and Clegg, Deborah J and Person, Thomas and Krohn, Jon P and Bauer, Sabrina and Buechler, Christa and Eisinger, Kristina and Bonnefond, Am{\'e}lie and Froguel, Philippe and Hottenga, Jouke-Jan and Prokopenko, Inga and Waite, Lindsay L and Harris, Tamara B and Smith, Albert Vernon and Shuldiner, Alan R and McArdle, Wendy L and Caulfield, Mark J and Munroe, Patricia B and Gr{\"o}nberg, Henrik and Chen, Yii-Der Ida and Li, Guo and Beckmann, Jacques S and Johnson, Toby and Thorsteinsdottir, Unnur and Teder-Laving, Maris and Khaw, Kay-Tee and Wareham, Nicholas J and Zhao, Jing Hua and Amin, Najaf and Oostra, Ben A and Kraja, Aldi T and Province, Michael A and Cupples, L Adrienne and Heard-Costa, Nancy L and Kaprio, Jaakko and Ripatti, Samuli and Surakka, Ida and Collins, Francis S and Saramies, Jouko and Tuomilehto, Jaakko and Jula, Antti and Salomaa, Veikko and Erdmann, Jeanette and Hengstenberg, Christian and Loley, Christina and Schunkert, Heribert and Lamina, Claudia and Wichmann, H Erich and Albrecht, Eva and Gieger, Christian and Hicks, Andrew A and Johansson, Asa and Pramstaller, Peter P and Kathiresan, Sekar and Speliotes, Elizabeth K and Penninx, Brenda and Hartikainen, Anna-Liisa and Jarvelin, Marjo-Riitta and Gyllensten, Ulf and Boomsma, Dorret I and Campbell, Harry and Wilson, James F and Chanock, Stephen J and Farrall, Martin and Goel, Anuj and Medina-G{\'o}mez, Carolina and Rivadeneira, Fernando and Estrada, Karol and Uitterlinden, Andr{\'e} G and Hofman, Albert and Zillikens, M Carola and den Heijer, Martin and Kiemeney, Lambertus A and Maschio, Andrea and Hall, Per and Tyrer, Jonathan and Teumer, Alexander and V{\"o}lzke, Henry and Kovacs, Peter and T{\"o}njes, Anke and Mangino, Massimo and Spector, Tim D and Hayward, Caroline and Rudan, Igor and Hall, Alistair S and Samani, Nilesh J and Attwood, Antony Paul and Sambrook, Jennifer G and Hung, Joseph and Palmer, Lyle J and Lokki, Marja-Liisa and Sinisalo, Juha and Boucher, Gabrielle and Huikuri, Heikki and Lorentzon, Mattias and Ohlsson, Claes and Eklund, Niina and Eriksson, Johan G and Barlassina, Cristina and Rivolta, Carlo and Nolte, Ilja M and Snieder, Harold and van der Klauw, Melanie M and van Vliet-Ostaptchouk, Jana V and Gejman, Pablo V and Shi, Jianxin and Jacobs, Kevin B and Wang, Zhaoming and Bakker, Stephan J L and Mateo Leach, Irene and Navis, Gerjan and van der Harst, Pim and Martin, Nicholas G and Medland, Sarah E and Montgomery, Grant W and Yang, Jian and Chasman, Daniel I and Ridker, Paul M and Rose, Lynda M and Lehtim{\"a}ki, Terho and Raitakari, Olli and Absher, Devin and Iribarren, Carlos and Basart, Hanneke and Hovingh, Kees G and Hypp{\"o}nen, Elina and Power, Chris and Anderson, Denise and Beilby, John P and Hui, Jennie and Jolley, Jennifer and Sager, Hendrik and Bornstein, Stefan R and Schwarz, Peter E H and Kristiansson, Kati and Perola, Markus and Lindstr{\"o}m, Jaana and Swift, Amy J and Uusitupa, Matti and Atalay, Mustafa and Lakka, Timo A and Rauramaa, Rainer and Bolton, Jennifer L and Fowkes, Gerry and Fraser, Ross M and Price, Jackie F and Fischer, Krista and Krjut{\r a} Kov, Kaarel and Metspalu, Andres and Mihailov, Evelin and Langenberg, Claudia and Luan, Jian{\textquoteright}an and Ong, Ken K and Chines, Peter S and Keinanen-Kiukaanniemi, Sirkka M and Saaristo, Timo E and Edkins, Sarah and Franks, Paul W and Hallmans, G{\"o}ran and Shungin, Dmitry and Morris, Andrew David and Palmer, Colin N A and Erbel, Raimund and Moebus, Susanne and N{\"o}then, Markus M and Pechlivanis, Sonali and Hveem, Kristian and Narisu, Narisu and Hamsten, Anders and Humphries, Steve E and Strawbridge, Rona J and Tremoli, Elena and Grallert, Harald and Thorand, Barbara and Illig, Thomas and Koenig, Wolfgang and M{\"u}ller-Nurasyid, Martina and Peters, Annette and Boehm, Bernhard O and Kleber, Marcus E and M{\"a}rz, Winfried and Winkelmann, Bernhard R and Kuusisto, Johanna and Laakso, Markku and Arveiler, Dominique and Cesana, Giancarlo and Kuulasmaa, Kari and Virtamo, Jarmo and Yarnell, John W G and Kuh, Diana and Wong, Andrew and Lind, Lars and de Faire, Ulf and Gigante, Bruna and Magnusson, Patrik K E and Pedersen, Nancy L and Dedoussis, George and Dimitriou, Maria and Kolovou, Genovefa and Kanoni, Stavroula and Stirrups, Kathleen and Bonnycastle, Lori L and Nj{\o}lstad, Inger and Wilsgaard, Tom and Ganna, Andrea and Rehnberg, Emil and Hingorani, Aroon and Kivimaki, Mika and Kumari, Meena and Assimes, Themistocles L and Barroso, In{\^e}s and Boehnke, Michael and Borecki, Ingrid B and Deloukas, Panos and Fox, Caroline S and Frayling, Timothy and Groop, Leif C and Haritunians, Talin and Hunter, David and Ingelsson, Erik and Kaplan, Robert and Mohlke, Karen L and O{\textquoteright}Connell, Jeffrey R and Schlessinger, David and Strachan, David P and Stefansson, Kari and van Duijn, Cornelia M and Abecasis, Goncalo R and McCarthy, Mark I and Hirschhorn, Joel N and Qi, Lu and Loos, Ruth J F and Lindgren, Cecilia M and North, Kari E and Heid, Iris M} } @article {7352, title = {Discovery and fine-mapping of adiposity loci using high density imputation of genome-wide association studies in individuals of African ancestry: African ancestry anthropometry genetics consortium.}, journal = {PLoS Genet}, volume = {13}, year = {2017}, month = {2017 Apr 21}, pages = {e1006719}, abstract = {

Genome-wide association studies (GWAS) have identified >300 loci associated with measures of adiposity including body mass index (BMI) and waist-to-hip ratio (adjusted for BMI, WHRadjBMI), but few have been identified through screening of the African ancestry genomes. We performed large scale meta-analyses and replications in up to 52,895 individuals for BMI and up to 23,095 individuals for WHRadjBMI from the African Ancestry Anthropometry Genetics Consortium (AAAGC) using 1000 Genomes phase 1 imputed GWAS to improve coverage of both common and low frequency variants in the low linkage disequilibrium African ancestry genomes. In the sex-combined analyses, we identified one novel locus (TCF7L2/HABP2) for WHRadjBMI and eight previously established loci at P < 5{\texttimes}10-8: seven for BMI, and one for WHRadjBMI in African ancestry individuals. An additional novel locus (SPRYD7/DLEU2) was identified for WHRadjBMI when combined with European GWAS. In the sex-stratified analyses, we identified three novel loci for BMI (INTS10/LPL and MLC1 in men, IRX4/IRX2 in women) and four for WHRadjBMI (SSX2IP, CASC8, PDE3B and ZDHHC1/HSD11B2 in women) in individuals of African ancestry or both African and European ancestry. For four of the novel variants, the minor allele frequency was low (<5\%). In the trans-ethnic fine mapping of 47 BMI loci and 27 WHRadjBMI loci that were locus-wide significant (P < 0.05 adjusted for effective number of variants per locus) from the African ancestry sex-combined and sex-stratified analyses, 26 BMI loci and 17 WHRadjBMI loci contained <= 20 variants in the credible sets that jointly account for 99\% posterior probability of driving the associations. The lead variants in 13 of these loci had a high probability of being causal. As compared to our previous HapMap imputed GWAS for BMI and WHRadjBMI including up to 71,412 and 27,350 African ancestry individuals, respectively, our results suggest that 1000 Genomes imputation showed modest improvement in identifying GWAS loci including low frequency variants. Trans-ethnic meta-analyses further improved fine mapping of putative causal variants in loci shared between the African and European ancestry populations.

}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1006719}, author = {Ng, Maggie C Y and Graff, Mariaelisa and Lu, Yingchang and Justice, Anne E and Mudgal, Poorva and Liu, Ching-Ti and Young, Kristin and Yanek, Lisa R and Feitosa, Mary F and Wojczynski, Mary K and Rand, Kristin and Brody, Jennifer A and Cade, Brian E and Dimitrov, Latchezar and Duan, Qing and Guo, Xiuqing and Lange, Leslie A and Nalls, Michael A and Okut, Hayrettin and Tajuddin, Salman M and Tayo, Bamidele O and Vedantam, Sailaja and Bradfield, Jonathan P and Chen, Guanjie and Chen, Wei-Min and Chesi, Alessandra and Irvin, Marguerite R and Padhukasahasram, Badri and Smith, Jennifer A and Zheng, Wei and Allison, Matthew A and Ambrosone, Christine B and Bandera, Elisa V and Bartz, Traci M and Berndt, Sonja I and Bernstein, Leslie and Blot, William J and Bottinger, Erwin P and Carpten, John and Chanock, Stephen J and Chen, Yii-Der Ida and Conti, David V and Cooper, Richard S and Fornage, Myriam and Freedman, Barry I and Garcia, Melissa and Goodman, Phyllis J and Hsu, Yu-Han H and Hu, Jennifer and Huff, Chad D and Ingles, Sue A and John, Esther M and Kittles, Rick and Klein, Eric and Li, Jin and McKnight, Barbara and Nayak, Uma and Nemesure, Barbara and Ogunniyi, Adesola and Olshan, Andrew and Press, Michael F and Rohde, Rebecca and Rybicki, Benjamin A and Salako, Babatunde and Sanderson, Maureen and Shao, Yaming and Siscovick, David S and Stanford, Janet L and Stevens, Victoria L and Stram, Alex and Strom, Sara S and Vaidya, Dhananjay and Witte, John S and Yao, Jie and Zhu, Xiaofeng and Ziegler, Regina G and Zonderman, Alan B and Adeyemo, Adebowale and Ambs, Stefan and Cushman, Mary and Faul, Jessica D and Hakonarson, Hakon and Levin, Albert M and Nathanson, Katherine L and Ware, Erin B and Weir, David R and Zhao, Wei and Zhi, Degui and Arnett, Donna K and Grant, Struan F A and Kardia, Sharon L R and Oloapde, Olufunmilayo I and Rao, D C and Rotimi, Charles N and Sale, Mich{\`e}le M and Williams, L Keoki and Zemel, Babette S and Becker, Diane M and Borecki, Ingrid B and Evans, Michele K and Harris, Tamara B and Hirschhorn, Joel N and Li, Yun and Patel, Sanjay R and Psaty, Bruce M and Rotter, Jerome I and Wilson, James G and Bowden, Donald W and Cupples, L Adrienne and Haiman, Christopher A and Loos, Ruth J F and North, Kari E} } @article {7663, title = {Outdoor air pollution and mosaic loss of chromosome Y in older men from the Cardiovascular Health Study.}, journal = {Environ Int}, volume = {116}, year = {2018}, month = {2018 Apr 23}, pages = {239-247}, abstract = {

BACKGROUND: Mosaic loss of chromosome Y (mLOY) can occur in a fraction of cells as men age, which is potentially linked to increased mortality risk. Smoking is related to mLOY; however, the contribution of air pollution is unclear.

OBJECTIVE: We investigated whether exposure to outdoor air pollution, age, and smoking were associated with mLOY.

METHODS: We analyzed baseline (1989-1993) blood samples from 933 men >=65 years of age from the prospective Cardiovascular Health Study. Particulate matter <=10 μm (PM), carbon monoxide, nitrogen dioxide, sulfur dioxide, and ozone data were obtained from the U.S. EPA Aerometric Information Retrieval System for the year prior to baseline. Inverse-distance weighted air monitor data were used to estimate each participants{\textquoteright} monthly residential exposure. mLOY was detected with standard methods using signal intensity (median log-R ratio (mLRR)) of the male-specific chromosome Y regions from Illumina array data. Linear regression models were used to evaluate relations between mean exposure in the prior year, age, smoking and continuous mLRR.

RESULTS: Increased PM was associated with mLOY, namely decreased mLRR (p-trend = 0.03). Compared with the lowest tertile (<=28.5 μg/m), the middle (28.5-31.0 μg/m; β = -0.0044, p = 0.09) and highest (>=31 μg/m; β = -0.0054, p = 0.04) tertiles had decreased mLRR, adjusted for age, clinic, race/cohort, smoking status and pack-years. Additionally, increasing age (β = -0.00035, p = 0.06) and smoking pack-years (β = -0.00011, p = 1.4E-3) were associated with decreased mLRR, adjusted for each other and race/cohort. No significant associations were found for other pollutants.

CONCLUSIONS: PM may increase leukocyte mLOY, a marker of genomic instability. The sample size was modest and replication is warranted.

}, issn = {1873-6750}, doi = {10.1016/j.envint.2018.04.030}, author = {Wong, Jason Y Y and Margolis, Helene G and Machiela, Mitchell and Zhou, Weiyin and Odden, Michelle C and Psaty, Bruce M and Robbins, John and Jones, Rena R and Rotter, Jerome I and Chanock, Stephen J and Rothman, Nathaniel and Lan, Qing and Lee, Jennifer S} } @article {8705, title = {Discovery and fine-mapping of height loci via high-density imputation of GWASs in individuals of African ancestry.}, journal = {Am J Hum Genet}, volume = {108}, year = {2021}, month = {2021 Apr 01}, pages = {564-582}, abstract = {

Although many loci have been associated with height in European ancestry populations, very few have been identified in African ancestry individuals. Furthermore, many of the known loci have yet to be generalized to and fine-mapped within a large-scale African ancestry sample. We performed sex-combined and sex-stratified meta-analyses in up to 52,764 individuals with height and genome-wide genotyping data from the African Ancestry Anthropometry Genetics Consortium (AAAGC). We additionally combined our African ancestry meta-analysis results with published European genome-wide association study (GWAS) data. In the African ancestry analyses, we identified three novel loci (SLC4A3, NCOA2, ECD/FAM149B1) in sex-combined results and two loci (CRB1, KLF6) in women only. In the African plus European sex-combined GWAS, we identified an additional three novel loci (RCCD1, G6PC3, CEP95) which were equally driven by AAAGC and European results. Among 39 genome-wide significant signals at known loci, conditioning index SNPs from European studies identified 20 secondary signals. Two of the 20 new secondary signals and none of the 8 novel loci had minor allele frequencies (MAF) < 5\%. Of 802 known European height signals, 643 displayed directionally consistent associations with height, of which 205 were nominally significant (p < 0.05) in the African ancestry sex-combined sample. Furthermore, 148 of 241 loci contained <=20 variants in the credible sets that jointly account for 99\% of the posterior probability of driving the associations. In summary, trans-ethnic meta-analyses revealed novel signals and further improved fine-mapping of putative causal variants in loci shared between African and European ancestry populations.

}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2021.02.011}, author = {Graff, Mariaelisa and Justice, Anne E and Young, Kristin L and Marouli, Eirini and Zhang, Xinruo and Fine, Rebecca S and Lim, Elise and Buchanan, Victoria and Rand, Kristin and Feitosa, Mary F and Wojczynski, Mary K and Yanek, Lisa R and Shao, Yaming and Rohde, Rebecca and Adeyemo, Adebowale A and Aldrich, Melinda C and Allison, Matthew A and Ambrosone, Christine B and Ambs, Stefan and Amos, Christopher and Arnett, Donna K and Atwood, Larry and Bandera, Elisa V and Bartz, Traci and Becker, Diane M and Berndt, Sonja I and Bernstein, Leslie and Bielak, Lawrence F and Blot, William J and Bottinger, Erwin P and Bowden, Donald W and Bradfield, Jonathan P and Brody, Jennifer A and Broeckel, Ulrich and Burke, Gregory and Cade, Brian E and Cai, Qiuyin and Caporaso, Neil and Carlson, Chris and Carpten, John and Casey, Graham and Chanock, Stephen J and Chen, Guanjie and Chen, Minhui and Chen, Yii-der I and Chen, Wei-Min and Chesi, Alessandra and Chiang, Charleston W K and Chu, Lisa and Coetzee, Gerry A and Conti, David V and Cooper, Richard S and Cushman, Mary and Demerath, Ellen and Deming, Sandra L and Dimitrov, Latchezar and Ding, Jingzhong and Diver, W Ryan and Duan, Qing and Evans, Michele K and Falusi, Adeyinka G and Faul, Jessica D and Fornage, Myriam and Fox, Caroline and Freedman, Barry I and Garcia, Melissa and Gillanders, Elizabeth M and Goodman, Phyllis and Gottesman, Omri and Grant, Struan F A and Guo, Xiuqing and Hakonarson, Hakon and Haritunians, Talin and Harris, Tamara B and Harris, Curtis C and Henderson, Brian E and Hennis, Anselm and Hernandez, Dena G and Hirschhorn, Joel N and McNeill, Lorna Haughton and Howard, Timothy D and Howard, Barbara and Hsing, Ann W and Hsu, Yu-Han H and Hu, Jennifer J and Huff, Chad D and Huo, Dezheng and Ingles, Sue A and Irvin, Marguerite R and John, Esther M and Johnson, Karen C and Jordan, Joanne M and Kabagambe, Edmond K and Kang, Sun J and Kardia, Sharon L and Keating, Brendan J and Kittles, Rick A and Klein, Eric A and Kolb, Suzanne and Kolonel, Laurence N and Kooperberg, Charles and Kuller, Lewis and Kutlar, Abdullah and Lange, Leslie and Langefeld, Carl D and Le Marchand, Lo{\"\i}c and Leonard, Hampton and Lettre, Guillaume and Levin, Albert M and Li, Yun and Li, Jin and Liu, Yongmei and Liu, Youfang and Liu, Simin and Lohman, Kurt and Lotay, Vaneet and Lu, Yingchang and Maixner, William and Manson, JoAnn E and McKnight, Barbara and Meng, Yan and Monda, Keri L and Monroe, Kris and Moore, Jason H and Mosley, Thomas H and Mudgal, Poorva and Murphy, Adam B and Nadukuru, Rajiv and Nalls, Mike A and Nathanson, Katherine L and Nayak, Uma and N{\textquoteright}diaye, Amidou and Nemesure, Barbara and Neslund-Dudas, Christine and Neuhouser, Marian L and Nyante, Sarah and Ochs-Balcom, Heather and Ogundiran, Temidayo O and Ogunniyi, Adesola and Ojengbede, Oladosu and Okut, Hayrettin and Olopade, Olufunmilayo I and Olshan, Andrew and Padhukasahasram, Badri and Palmer, Julie and Palmer, Cameron D and Palmer, Nicholette D and Papanicolaou, George and Patel, Sanjay R and Pettaway, Curtis A and Peyser, Patricia A and Press, Michael F and Rao, D C and Rasmussen-Torvik, Laura J and Redline, Susan and Reiner, Alex P and Rhie, Suhn K and Rodriguez-Gil, Jorge L and Rotimi, Charles N and Rotter, Jerome I and Ruiz-Narvaez, Edward A and Rybicki, Benjamin A and Salako, Babatunde and Sale, Mich{\`e}le M and Sanderson, Maureen and Schadt, Eric and Schreiner, Pamela J and Schurmann, Claudia and Schwartz, Ann G and Shriner, Daniel A and Signorello, Lisa B and Singleton, Andrew B and Siscovick, David S and Smith, Jennifer A and Smith, Shad and Speliotes, Elizabeth and Spitz, Margaret and Stanford, Janet L and Stevens, Victoria L and Stram, Alex and Strom, Sara S and Sucheston, Lara and Sun, Yan V and Tajuddin, Salman M and Taylor, Herman and Taylor, Kira and Tayo, Bamidele O and Thun, Michael J and Tucker, Margaret A and Vaidya, Dhananjay and Van Den Berg, David J and Vedantam, Sailaja and Vitolins, Mara and Wang, Zhaoming and Ware, Erin B and Wassertheil-Smoller, Sylvia and Weir, David R and Wiencke, John K and Williams, Scott M and Williams, L Keoki and Wilson, James G and Witte, John S and Wrensch, Margaret and Wu, Xifeng and Yao, Jie and Zakai, Neil and Zanetti, Krista and Zemel, Babette S and Zhao, Wei and Zhao, Jing Hua and Zheng, Wei and Zhi, Degui and Zhou, Jie and Zhu, Xiaofeng and Ziegler, Regina G and Zmuda, Joe and Zonderman, Alan B and Psaty, Bruce M and Borecki, Ingrid B and Cupples, L Adrienne and Liu, Ching-Ti and Haiman, Christopher A and Loos, Ruth and Ng, Maggie C Y and North, Kari E} } @article {8835, title = {Genetic insights into biological mechanisms governing human ovarian ageing.}, journal = {Nature}, volume = {596}, year = {2021}, month = {2021 Aug}, pages = {393-397}, abstract = {

Reproductive longevity is essential for fertility and influences healthy ageing in women, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1\% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.

}, issn = {1476-4687}, doi = {10.1038/s41586-021-03779-7}, author = {Ruth, Katherine S and Day, Felix R and Hussain, Jazib and Mart{\'\i}nez-Marchal, Ana and Aiken, Catherine E and Azad, Ajuna and Thompson, Deborah J and Knoblochova, Lucie and Abe, Hironori and Tarry-Adkins, Jane L and Gonzalez, Javier Martin and Fontanillas, Pierre and Claringbould, Annique and Bakker, Olivier B and Sulem, Patrick and Walters, Robin G and Terao, Chikashi and Turon, Sandra and Horikoshi, Momoko and Lin, Kuang and Onland-Moret, N Charlotte and Sankar, Aditya and Hertz, Emil Peter Thrane and Timshel, Pascal N and Shukla, Vallari and Borup, Rehannah and Olsen, Kristina W and Aguilera, Paula and Ferrer-Roda, M{\`o}nica and Huang, Yan and Stankovic, Stasa and Timmers, Paul R H J and Ahearn, Thomas U and Alizadeh, Behrooz Z and Naderi, Elnaz and Andrulis, Irene L and Arnold, Alice M and Aronson, Kristan J and Augustinsson, Annelie and Bandinelli, Stefania and Barbieri, Caterina M and Beaumont, Robin N and Becher, Heiko and Beckmann, Matthias W and Benonisdottir, Stefania and Bergmann, Sven and Bochud, Murielle and Boerwinkle, Eric and Bojesen, Stig E and Bolla, Manjeet K and Boomsma, Dorret I and Bowker, Nicholas and Brody, Jennifer A and Broer, Linda and Buring, Julie E and Campbell, Archie and Campbell, Harry and Castelao, Jose E and Catamo, Eulalia and Chanock, Stephen J and Chenevix-Trench, Georgia and Ciullo, Marina and Corre, Tanguy and Couch, Fergus J and Cox, Angela and Crisponi, Laura and Cross, Simon S and Cucca, Francesco and Czene, Kamila and Smith, George Davey and de Geus, Eco J C N and de Mutsert, Ren{\'e}e and De Vivo, Immaculata and Demerath, Ellen W and Dennis, Joe and Dunning, Alison M and Dwek, Miriam and Eriksson, Mikael and Esko, T{\~o}nu and Fasching, Peter A and Faul, Jessica D and Ferrucci, Luigi and Franceschini, Nora and Frayling, Timothy M and Gago-Dominguez, Manuela and Mezzavilla, Massimo and Garc{\'\i}a-Closas, Montserrat and Gieger, Christian and Giles, Graham G and Grallert, Harald and Gudbjartsson, Daniel F and Gudnason, Vilmundur and Gu{\'e}nel, Pascal and Haiman, Christopher A and H{\r a}kansson, Niclas and Hall, Per and Hayward, Caroline and He, Chunyan and He, Wei and Heiss, Gerardo and H{\o}ffding, Miya K and Hopper, John L and Hottenga, Jouke J and Hu, Frank and Hunter, David and Ikram, Mohammad A and Jackson, Rebecca D and Joaquim, Micaella D R and John, Esther M and Joshi, Peter K and Karasik, David and Kardia, Sharon L R and Kartsonaki, Christiana and Karlsson, Robert and Kitahara, Cari M and Kolcic, Ivana and Kooperberg, Charles and Kraft, Peter and Kurian, Allison W and Kutalik, Zolt{\'a}n and La Bianca, Martina and Lachance, Genevieve and Langenberg, Claudia and Launer, Lenore J and Laven, Joop S E and Lawlor, Deborah A and Le Marchand, Lo{\"\i}c and Li, Jingmei and Lindblom, Annika and Lindstr{\"o}m, Sara and Lindstrom, Tricia and Linet, Martha and Liu, Yongmei and Liu, Simin and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Magnusson, Patrik K E and Mangino, Massimo and Mannermaa, Arto and Marco, Brumat and Marten, Jonathan and Martin, Nicholas G and Mbarek, Hamdi and McKnight, Barbara and Medland, Sarah E and Meisinger, Christa and Meitinger, Thomas and Menni, Cristina and Metspalu, Andres and Milani, Lili and Milne, Roger L and Montgomery, Grant W and Mook-Kanamori, Dennis O and Mulas, Antonella and Mulligan, Anna M and Murray, Alison and Nalls, Mike A and Newman, Anne and Noordam, Raymond and Nutile, Teresa and Nyholt, Dale R and Olshan, Andrew F and Olsson, H{\r a}kan and Painter, Jodie N and Patel, Alpa V and Pedersen, Nancy L and Perjakova, Natalia and Peters, Annette and Peters, Ulrike and Pharoah, Paul D P and Polasek, Ozren and Porcu, Eleonora and Psaty, Bruce M and Rahman, Iffat and Rennert, Gad and Rennert, Hedy S and Ridker, Paul M and Ring, Susan M and Robino, Antonietta and Rose, Lynda M and Rosendaal, Frits R and Rossouw, Jacques and Rudan, Igor and Rueedi, Rico and Ruggiero, Daniela and Sala, Cinzia F and Saloustros, Emmanouil and Sandler, Dale P and Sanna, Serena and Sawyer, Elinor J and Sarnowski, Chloe and Schlessinger, David and Schmidt, Marjanka K and Schoemaker, Minouk J and Schraut, Katharina E and Scott, Christopher and Shekari, Saleh and Shrikhande, Amruta and Smith, Albert V and Smith, Blair H and Smith, Jennifer A and Sorice, Rossella and Southey, Melissa C and Spector, Tim D and Spinelli, John J and Stampfer, Meir and St{\"o}ckl, Doris and van Meurs, Joyce B J and Strauch, Konstantin and Styrkarsdottir, Unnur and Swerdlow, Anthony J and Tanaka, Toshiko and Teras, Lauren R and Teumer, Alexander and {\TH}orsteinsdottir, Unnur and Timpson, Nicholas J and Toniolo, Daniela and Traglia, Michela and Troester, Melissa A and Truong, Th{\'e}r{\`e}se and Tyrrell, Jessica and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and Vachon, Celine M and Vitart, Veronique and V{\"o}lker, Uwe and Vollenweider, Peter and V{\"o}lzke, Henry and Wang, Qin and Wareham, Nicholas J and Weinberg, Clarice R and Weir, David R and Wilcox, Amber N and van Dijk, Ko Willems and Willemsen, Gonneke and Wilson, James F and Wolffenbuttel, Bruce H R and Wolk, Alicja and Wood, Andrew R and Zhao, Wei and Zygmunt, Marek and Chen, Zhengming and Li, Liming and Franke, Lude and Burgess, Stephen and Deelen, Patrick and Pers, Tune H and Gr{\o}ndahl, Marie Louise and Andersen, Claus Yding and Pujol, Anna and Lopez-Contreras, Andres J and Daniel, Jeremy A and Stefansson, Kari and Chang-Claude, Jenny and van der Schouw, Yvonne T and Lunetta, Kathryn L and Chasman, Daniel I and Easton, Douglas F and Visser, Jenny A and Ozanne, Susan E and Namekawa, Satoshi H and Solc, Petr and Murabito, Joanne M and Ong, Ken K and Hoffmann, Eva R and Murray, Anna and Roig, Ignasi and Perry, John R B} }