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1. Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture.

Author

Berndt SI, Gustafsson S, Mägi R, Ganna A, Wheeler E, Feitosa MF, Justice AE, Monda KL, Croteau-Chonka DC, Day FR, Esko T, Fall T, Ferreira T, Gentilini D, Jackson AU, Luan J, Randall JC, Vedantam S, Willer CJ, Winkler TW, Wood AR, Workalemahu T, Hu YJ, Lee SH, Liang L, Lin DY, Min JL, Neale BM, Thorleifsson G, Yang J, Albrecht E, Amin N, Bragg-Gresham JL, Cadby G, den Heijer M, Eklund N, Fischer K, Goel A, Hottenga JJ, Huffman JE, Jarick I, Johansson Å, Johnson T, Kanoni S, Kleber ME, König IR, Kristiansson K, Kutalik Z, Lamina C, Lecoeur C, Li G, Mangino M, McArdle WL, Medina-Gomez C, Müller-Nurasyid M, Ngwa JS, Nolte IM, Paternoster L, Pechlivanis S, Perola M, Peters MJ, Preuss M, Rose LM, Shi J, Shungin D, Smith AV, Strawbridge RJ, Surakka I, Teumer A, Trip MD, Tyrer J, Van Vliet-Ostaptchouk JV, Vandenput L, Waite LL, Zhao JH, Absher D, Asselbergs FW, Atalay M, Attwood AP, Balmforth AJ, Basart H, Beilby J, Bonnycastle LL, Brambilla P, Bruinenberg M, Campbell H, Chasman DI, Chines PS, Collins FS, Connell JM, Cookson WO, de Faire U, de Vegt F, Dei M, Dimitriou M, Edkins S, Estrada K, Evans DM, Farrall M, Ferrario MM, Ferrières J, Franke L, Frau F, Gejman PV, Grallert H, Grönberg H, Gudnason V, Hall AS, Hall P, Hartikainen AL, Hayward C, Heard-Costa NL, Heath AC, Hebebrand J, Homuth G, Hu FB, Hunt SE, Hyppönen E, Iribarren C, Jacobs KB, Jansson JO, Jula A, Kähönen M, Kathiresan S, Kee F, Khaw KT, Kivimäki M, Koenig W, Kraja AT, Kumari M, Kuulasmaa K, Kuusisto J, Laitinen JH, Lakka TA, Langenberg C, Launer LJ, Lind L, Lindström J, Liu J, Liuzzi A, Lokki ML, Lorentzon M, Madden PA, Magnusson PK, Manunta P, Marek D, März W, Mateo Leach I, McKnight B, Medland SE, Mihailov E, Milani L, Montgomery GW, Mooser V, Mühleisen TW, Munroe PB, Musk AW, Narisu N, Navis G, Nicholson G, Nohr EA, Ong KK, Oostra BA, Palmer CN, Palotie A, Peden JF, Pedersen N, Peters A, Polasek O, Pouta A, Pramstaller PP, Prokopenko I, Pütter C, Radhakrishnan A, Raitakari O, Rendon A, Rivadeneira F, Rudan I, Saaristo TE, Sambrook JG, Sanders AR, Sanna S, Saramies J, Schipf S, Schreiber S, Schunkert H, Shin SY, Signorini S, Sinisalo J, Skrobek B, Soranzo N, Stančáková A, Stark K, Stephens JC, Stirrups K, Stolk RP, Stumvoll M, Swift AJ, Theodoraki EV, Thorand B, Tregouet DA, Tremoli E, Van der Klauw MM, van Meurs JB, Vermeulen SH, Viikari J, Virtamo J, Vitart V, Waeber G, Wang Z, Widén E, Wild SH, Willemsen G, Winkelmann BR, Witteman JC, Wolffenbuttel BH, Wong A, Wright AF, Zillikens MC, Amouyel P, Boehm BO, Boerwinkle E, Boomsma DI, Caulfield MJ, Chanock SJ, Cupples LA, Cusi D, Dedoussis GV, Erdmann J, Eriksson JG, Franks PW, Froguel P, Gieger C, Gyllensten U, Hamsten A, Harris TB, Hengstenberg C, Hicks AA, Hingorani A, Hinney A, Hofman A, Hovingh KG, Hveem K, Illig T, Jarvelin MR, Jöckel KH, Keinanen-Kiukaanniemi SM, Kiemeney LA, Kuh D, Laakso M, Lehtimäki T, Levinson DF, Martin NG, Metspalu A, Morris AD, Nieminen MS, Njølstad I, Ohlsson C, Oldehinkel AJ, Ouwehand WH, Palmer LJ, Penninx B, Power C, Province MA, Psaty BM, Qi L, Rauramaa R, Ridker PM, Ripatti S, Salomaa V, Samani NJ, Snieder H, Sørensen TI, Spector TD, Stefansson K, Tönjes A, Tuomilehto J, Uitterlinden AG, Uusitupa M, van der Harst P, Vollenweider P, Wallaschofski H, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Abecasis GR, Assimes TL, Barroso I, Boehnke M, Borecki IB, Deloukas P, Fox CS, Frayling T, Groop LC, Haritunian T, Heid IM, Hunter D, Kaplan RC, Karpe F, Moffatt MF, Mohlke KL, O'Connell JR, Pawitan Y, Schadt EE, Schlessinger D, Steinthorsdottir V, Strachan DP, Thorsteinsdottir U, van Duijn CM, Visscher PM, Di Blasio AM, Hirschhorn JN, Lindgren CM, Morris AP, Meyre D, Scherag A, McCarthy MI, Speliotes EK, North KE, Loos RJ, and Ingelsson E

Subjects
Body Mass Index, Case-Control Studies, Genotype, Humans, Meta-Analysis as Topic, Phenotype, Waist-Hip Ratio, White People genetics, Anthropometry, Body Height genetics, Genetic Predisposition to Disease, Genome-Wide Association Study, Obesity genetics, Polymorphism, Single Nucleotide genetics, Quantitative Trait Loci
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.

Published
2013
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2. Hundreds of variants clustered in genomic loci and biological pathways affect human height.

Author

Lango Allen H, Estrada K, Lettre G, Berndt SI, Weedon MN, Rivadeneira F, Willer CJ, Jackson AU, Vedantam S, Raychaudhuri S, Ferreira T, Wood AR, Weyant RJ, Segrè AV, Speliotes EK, Wheeler E, Soranzo N, Park JH, Yang J, Gudbjartsson D, Heard-Costa NL, Randall JC, Qi L, Vernon Smith A, Mägi R, Pastinen T, Liang L, Heid IM, Luan J, Thorleifsson G, Winkler TW, Goddard ME, Sin Lo K, Palmer C, Workalemahu T, Aulchenko YS, Johansson A, Zillikens MC, Feitosa MF, Esko T, Johnson T, Ketkar S, Kraft P, Mangino M, Prokopenko I, Absher D, Albrecht E, Ernst F, Glazer NL, Hayward C, Hottenga JJ, Jacobs KB, Knowles JW, Kutalik Z, Monda KL, Polasek O, Preuss M, Rayner NW, Robertson NR, Steinthorsdottir V, Tyrer JP, Voight BF, Wiklund F, Xu J, Zhao JH, Nyholt DR, Pellikka N, Perola M, Perry JR, Surakka I, Tammesoo ML, Altmaier EL, Amin N, Aspelund T, Bhangale T, Boucher G, Chasman DI, Chen C, Coin L, Cooper MN, Dixon AL, Gibson Q, Grundberg E, Hao K, Juhani Junttila M, Kaplan LM, Kettunen J, König IR, Kwan T, Lawrence RW, Levinson DF, Lorentzon M, McKnight B, Morris AP, Müller M, Suh Ngwa J, Purcell S, Rafelt S, Salem RM, Salvi E, Sanna S, Shi J, Sovio U, Thompson JR, Turchin MC, Vandenput L, Verlaan DJ, Vitart V, White CC, Ziegler A, Almgren P, Balmforth AJ, Campbell H, Citterio L, De Grandi A, Dominiczak A, Duan J, Elliott P, Elosua R, Eriksson JG, Freimer NB, Geus EJ, Glorioso N, Haiqing S, Hartikainen AL, Havulinna AS, Hicks AA, Hui J, Igl W, Illig T, Jula A, Kajantie E, Kilpeläinen TO, Koiranen M, Kolcic I, Koskinen S, Kovacs P, Laitinen J, Liu J, Lokki ML, Marusic A, Maschio A, Meitinger T, Mulas A, Paré G, Parker AN, Peden JF, Petersmann A, Pichler I, Pietiläinen KH, Pouta A, Ridderstråle M, Rotter JI, Sambrook JG, Sanders AR, Schmidt CO, Sinisalo J, Smit JH, Stringham HM, Bragi Walters G, Widen E, Wild SH, Willemsen G, Zagato L, Zgaga L, Zitting P, Alavere H, Farrall M, McArdle WL, Nelis M, Peters MJ, Ripatti S, van Meurs JB, Aben KK, Ardlie KG, Beckmann JS, Beilby JP, Bergman RN, Bergmann S, Collins FS, Cusi D, den Heijer M, Eiriksdottir G, Gejman PV, Hall AS, Hamsten A, Huikuri HV, Iribarren C, Kähönen M, Kaprio J, Kathiresan S, Kiemeney L, Kocher T, Launer LJ, Lehtimäki T, Melander O, Mosley TH Jr, Musk AW, Nieminen MS, O'Donnell CJ, Ohlsson C, Oostra B, Palmer LJ, Raitakari O, Ridker PM, Rioux JD, Rissanen A, Rivolta C, Schunkert H, Shuldiner AR, Siscovick DS, Stumvoll M, Tönjes A, Tuomilehto J, van Ommen GJ, Viikari J, Heath AC, Martin NG, Montgomery GW, Province MA, Kayser M, Arnold AM, Atwood LD, Boerwinkle E, Chanock SJ, Deloukas P, Gieger C, Grönberg H, Hall P, Hattersley AT, Hengstenberg C, Hoffman W, Lathrop GM, Salomaa V, Schreiber S, Uda M, Waterworth D, Wright AF, Assimes TL, Barroso I, Hofman A, Mohlke KL, Boomsma DI, Caulfield MJ, Cupples LA, Erdmann J, Fox CS, Gudnason V, Gyllensten U, Harris TB, Hayes RB, Jarvelin MR, Mooser V, Munroe PB, Ouwehand WH, Penninx BW, Pramstaller PP, Quertermous T, Rudan I, Samani NJ, Spector TD, Völzke H, Watkins H, Wilson JF, Groop LC, Haritunians T, Hu FB, Kaplan RC, Metspalu A, North KE, Schlessinger D, Wareham NJ, Hunter DJ, O'Connell JR, Strachan DP, Wichmann HE, Borecki IB, van Duijn CM, Schadt EE, Thorsteinsdottir U, Peltonen L, Uitterlinden AG, Visscher PM, Chatterjee N, Loos RJ, Boehnke M, McCarthy MI, Ingelsson E, Lindgren CM, Abecasis GR, Stefansson K, Frayling TM, and Hirschhorn JN

Subjects
Chromosomes, Human, Pair 3 genetics, Genetic Predisposition to Disease genetics, Genome-Wide Association Study, Humans, Multifactorial Inheritance genetics, Phenotype, Body Height genetics, Genetic Loci genetics, Genome, Human genetics, Metabolic Networks and Pathways genetics, Polymorphism, Single Nucleotide genetics
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.

Published
2010
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3. Sex-stratified Genome-wide Association Studies Including 270,000 Individuals Show Sexual Dimorphism in Genetic Loci for Anthropometric Traits

Author

Randall, JC, Winkler, TW, Kutalik, Z, Berndt, SI, Jackson, AU, Monda, KL, Kilpeläinen, TO, Esko, T, Mägi, R, Li, S, Workalemahu, T, Feitosa, MF, Croteau-Chonka, DC, Day, FR, Fall, T, Ferreira, T, Gustafsson, S, Locke, AE, Mathieson, I, Scherag, A, Vedantam, S, Wood, AR, Liang, L, Steinthorsdottir, V, Thorleifsson, G, Dermitzakis, ET, Dimas, AS, Karpe, F, Min, JL, Nicholson, G, Clegg, DJ, Person, T, Krohn, JP, Bauer, S, Buechler, C, Eisinger, K, DIAGRAM Consortium, Bonnefond, A, Froguel, P, MAGIC Investigators, Hottenga, JJ, Prokopenko, I, Waite, LL, Harris, TB, Smith, AV, Shuldiner, AR, McArdle, WL, Caulfield, MJ, Munroe, PB, Grönberg, H, Chen, YD, Li, G, Beckmann, JS, Johnson, T, Thorsteinsdottir, U, Teder-Laving, M, Khaw, KT, Wareham, NJ, Zhao, JH, Amin, N, Oostra, BA, Kraja, AT, Province, MA, Cupples, LA, Heard-Costa, NL, Kaprio, J, Ripatti, S, Surakka, I, Collins, FS, Saramies, J, Tuomilehto, J, Jula, A, Salomaa, V, Erdmann, J, Hengstenberg, C, Loley, C, Schunkert, H, Lamina, C, Wichmann, HE, Albrecht, E, Gieger, C, Hicks, AA, Johansson, A, Pramstaller, PP, Kathiresan, S, Speliotes, EK, Penninx, B, Hartikainen, AL, Jarvelin, MR, Gyllensten, U, Boomsma, DI, Campbell, H, Wilson, JF, Chanock, SJ, Farrall, M, Goel, A, Medina-Gomez, C, Rivadeneira, F, Estrada, K, Uitterlinden, AG, Hofman, A, Zillikens, MC, den Heijer, M, Kiemeney, LA, Maschio, A, Hall, P, Tyrer, J, Teumer, A, Völzke, H, Kovacs, P, Tönjes, A, Mangino, M, Spector, TD, Hayward, C, Rudan, I, Hall, AS, Samani, NJ, Attwood, AP, Sambrook, JG, Hung, J, Palmer, LJ, Lokki, ML, Sinisalo, J, Boucher, G, Huikuri, H, Lorentzon, M, Ohlsson, C, Eklund, N, Eriksson, JG, Barlassina, C, Rivolta, C, Nolte, IM, Snieder, H, Van der Klauw, MM, Van Vliet-Ostaptchouk, JV, Gejman, PV, Shi, J, Jacobs, KB, Wang, Z, Bakker, SJ, Mateo Leach, I, Navis, G, van der Harst, P, Martin, NG, Medland, SE, Montgomery, GW, Yang, J, Chasman, DI, Ridker, PM, Rose, LM, Lehtimäki, T, Raitakari, O, Absher, D, Iribarren, C, Basart, H, Hovingh, KG, Hyppönen, E, Power, C, Anderson, D, Beilby, JP, Hui, J, Jolley, J, Sager, H, Bornstein, SR, Schwarz, PE, Kristiansson, K, Perola, M, Lindström, J, Swift, AJ, Uusitupa, M, Atalay, M, Lakka, TA, Rauramaa, R, Bolton, JL, Fowkes, G, Fraser, RM, Price, JF, Fischer, K, Krjutå Kov, K, Metspalu, A, Mihailov, E, Langenberg, C, Luan, J, Ong, KK, Chines, PS, Keinanen-Kiukaanniemi, SM, Saaristo, TE, Edkins, S, Franks, PW, Hallmans, G, Shungin, D, Morris, AD, Palmer, CN, Erbel, R, Moebus, S, Nöthen, MM, Pechlivanis, S, Hveem, K, Narisu, N, Hamsten, A, Humphries, SE, Strawbridge, RJ, Tremoli, E, Grallert, H, Thorand, B, Illig, T, Koenig, W, Müller-Nurasyid, M, Peters, A, Boehm, BO, Kleber, ME, März, W, Winkelmann, BR, Kuusisto, J, Laakso, M, Arveiler, D, Cesana, G, Kuulasmaa, K, Virtamo, J, Yarnell, JW, Kuh, D, Wong, A, Lind, L, de Faire, U, Gigante, B, Magnusson, PK, Pedersen, NL, Dedoussis, G, Dimitriou, M, Kolovou, G, Kanoni, S, Stirrups, K, Bonnycastle, LL, Njølstad, I, Wilsgaard, T, Ganna, A, Rehnberg, E, Hingorani, A, Kivimaki, M, Kumari, M, Assimes, TL, Barroso, I, Boehnke, M, Borecki, IB, Deloukas, P, Fox, CS, Frayling, T, Groop, LC, Haritunians, T, Hunter, D, Ingelsson, E, Kaplan, R, Mohlke, KL, O'Connell, JR, Schlessinger, D, Strachan, DP, Stefansson, K, van Duijn, CM, Abecasis, GR, McCarthy, MI, Hirschhorn, JN, Qi, L, Loos, RJ, Lindgren, CM, North, KE, Heid, IM, Hjelt Institute (-2014), Department of Public Health, Institute for Molecular Medicine Finland, Samuli Olli Ripatti / Principal Investigator, Haartman Institute (-2014), Transplantation Laboratory, Kardiologian yksikkö, Department of Medicine, Clinicum, Department of General Practice and Primary Health Care, Diabetes and Obesity Research Program, Biostatistics Helsinki, Quantitative Genetics, Complex Disease Genetics, Genetic Epidemiology, DIAGRAM Consortium, MAGIC Investigators, Other departments, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Epidemiology, Erasmus School of Social and Behavioural Sciences, Clinical Genetics, Internal Medicine, Public Health, Surgery, Medical Research Council (MRC), and Dermitzakis, Emmanouil

Subjects
Male, Medicin och hälsovetenskap, Epidemiology, VARIANTS, Anthropometry/methods, Body Height/genetics, Body Mass Index, Body Weight/genetics, Body Weights and Measures, Female, Genetic Loci, Genome, Human, Genome-Wide Association Study, Humans, Polymorphism, Single Nucleotide, Sex Characteristics, Waist Circumference/genetics, Waist-Hip Ratio, Medical and Health Sciences, ddc:576.5, GENETICS & HEREDITY, ADULT HEIGHT, RISK, Anthropometry, VDP::Medisinske Fag: 700::Helsefag: 800::Samfunnsmedisin, sosialmedisin: 801, OBESITY, Genetic Epidemiology, Medicine, PPAR-GAMMA, Waist Circumference, Life Sciences & Biomedicine, Medical Genetics, Research Article, VDP::Medisinske Fag: 700::Basale medisinske, odontologiske og veterinærmedisinske fag: 710::Medisinsk genetikk: 714, lcsh:QH426-470, 515 Psychology, education, DIAGRAM Consortium, Endocrinology and Diabetes, VDP::Medical disciplines: 700::Basic medical, dental and veterinary science disciplines: 710::Medical genetics: 714, MAGIC Investigators, ddc:610, ENZYME-ACTIVITIES, METAANALYSIS, Medicinsk genetik, 0604 Genetics, Science & Technology, Body Weight, FAT DISTRIBUTION, Body Height, BODY-MASS INDEX, lcsh:Genetics, 3121 General medicine, internal medicine and other clinical medicine, 3111 Biomedicine, VDP::Medical disciplines: 700::Health sciences: 800::Community medicine, Social medicine: 801, Developmental Biology
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, Author Summary Men and women differ substantially regarding height, weight, and body fat. Interestingly, previous work detecting genetic effects for waist-to-hip ratio, to assess body fat distribution, has found that many of these showed sex-differences. However, systematic searches for sex-differences in genetic effects have not yet been conducted. Therefore, we undertook a genome-wide search for sexually dimorphic genetic effects for anthropometric traits including 133,723 individuals in a large meta-analysis and followed promising variants in further 137,052 individuals, including a total of 94 studies. We identified seven loci with significant sex-difference 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 significant in women, but not in men. Of interest is that sex-difference was only observed for waist phenotypes, but not for height or body-mass-index. We found no evidence for sex-differences with opposite effect direction for men and women. The PPARG locus is of specific interest due to its link to diabetes genetics and therapy. Our findings demonstrate the importance of investigating sex differences, which may lead to a better understanding of disease mechanisms with a potential relevance to treatment options.

Published
2013

4. Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture

Author

Zhaoming Wang, André Scherag, James F. Wilson, Nancy L. Heard-Costa, Ingrid B. Borecki, Sang Hong Lee, Veronique Vitart, Zoltán Kutalik, Jeffrey R. O'Connell, Mieke D. Trip, Lu Qi, Peter Vollenweider, Jennifer L. Bragg-Gresham, Davide Gentilini, Kees Hovingh, Lynda M. Rose, Carolin Pütter, Martin Farrall, Albert V. Smith, Nicholas G. Martin, Tõnu Esko, David J. Hunter, Georg Homuth, Liming Liang, Yudi Pawitan, Winfried März, George Dedoussis, Irene Mateo Leach, Nicholas J. Wareham, Lars Lind, Thomas Illig, Andrew P. Morris, Daniele Cusi, Jouke-Jan Hottenga, Tove Fall, Themistocles L. Assimes, Massimo Mangino, Dmitry Shungin, Kari Stefansson, Anne U. Jackson, Inês Barroso, Sarah E. Medland, Lude Franke, Karen L. Mohlke, Folkert W. Asselbergs, Sarah E. Hunt, Gudmar Thorleifsson, Pablo V. Gejman, Serena Sanna, Mark I. McCarthy, David M. Evans, Joel N. Hirschhorn, Alan F. Wright, Sarah H. Wild, Patricia B. Munroe, Marcel Bruinenberg, Gonneke Willemsen, Ulf de Faire, Markku Laakso, Marja-Liisa Lokki, Andrew C. Heath, Jing Hua Zhao, Lavinia Paternoster, Jana V. van Vliet-Ostaptchouk, Sailaja Vedantam, Danyu Lin, Eric E. Schadt, Stefano Signorini, Harald Grallert, Tsegaselassie Workalemahu, Jonathan Tyrer, Albert Hofman, George Nicholson, Patrik K. E. Magnusson, Arthur W. Musk, Jian Yang, Vilmundur Gudnason, Robert C. Kaplan, Panos Deloukas, Nilesh J. Samani, Inke R. König, Frank B. Hu, Paul M. Ridker, Tamara B. Harris, Bruce H. R. Wolffenbuttel, Ellen A. Nohr, Sarah Edkins, Lambertus A. Kiemeney, Anke Hinney, Eric Boerwinkle, Klaus Stark, Ben A. Oostra, Barbara Thorand, Unnur Thorsteinsdottir, Meena Kumari, Evelin Mihailov, Caroline S. Fox, Michael Boehnke, Aroon D. Hingorani, Jonathan Stephens, Kathleen Stirrups, Inga Prokopenko, Anke Tönjes, Lili Milani, John Beilby, Carlos Iribarren, Kari E. North, Cécile Lecoeur, So-Youn Shin, Marjo-Riitta Järvelin, Matti Uusitupa, Åsa Johansson, Nancy L. Pedersen, Krista Fischer, Fernando Rivadeneira, Wolfgang Koenig, Fredrik Karpe, Antti Jula, Lindsay L. Waite, Gérard Waeber, Mustafa Atalay, Heribert Schunkert, Narisu Narisu, Sita H. Vermeulen, Bernhard R. Winkelmann, Guo Li, Anders Hamsten, Elizabeth K. Speliotes, Ivonne Jarick, Sirkka Keinänen-Kiukaanniemi, L. Adrienne Cupples, Ruth J. F. Loos, Martina Müller-Nurasyid, David-Alexandre Trégouët, Claudia Langenberg, Willem H. Ouwehand, Julius S. Ngwa, Jennifer E. Huffman, H-Erich Wichmann, Amy J. Swift, Marco M Ferrario, Leif Groop, Henrik Grönberg, Peter M. Visscher, Claes Ohlsson, Markku S. Nieminen, Aparna Radhakrishnan, Harold Snieder, Devin Absher, Albertine J. Oldehinkel, Erik Ingelsson, Anna Maria Di Blasio, M. Carola Zillikens, Veikko Salomaa, Colin N. A. Palmer, Lori L. Bonnycastle, Teresa Ferreira, Ronald P. Stolk, Annette Peters, Philippe Froguel, Michael Stumvoll, David Schlessinger, Maria Dimitriou, Timo Saaristo, Cristen J. Willer, Jarmo Virtamo, Jorma Viikari, Alena Stančáková, Mika Kivimäki, Paolo Brambilla, Jaakko Tuomilehto, Dorret I. Boomsma, Harry Campbell, Jianjun Liu, Daniel I. Chasman, Gonçalo R. Abecasis, Ilja M. Nolte, Karl-Heinz Jöckel, Reedik Mägi, Pamela A. F. Madden, Jaana Laitinen, Sonja I. Berndt, Frank Kee, Marcus E. Kleber, Jacqueline C.M. Witteman, Jouko Saramies, Francis S. Collins, Johan G. Eriksson, Melanie M. van der Klauw, Yi-Juan Hu, John F. Peden, Markus Perola, Henri Wallaschofski, Jean Ferrières, Elena Tremoli, Marjolein J. Peters, Olli T. Raitakari, Claudia Lamina, Sekar Kathiresan, Mary F. Feitosa, Diana Kuh, Tim D. Spector, Paul W. Franks, Gerjan Navis, Martin den Heijer, Christian Gieger, Kevin B. Jacobs, Andrea Ganna, Timothy M. Frayling, Iris M. Heid, Bernhard O. Boehm, Eleanor Wheeler, Sonali Pechlivanis, Miriam F. Moffatt, Brenda W.J.H. Penninx, Anna-Liisa Hartikainen, Augusto Rendon, Stefan Schreiber, Stephen J. Chanock, Andrew R. Wood, Jianxin Shi, Najaf Amin, Lenore J. Launer, Michael A. Province, Jeanette Erdmann, Mattias Lorentzon, Hugh Watkins, Johanna Kuusisto, John-Olov Jansson, David P. Strachan, Anne E. Justice, Toby Johnson, Cornelia M. van Duijn, Niina Eklund, Samuli Ripatti, Aarno Palotie, Aldi T. Kraja, Michael Preuss, Rona J. Strawbridge, Ozren Polasek, Elisabeth Widen, Barbara McKnight, Mariano Dei, Vincent Mooser, Josine L. Min, Caroline Hayward, Mika Kähönen, Peter P. Pramstaller, Femmie de Vegt, Rainer Rauramaa, Douglas F. Levinson, Diana Marek, Antonio Liuzzi, Stefan Gustafsson, Andrew A. Hicks, Gemma Cadby, Damien C. Croteau-Chonka, Mark J. Caulfield, Boris Skrobek, Lyle J. Palmer, Alexander Teumer, Ken K. Ong, Ulf Gyllensten, Anneli Pouta, Anuj Goel, Eva Albrecht, Kristian Hveem, Inger Njølstad, David Meyre, Ida Surakka, Francesca Frau, Paolo Manunta, Sabine Schipf, Carolina Medina-Gomez, Kay-Tee Khaw, Alan R. Sanders, Thorkild I. A. Sørensen, André G. Uitterlinden, Alistair S. Hall, Felix R. Day, Karol Estrada, Jennifer G. Sambrook, Eirini V. Theodoraki, Valgerdur Steinthorsdottir, Cecilia M. Lindgren, Talin Haritunian, Benjamin M. Neale, Juha Sinisalo, Kati Kristiansson, Thomas W. Winkler, Pim van der Harst, Peter S. Chines, Joyce B. J. van Meurs, Wendy L. McArdle, Andrew Wong, Grant W. Montgomery, Terho Lehtimäki, Igor Rudan, Keri L. Monda, John M. C. Connell, Jian'an Luan, Per Hall, Joshua C. Randall, Anthony J. Balmforth, Chris Power, Philippe Amouyel, Andres Metspalu, Johannes Hebebrand, Andrew D. Morris, Jaana Lindström, Liesbeth Vandenput, William O.C.M. Cookson, Hanneke Basart, Stavroula Kanoni, Elina Hyppönen, Christian Hengstenberg, Thomas W. Mühleisen, Kari Kuulasmaa, Timo A. Lakka, Nicole Soranzo, Bruce M. Psaty, Antony P. Attwood, Epidemiology, Clinical Genetics, Surgery, Erasmus School of Social and Behavioural Sciences, Public Health, Internal Medicine, Immunology, Child and Adolescent Psychiatry / Psychology, Internal medicine, Psychiatry, NCA - Brain mechanisms in health and disease, NCA - Neurobiology of mental health, EMGO - Lifestyle, overweight and diabetes, ACS - Amsterdam Cardiovascular Sciences, Cardiology, Other departments, Vascular Medicine, Biological Psychology, Cognitive Psychology, AIMMS, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, EMGO+ - Lifestyle, Overweight and Diabetes, Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease, Berndt, S, Gustafsson, S, Mägi, R, Ganna, A, Wheeler, E, Feitosa, M, Justice, A, Monda, K, Croteau Chonka, D, Day, F, Esko, T, Fall, T, Ferreira, T, Gentilini, D, Jackson, A, Luan, J, Randall, J, Vedantam, S, Willer, C, Winkler, T, Wood, A, Workalemahu, T, Hu, Y, Lee, S, Liang, L, Lin, D, Min, J, Neale, B, Thorleifsson, G, Yang, J, Albrecht, E, Amin, N, Bragg Gresham, J, Cadby, G, den Heijer, M, Eklund, N, Fischer, K, Goel, A, Hottenga, J, Huffman, J, Jarick, I, Johansson, Å, Johnson, T, Kanoni, S, Kleber, M, König, I, Kristiansson, K, Kutalik, Z, Lamina, C, Lecoeur, C, Li, G, Mangino, M, Mcardle, W, Medina Gomez, C, Müller Nurasyid, M, Ngwa, J, Nolte, I, Paternoster, L, Pechlivanis, S, Perola, M, Peters, M, Preuss, M, Rose, L, Shi, J, Shungin, D, Smith, A, Strawbridge, R, Surakka, I, Teumer, A, Trip, M, Tyrer, J, Van Vliet Ostaptchouk, J, Vandenput, L, Waite, L, Zhao, J, Absher, D, Asselbergs, F, Atalay, M, Attwood, A, Balmforth, A, Basart, H, Beilby, J, Bonnycastle, L, Brambilla, P, Bruinenberg, M, Campbell, H, Chasman, D, Chines, P, Collins, F, Connell, J, Cookson, W, De, F, U, D, Vegt, F, Dei, M, Dimitriou, M, Edkins, S, Estrada, K, Evans, D, Farrall, M, Ferrario, M, Ferrières, J, Franke, L, Frau, F, Gejman, P, Grallert, H, Grönberg, H, Gudnason, V, Hall, A, Hall, P, Hartikainen, A, Hayward, C, Heard Costa, N, Heath, A, Hebebrand, J, Homuth, G, Hu, F, Hunt, S, Hyppönen, E, Iribarren, C, Jacobs, K, Jansson, J, Jula, A, Kähönen, M, Kathiresan, S, Kee, F, Khaw, K, Kivimäki, M, Koenig, W, Kraja, A, Kumari, M, Kuulasmaa, K, Kuusisto, J, Laitinen, J, Lakka, T, Langenberg, C, Launer, L, Lind, L, Lindström, J, Liu, J, Liuzzi, A, Lokki, M, Lorentzon, M, Madden, P, Magnusson, P, Manunta, P, Marek, D, März, W, Mateo Leach, I, Mcknight, B, Medland, S, Mihailov, E, Milani, L, Montgomery, G, Mooser, V, Mühleisen, T, Munroe, P, Musk, A, Narisu, N, Navis, G, Nicholson, G, Nohr, E, Ong, K, Oostra, B, Palmer, C, Palotie, A, Peden, J, Pedersen, N, Peters, A, Polasek, O, Pouta, A, Pramstaller, P, Prokopenko, I, Pütter, C, Radhakrishnan, A, Raitakari, O, Rendon, A, Rivadeneira, F, Rudan, I, Saaristo, T, Sambrook, J, Sanders, A, Sanna, S, Saramies, J, Schipf, S, Schreiber, S, Schunkert, H, Shin, S, Signorini, S, Sinisalo, J, Skrobek, B, Soranzo, N, Stančáková, A, Stark, K, Stephens, J, Stirrups, K, Stolk, R, Stumvoll, M, Swift, A, Theodoraki, E, Thorand, B, Tregouet, D, Tremoli, E, Van der Klauw, M, van Meurs, J, Vermeulen, S, Viikari, J, Virtamo, J, Vitart, V, Waeber, G, Wang, Z, Widén, E, Wild, S, Willemsen, G, Winkelmann, B, Witteman, J, Wolffenbuttel, B, Wong, A, Wright, A, Zillikens, M, Amouyel, P, Boehm, B, Boerwinkle, E, Boomsma, D, Caulfield, M, Chanock, S, Cupples, L, Cusi, D, Dedoussis, G, Erdmann, J, Eriksson, J, Franks, P, Froguel, P, Gieger, C, Gyllensten, U, Hamsten, A, Harris, T, Hengstenberg, C, Hicks, A, Hingorani, A, Hinney, A, Hofman, A, Hovingh, K, Hveem, K, Illig, T, Jarvelin, M, Jöckel, K, Keinanen Kiukaanniemi, S, Kiemeney, L, Kuh, D, Laakso, M, Lehtimäki, T, Levinson, D, Martin, N, Metspalu, A, Morris, A, Nieminen, M, Njølstad, I, Ohlsson, C, Oldehinkel, A, Ouwehand, W, Palmer, L, Penninx, B, Power, C, Province, M, Psaty, B, Qi, L, Rauramaa, R, Ridker, P, Ripatti, S, Salomaa, V, Samani, N, Snieder, H, Sørensen, T, Spector, T, Stefansson, K, Tönjes, A, Tuomilehto, J, Uitterlinden, A, Uusitupa, M, van der Harst, P, Vollenweider, P, Wallaschofski, H, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Abecasis, G, Assimes, T, Barroso, I, Boehnke, M, Borecki, I, Deloukas, P, Fox, C, Frayling, T, Groop, L, Haritunian, T, Heid, I, Hunter, D, Kaplan, R, Karpe, F, Moffatt, M, Mohlke, K, O'Connell, J, Pawitan, Y, Schadt, E, Schlessinger, D, Steinthorsdottir, V, Strachan, D, Thorsteinsdottir, U, Van, D, Cm, Visscher, P, Di Blasio, A, Hirschhorn, J, Lindgren, C, Meyre, D, Scherag, A, Mccarthy, M, Speliotes, E, North, K, Loos, R, Ingelsson, E, Life Course Epidemiology (LCE), Center for Liver, Digestive and Metabolic Diseases (CLDM), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Vascular Ageing Programme (VAP), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Cardiovascular Centre (CVC), Medical Research Council (MRC), Berndt, Sonja I, Gustafsson, Stefan, Mägi, Reedik, Ganna, Andrea, Lee, Sang Hong, Hyppönen, Elina Tuulikki, Ingelsson, Erik, Berndt, Si, Feitosa, Mf, Justice, Ae, Monda, Kl, CROTEAU CHONKA, Dc, Day, Fr, Jackson, Au, Randall, Jc, Willer, Cj, Winkler, Tw, Wood, Ar, Hu, Yj, Lee, Sh, Lin, Dy, Min, Jl, Neale, Bm, BRAGG GRESHAM, Jl, DEN HEIJER, M, Hottenga, Jj, Huffman, Je, Johansson, A, Kleber, Me, König, Ir, Mcardle, Wl, MEDINA GOMEZ, C, MÜLLER NURASYID, M, Nolte, Im, Peters, Mj, Rose, Lm, Smith, Av, Strawbridge, Rj, Trip, Md, VAN VLIET OSTAPTCHOUK, Jv, Waite, Ll, Zhao, Jh, Asselbergs, Fw, Attwood, Ap, Balmforth, Aj, Bonnycastle, Ll, Chasman, Di, Connell, Jm, Cookson, Wo, DE FAIRE, U, DE VEGT, F, Evans, Dm, Ferrario, Mm, Gejman, Pv, Hartikainen, Al, HEARD COSTA, Nl, Heath, Ac, Hu, Fb, Hunt, Se, Jacobs, Kb, Jansson, Jo, Khaw, Kt, Kraja, At, Laitinen, Jh, Lakka, Ta, Launer, Lj, Lokki, Ml, Madden, Pa, Magnusson, Pk, Manunta, Paolo, MATEO LEACH, I, Medland, Se, 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Hirschhorn, Jn, Lindgren, Cm, Morris, Ap, Mccarthy, Mi, Speliotes, Ek, North, Ke, Loos, Rj, and Ingelsson, E.

Subjects
Netherlands Twin Register (NTR), Linkage disequilibrium, SORTILIN, BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA, Medizin, Genome-wide association study, Aetiology, screening and detection [ONCOL 5], polymorphism, Body Mass Index, 0302 clinical medicine, Missing heritability problem, MISSING HERITABILITY, EXTREME OBESITY, CONFER RISK, POPULATION, Genetics & Heredity, 2. Zero hunger, Genetics, Medical And Health Sciences, 0303 health sciences, education.field_of_study, Anthropometry, COMMON VARIANTS, Single Nucleotide, ASSOCIATION, Biological Sciences, Anthropometry, Body Height, genetics, Body Mass Index, Case-Control Studies, European Continental Ancestry Group, genetics, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Meta-Analysis as Topic, Obesity, genetics, Phenotype, Polymorphism, genetics, Quantitative Trait Loci, Waist-Hip Ratio, Phenotype, Life Sciences & Biomedicine, EXPRESSION, Genotype, Missing heritabillity, Population, European Continental Ancestry Group, Quantitative Trait Loci, EARLY-ONSET, Genomics, Biology, Quantitative trait locus, Polymorphism, Single Nucleotide, Article, White People, Molecular epidemiology [NCEBP 1], 03 medical and health sciences, Meta-Analysis as Topic, SDG 3 - Good Health and Well-being, Humans, Genetic Predisposition to Disease, Obesity, body height/genetics, Polymorphism, Allele, Genetik, education, Molecular epidemiology Aetiology, screening and detection [NCEBP 1], 030304 developmental biology, Science & Technology, Waist-Hip Ratio, BMI, height, WHR, obesity, GWS, ta3121, Genetic architecture, Body Height, BODY-MASS INDEX, Case-Control Studies, gene, stature, height, 030217 neurology & neurosurgery, Developmental Biology, Genome-Wide Association Study
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. © 2013 Nature America, Inc. All rights reserved.

Published
2013

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