21 results on '"Locke, A.E."'
Search Results
2. Common and rare variant associations with clonal haematopoiesis phenotypes
- Author
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Kessler, M.D., Damask, A., O'Keeffe, S., Banerjee, N., Li, D., Watanabe, K., Marketta, A., VanMeter, M., Horowitz, J., Tang, J., Kosmicki, J.A., Rajagopal, V.M., Zou, Y., Houvras, Y., Ghosh, A., Gilles, C., Mbatchou, J., White, R.R., Verweij, N., Bovijn, J., Parikshak, N.N., LeBlanc, M.G., Jones, M., Glass, D.J., Lotta, L.A., Cantor, M.N., Atwal, G.S., Locke, A.E., Ferreira, M.A.R., Deering, R., Paulding, C., Schuldiner, A.R., Thurston, G., Ferrando, A.A., Salerno, W., Reid, J.G., Overton, J.D., Marchini, J., Kang, H.M., Baras, A., Abecasis, G.R., Jorgenson, E., and Semrau, S.
- Subjects
Multidisciplinary ,Cardiovascular Diseases ,Humans ,COVID-19 ,Clonal Hematopoiesis - Abstract
Clonal haematopoiesis involves the expansion of certain blood cell lineages and has been associated with ageing and adverse health outcomes
- Published
- 2022
- Full Text
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3. Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
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Kanoni, S., Graham, S.E., Wang, Yuxuan, Surakka, I., Ramdas, S., Zhu, X, Clarke, S.L., Bhatti, K.F., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Zajac, G.J.M., Wu, K.H., Ntalla, I., Hui, Q., Klarin, D., Hilliard, A.T., Wang, Zeyuan, Xue, C., Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Hwang, M.Y., Han, S., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W, Brumpton, B.M., Rasheed, H., Havulinna, A.S., Veturi, Y., Pacheco, J.A., Rosenthal, E.A., Lingren, T., Feng, Q., Kullo, I.J., Narita, A., Takayama, J., Martin, H.C., Hunt, K.A., Trivedi, B., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Rasheed, A., Hindy, G., Faul, J.D., Zhao, Wei, Weir, D.R., Turman, C., Huang, H., Graff, M, Choudhury, A., Sengupta, D., Mahajan, A., Brown, M.R., Zhang, W, Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J, Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Yousri, N.A., Mitchell, R.E., Chai, J.F., Aadahl, M., Bjerregaard, A.A., Yao, J., Manichaikul, A., Hwu, C.M., Hung, Y.J., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Mauro, P., Galesloot, T.E., Lores-Motta, L., Pauper, M., Hollander, A.I. den, Kiemeney, L.A.L.M., Graaf, J. de, Assimes, T.L., Peloso, G.M., Kanoni, S., Graham, S.E., Wang, Yuxuan, Surakka, I., Ramdas, S., Zhu, X, Clarke, S.L., Bhatti, K.F., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Zajac, G.J.M., Wu, K.H., Ntalla, I., Hui, Q., Klarin, D., Hilliard, A.T., Wang, Zeyuan, Xue, C., Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Hwang, M.Y., Han, S., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W, Brumpton, B.M., Rasheed, H., Havulinna, A.S., Veturi, Y., Pacheco, J.A., Rosenthal, E.A., Lingren, T., Feng, Q., Kullo, I.J., Narita, A., Takayama, J., Martin, H.C., Hunt, K.A., Trivedi, B., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Rasheed, A., Hindy, G., Faul, J.D., Zhao, Wei, Weir, D.R., Turman, C., Huang, H., Graff, M, Choudhury, A., Sengupta, D., Mahajan, A., Brown, M.R., Zhang, W, Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J, Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Yousri, N.A., Mitchell, R.E., Chai, J.F., Aadahl, M., Bjerregaard, A.A., Yao, J., Manichaikul, A., Hwu, C.M., Hung, Y.J., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Mauro, P., Galesloot, T.E., Lores-Motta, L., Pauper, M., Hollander, A.I. den, Kiemeney, L.A.L.M., Graaf, J. de, Assimes, T.L., and Peloso, G.M.
- Abstract
Item does not contain fulltext, BACKGROUND: Genetic variants within nearly 1000 loci are known to contribute to modulation of blood lipid levels. However, the biological pathways underlying these associations are frequently unknown, limiting understanding of these findings and hindering downstream translational efforts such as drug target discovery. RESULTS: To expand our understanding of the underlying biological pathways and mechanisms controlling blood lipid levels, we leverage a large multi-ancestry meta-analysis (N = 1,654,960) of blood lipids to prioritize putative causal genes for 2286 lipid associations using six gene prediction approaches. Using phenome-wide association (PheWAS) scans, we identify relationships of genetically predicted lipid levels to other diseases and conditions. We confirm known pleiotropic associations with cardiovascular phenotypes and determine novel associations, notably with cholelithiasis risk. We perform sex-stratified GWAS meta-analysis of lipid levels and show that 3-5% of autosomal lipid-associated loci demonstrate sex-biased effects. Finally, we report 21 novel lipid loci identified on the X chromosome. Many of the sex-biased autosomal and X chromosome lipid loci show pleiotropic associations with sex hormones, emphasizing the role of hormone regulation in lipid metabolism. CONCLUSIONS: Taken together, our findings provide insights into the biological mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.
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- 2022
4. A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids
- Author
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Ramdas, S., Judd, J., Graham, S.E., Kanoni, S., Wang, Y, Surakka, I., Wenz, B., Clarke, S.L., Chesi, A., Wells, A., Bhatti, K.F., Vedantam, S., Locke, A.E., Marouli, E., Zajac, G.J.M., Wu, K.H., Ntalla, I., Hui, Q., Klarin, D., Hilliard, A.T., Wang, Z, Xue, C., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Hwang, M.Y., Han, S., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W, Brumpton, B.M., Rasheed, H., Havulinna, A.S., Veturi, Y., Pacheco, J.A., Rosenthal, E.A., Lingren, T., Feng, Q., Kullo, I.J., Narita, A., Takayama, J., Martin, H.C., Hunt, K.A., Trivedi, B., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Rasheed, A., Hindy, G., Faul, J.D., Zhao, W, Weir, D.R., Turman, C., Huang, H., Graff, Mariaelisa, Choudhury, A., Sengupta, D., Mahajan, A., Brown, M.R., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J, Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Bjerregaard, A.A., Yao, J., Manichaikul, A., Lee, W.J., Hsiung, C.A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Galesloot, T.E., Lores de Motta, L., Pauper, M., Hollander, A.I. den, Kiemeney, L.A.L.M., Zhu, Xiang, Brown, C.D., Ramdas, S., Judd, J., Graham, S.E., Kanoni, S., Wang, Y, Surakka, I., Wenz, B., Clarke, S.L., Chesi, A., Wells, A., Bhatti, K.F., Vedantam, S., Locke, A.E., Marouli, E., Zajac, G.J.M., Wu, K.H., Ntalla, I., Hui, Q., Klarin, D., Hilliard, A.T., Wang, Z, Xue, C., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Hwang, M.Y., Han, S., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W, Brumpton, B.M., Rasheed, H., Havulinna, A.S., Veturi, Y., Pacheco, J.A., Rosenthal, E.A., Lingren, T., Feng, Q., Kullo, I.J., Narita, A., Takayama, J., Martin, H.C., Hunt, K.A., Trivedi, B., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Rasheed, A., Hindy, G., Faul, J.D., Zhao, W, Weir, D.R., Turman, C., Huang, H., Graff, Mariaelisa, Choudhury, A., Sengupta, D., Mahajan, A., Brown, M.R., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J, Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Bjerregaard, A.A., Yao, J., Manichaikul, A., Lee, W.J., Hsiung, C.A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Galesloot, T.E., Lores de Motta, L., Pauper, M., Hollander, A.I. den, Kiemeney, L.A.L.M., Zhu, Xiang, and Brown, C.D.
- Abstract
Item does not contain fulltext, A major challenge of genome-wide association studies (GWASs) is to translate phenotypic associations into biological insights. Here, we integrate a large GWAS on blood lipids involving 1.6 million individuals from five ancestries with a wide array of functional genomic datasets to discover regulatory mechanisms underlying lipid associations. We first prioritize lipid-associated genes with expression quantitative trait locus (eQTL) colocalizations and then add chromatin interaction data to narrow the search for functional genes. Polygenic enrichment analysis across 697 annotations from a host of tissues and cell types confirms the central role of the liver in lipid levels and highlights the selective enrichment of adipose-specific chromatin marks in high-density lipoprotein cholesterol and triglycerides. Overlapping transcription factor (TF) binding sites with lipid-associated loci identifies TFs relevant in lipid biology. In addition, we present an integrative framework to prioritize causal variants at GWAS loci, producing a comprehensive list of candidate causal genes and variants with multiple layers of functional evidence. We highlight two of the prioritized genes, CREBRF and RRBP1, which show convergent evidence across functional datasets supporting their roles in lipid biology.
- Published
- 2022
5. The power of genetic diversity in genome-wide association studies of lipids
- Author
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Graham, S.E., Clarke, S.L., Wu, K.H., Kanoni, S., Zajac, G.J.M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Hwang, M.Y., Han, S., Narita, A., Choudhury, A., Bentley, A.R., Ekoru, K., Verma, A., Trivedi, B., Martin, H.C., Hunt, K.A., Hui, Q., Klarin, D., Zhu, X, Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B.M., Rasheed, H., Ruotsalainen, S.E., Havulinna, A.S., Veturi, Y., Feng, Q., Rosenthal, E.A., Lingren, T., Pacheco, J.A., Pendergrass, S.A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Hindy, G., Rasheed, A., Faul, J.D., Zhao, W., Weir, D.R., Turman, C., Huang, H., Graff, M, Mahajan, A., Brown, M.R., Zhang, W., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Willemsen, G., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., McDaid, A.F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Galesloot, T.E., Kiemeney, B., Graaf, J. de, Lores de Motta, L., Pauper, M., Hollander, A.I. den, Sun, Y.V., Willer, C.J., Graham, S.E., Clarke, S.L., Wu, K.H., Kanoni, S., Zajac, G.J.M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Hwang, M.Y., Han, S., Narita, A., Choudhury, A., Bentley, A.R., Ekoru, K., Verma, A., Trivedi, B., Martin, H.C., Hunt, K.A., Hui, Q., Klarin, D., Zhu, X, Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B.M., Rasheed, H., Ruotsalainen, S.E., Havulinna, A.S., Veturi, Y., Feng, Q., Rosenthal, E.A., Lingren, T., Pacheco, J.A., Pendergrass, S.A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Hindy, G., Rasheed, A., Faul, J.D., Zhao, W., Weir, D.R., Turman, C., Huang, H., Graff, M, Mahajan, A., Brown, M.R., Zhang, W., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Willemsen, G., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., McDaid, A.F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Galesloot, T.E., Kiemeney, B., Graaf, J. de, Lores de Motta, L., Pauper, M., Hollander, A.I. den, Sun, Y.V., and Willer, C.J.
- Abstract
Item does not contain fulltext, Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use(1). Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels(2), heart disease remains the leading cause of death worldwide(3). Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS(4-23) have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns(24). Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine(25), we anticipate that increased diversity of participants will lead to more accurate and equitable(26) application of polygenic scores in clinical practice.
- Published
- 2021
6. Fine-mapping type 2 diabetes loci to single-variant resolution using high-density imputation and islet-specific epigenome maps
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Mahajan, A. Taliun, D. Thurner, M. Robertson, N.R. Torres, J.M. Rayner, N.W. Payne, A.J. Steinthorsdottir, V. Scott, R.A. Grarup, N. Cook, J.P. Schmidt, E.M. Wuttke, M. Sarnowski, C. Mägi, R. Nano, J. Gieger, C. Trompet, S. Lecoeur, C. Preuss, M.H. Prins, B.P. Guo, X. Bielak, L.F. Below, J.E. Bowden, D.W. Chambers, J.C. Kim, Y.J. Ng, M.C.Y. Petty, L.E. Sim, X. Zhang, W. Bennett, A.J. Bork-Jensen, J. Brummett, C.M. Canouil, M. Ec kardt, K.-U. Fischer, K. Kardia, S.L.R. Kronenberg, F. Läll, K. Liu, C.-T. Locke, A.E. Luan, J. Ntalla, I. Nylander, V. Schönherr, S. Schurmann, C. Yengo, L. Bottinger, E.P. Brandslund, I. Christensen, C. Dedoussis, G. Florez, J.C. Ford, I. Franco, O.H. Frayling, T.M. Giedraitis, V. Hackinger, S. Hattersley, A.T. Herder, C. Ikram, M.A. Ingelsson, M. Jørgensen, M.E. Jørgensen, T. Kriebel, J. Kuusisto, J. Ligthart, S. Lindgren, C.M. Linneberg, A. Lyssenko, V. Mamakou, V. Meitinger, T. Mohlke, K.L. Morris, A.D. Nadkarni, G. Pankow, J.S. Peters, A. Sattar, N. Stančáková, A. Strauch, K. Taylor, K.D. Thorand, B. Thorleifsson, G. Thorsteinsdottir, U. Tuomilehto, J. Witte, D.R. Dupuis, J. Peyser, P.A. Zeggini, E. Loos, R.J.F. Froguel, P. Ingelsson, E. Lind, L. Groop, L. Laakso, M. Collins, F.S. Jukema, J.W. Palmer, C.N.A. Grallert, H. Metspalu, A. Dehghan, A. Köttgen, A. Abecasis, G.R. Meigs, J.B. Rotter, J.I. Marchini, J. Pedersen, O. Hansen, T. Langenberg, C. Wareham, N.J. Stefansson, K. Gloyn, A.L. Morris, A.P. Boehnke, M. McCarthy, M.I.
- Abstract
We expanded GWAS discovery for type 2 diabetes (T2D) by combining data from 898,130 European-descent individuals (9% cases), after imputation to high-density reference panels. With these data, we (i) extend the inventory of T2D-risk variants (243 loci, 135 newly implicated in T2D predisposition, comprising 403 distinct association signals); (ii) enrich discovery of lower-frequency risk alleles (80 index variants with minor allele frequency 2); (iii) substantially improve fine-mapping of causal variants (at 51 signals, one variant accounted for >80% posterior probability of association (PPA)); (iv) extend fine-mapping through integration of tissue-specific epigenomic information (islet regulatory annotations extend the number of variants with PPA >80% to 73); (v) highlight validated therapeutic targets (18 genes with associations attributable to coding variants); and (vi) demonstrate enhanced potential for clinical translation (genome-wide chip heritability explains 18% of T2D risk; individuals in the extremes of a T2D polygenic risk score differ more than ninefold in prevalence). © 2018, The Author(s), under exclusive licence to Springer Nature America, Inc.
- Published
- 2018
7. Identification of seven novel loci associated with amino acid levels using single-variant and gene-based tests in 8545 Finnish men from the METSIM study
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The DIAbetes Genetics Replication And Meta-analysis (DIAGRAM), Teslovich, T.M., Naj, A., Genetics of Obesity-Related Liver Disease Consortium (GOLD), Ala-Korpela, M., Speliotes, E.K., Jarvelin, M.-R., Schellenberg, G.D., Boehnke, M., Musani, S.K., Jackson, A.U., Locke, A.E., Huyghe, J.R., Welch, R.P., Chines, P.S., Gudnason, V., Kuusisto, J., Narisu, N., Davis, J.P., The Alzheimer's Disease Genetics Consortium (ADGC), Stringham, H.M., Stan����kov��, A., Laakso, M., Soininen, P., Fuchsberger, C., Mohlke, K.L., Sim, X., Raulerson, C.K., Yin, X., Kim, D.S., Kangas, A.J., Wielscher, M., and Perry, J.R.B.
- Abstract
Comprehensivemetabolite profiling capturesmany highly heritable traits, including amino acid levels, which are potentially sensitive biomarkers for disease pathogenesis. To better understand the contribution of genetic variation to amino acid levels, we performed single variant and gene-based tests of association between nine serumamino acids (alanine, glutamine, glycine, histidine, isoleucine, leucine, phenylalanine, tyrosine, and valine) and 16.6million genotyped and imputed variants in 8545 nondiabetic Finnishmen fromtheMETabolic Syndrome In Men (METSIM) study with replication in Northern Finland Birth Cohort (NFBC1966).We identified five novel loci associated with amino acid levels (P = < 5��10-8): LOC157273/PPP1R3B with glycine (rs9987289, P = 2.3��10-26); ZFHX3 (chr16:73326579,minor allele frequency (MAF) = 0.42%, P = 3.6��10-9), LIPC (rs10468017, P = 1.5��10-8), and WWOX (rs9937914, P = 3.8��10-8) with alanine; and TRIB1 with tyrosine (rs28601761, P = 8��10-9). Gene-based tests identified two novel genes harboringmissense variants ofMAF < 1% that show aggregate association with amino acid levels: PYCR1 with glycine (Pgene = 1.5��10-6) and BCAT2 with valine (Pgene = 7.4��10-7); neither gene was implicated by single variant association tests. These findings are among the first applications of gene-based tests to identify new loci for amino acid levels. In addition to the seven novel gene associations, we identified five independent signals at established amino acid loci, including two rare variant signals at GLDC (rs138640017,MAF=0.95%, Pconditional = 5.8��10-40) with glycine levels and HAL (rs141635447,MAF = 0.46%, Pconditional = 9.4��10-11) with histidine levels. Examination of all single variant association results in our data revealed a strong inverse relationship between effect size and MAF (Ptrend < 0.001). These novel signals provide further insight into the molecularmechanisms of amino acidmetabolismand potentially, their perturbations in disease.
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- 2018
- Full Text
- View/download PDF
8. Rare and low-frequency coding variants alter human adult height
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Marouli, E., Graff, M, Medina-Gomez, C., Lo, K.S., Wood, A.R., Kjaer, T.R., Fine, R.S., Lu, Y., Schurmann, C., Highland, H.M., Rueger, S., Thorleifsson, G., Justice, A.E., Lamparter, D., Stirrups, K.E., Turcot, V., Young, K.L., Winkler, T.W., Esko, T., Karaderi, T., Locke, A.E., Masca, N.G., Ng, M.C., Mudgal, P., Rivas, M.A., Vedantam, S., Mahajan, A., Guo, X., Abecasis, G., Aben, K.K.H., Adair, L.S., Alam, D.S., Albrecht, E., Allin, K.H., Allison, M., Amouyel, P., Appel, E.V., Arveiler, D., Asselbergs, F.W., Auer, P.L., Balkau, B., Banas, B., Bang, L.E., Benn, M., Bergmann, S., Bielak, L.F., Bluher, M., Boeing, H., Boerwinkle, E., Boger, C.A., Bonnycastle, L.L., Bork-Jensen, J., Bots, M.L., Bottinger, E.P., Bowden, D.W., Brandslund, I., Breen, G., Brilliant, M.H., Broer, L., Burt, A.A., Butterworth, A.S., Carey, D.J., Caulfield, M.J., Chambers, J.C., Chasman, D.I., Chen, Y.I., Chowdhury, R., Christensen, C., Chu, A.Y., Cocca, M., Collins, F.S., Cook, J.P., Corley, J., Galbany, J.C., Cox, A.J., Cuellar-Partida, G., Danesh, J., Davies, G., Bakker, P.I. de, Borst, G.J. de, Denus, S. de, Groot, M.C. de, Mutsert, R. de, Deary, I.J., Dedoussis, G., Demerath, E.W., Hollander, A.I. den, Dennis, J.G., Angelantonio, E. Di, Drenos, F., Du, M., Dunning, A.M., Easton, D.F., Ebeling, T., Edwards, T.L., Ellinor, P.T., Elliott, P., Evangelou, E., Farmaki, A.E., Faul, J.D., Galesloot, T.E., Kiemeney, L.A., Kluivers, K.B., Vermeulen, S.H., Corominas-Galbany, J., Hoyng, C.B., et al., Marouli, E., Graff, M, Medina-Gomez, C., Lo, K.S., Wood, A.R., Kjaer, T.R., Fine, R.S., Lu, Y., Schurmann, C., Highland, H.M., Rueger, S., Thorleifsson, G., Justice, A.E., Lamparter, D., Stirrups, K.E., Turcot, V., Young, K.L., Winkler, T.W., Esko, T., Karaderi, T., Locke, A.E., Masca, N.G., Ng, M.C., Mudgal, P., Rivas, M.A., Vedantam, S., Mahajan, A., Guo, X., Abecasis, G., Aben, K.K.H., Adair, L.S., Alam, D.S., Albrecht, E., Allin, K.H., Allison, M., Amouyel, P., Appel, E.V., Arveiler, D., Asselbergs, F.W., Auer, P.L., Balkau, B., Banas, B., Bang, L.E., Benn, M., Bergmann, S., Bielak, L.F., Bluher, M., Boeing, H., Boerwinkle, E., Boger, C.A., Bonnycastle, L.L., Bork-Jensen, J., Bots, M.L., Bottinger, E.P., Bowden, D.W., Brandslund, I., Breen, G., Brilliant, M.H., Broer, L., Burt, A.A., Butterworth, A.S., Carey, D.J., Caulfield, M.J., Chambers, J.C., Chasman, D.I., Chen, Y.I., Chowdhury, R., Christensen, C., Chu, A.Y., Cocca, M., Collins, F.S., Cook, J.P., Corley, J., Galbany, J.C., Cox, A.J., Cuellar-Partida, G., Danesh, J., Davies, G., Bakker, P.I. de, Borst, G.J. de, Denus, S. de, Groot, M.C. de, Mutsert, R. de, Deary, I.J., Dedoussis, G., Demerath, E.W., Hollander, A.I. den, Dennis, J.G., Angelantonio, E. Di, Drenos, F., Du, M., Dunning, A.M., Easton, D.F., Ebeling, T., Edwards, T.L., Ellinor, P.T., Elliott, P., Evangelou, E., Farmaki, A.E., Faul, J.D., Galesloot, T.E., Kiemeney, L.A., Kluivers, K.B., Vermeulen, S.H., Corominas-Galbany, J., Hoyng, C.B., and et al.
- Abstract
Contains fulltext : 169801.pdf (publisher's version ) (Closed access), Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.
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- 2017
9. Identification and Functional Characterization of G6PC2 Coding Variants Influencing Glycemic Traits Define an Effector Transcript at the G6PC2-ABCB11 Locus
- Author
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Mahajan, A., Sim, X., Ng, H.J., Manning, A., Rivas, M.A., Highland, H.M., Locke, A.E., Grarup, N., Im, H.K., Cingolani, P., Flannick, J., Fontanillas, P., Fuchsberger, C., Gaulton, K.J., Teslovich, T.M., Rayner, N.W., Robertson, N.R., Beer, N.L., Rundle, J.K., Bork-Jensen, J., Ladenvall, C., Blancher, C., Buck, D., Buck, G., Burtt, N.P., Gabriel, S., Gjesing, A.P., Groves, C.J., Hollensted, M., Huyghe, J.R., Jackson, A.U., Jun, G., Justesen, J.M., Mangino, M., Murphy, J., Neville, M., Onofrio, R., Small, K.S., Stringham, H.M., Syvanen, A.C., Trakalo, J., Abecasis, G., Bell, G.I., Blangero, J., Cox, N.J., Duggirala, R., Hanis, C.L., Seielstad, M., Wilson, J.G., Christensen, C., Brandslund, I., Rauramaa, R., Surdulescu, G.L., Doney, A.S., Lannfelt, L., Linneberg, A., Isomaa, B., Tuomi, T., Jørgensen, M.E., Jørgensen, T., Kuusisto, J., Uusitupa, M., Salomaa, V., Spector, T.D., Morris, A.D., Palmer, C.N., Collins, F.S., Mohlke, K.L., Bergman, R.N., Ingelsson, E., Lind, L., Tuomilehto, J., Hansen, T., Watanabe, R.M., Prokopenko, I., Dupuis, J., Karpe, F., Groop, L., Laakso, M., Pedersen, O., Florez, J.C, Morris, A.P., Altshuler, D., Meigs, J.B., Boehnke, M., McCarthy, M.I., Lindgren, C.M., Gloyn, A.L., T2D-GENES Consortium (), GoT2D Consortium (Hrabě de Angelis, M., Gieger, C., Grallert, H., Huth, C., Kriebel, J., Meisinger, C., Meitinger, T., Müller-Nurasyid, M., Peters, A., Ried, J.S., Strauch, K., and Strom, T.M.)
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Blood Glucose ,Endocrinology and Diabetes ,Polymorphism, Single Nucleotide ,Glucagon-Like Peptide-1 Receptor ,Diabetes Mellitus, Type 2 ,Gene Frequency ,Glycemic Index ,Glucose-6-Phosphatase ,Receptors, Glucagon ,Humans ,Insulin ,Exome ,Medical Genetics ,Research Article ,Genome-Wide Association Study ,Medicinsk genetik - Abstract
Genome wide association studies (GWAS) for fasting glucose (FG) and insulin (FI) have identified common variant signals which explain 4.8% and 1.2% of trait variance, respectively. It is hypothesized that low-frequency and rare variants could contribute substantially to unexplained genetic variance. To test this, we analyzed exome-array data from up to 33,231 non-diabetic individuals of European ancestry. We found exome-wide significant (P, Author Summary Understanding how FI and FG levels are regulated is important because their derangement is a feature of T2D. Despite recent success from GWAS in identifying regions of the genome influencing glycemic traits, collectively these loci explain only a small proportion of trait variance. Unlocking the biological mechanisms driving these associations has been challenging because the vast majority of variants map to non-coding sequence, and the genes through which they exert their impact are largely unknown. In the current study, we sought to increase our understanding of the physiological pathways influencing both traits using exome-array genotyping in up to 33,231 non-diabetic individuals to identify coding variants and consequently genes associated with either FG or FI levels. We identified novel association signals for both traits including the receptor for GLP-1 agonists which are a widely used therapy for T2D. Furthermore, we identified coding variants at several GWAS loci which point to the genes underlying these association signals. Importantly, we found that multiple coding variants in G6PC2 result in a loss of protein function and lower fasting glucose levels.
- Published
- 2015
10. Sex-stratified Genome-wide Association Studies Including 270000 Individuals Show Sexual Dimorphism in Genetic Loci for Anthropometric Traits
- Author
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Randall, J.C., Winkler, T.W., Kutalik, Z., Berndt, S.I., Jackson, A.U., Monda, K.L., Kilpeläinen, T.O., Esko, T., Mägi, R., Li, S., Workalemahu, T., Feitosa, M.F., Croteau-Chonka, D.C., Day, F.R., Fall, T., Ferreira, T., Gustafsson, S., Locke, A.E., Mathieson, I., Scherag, A., Vedantam, S., Wood, A.R., Liang, L., Steinthorsdottir, V., Thorleifsson, G., Dermitzakis, E.T., Dimas, A.S., Karpe, F., Min, J.L., Nicholson, G., Clegg, D.J., Person, T., Krohn, J.P., Bauer, S., Buechler, C., Eisinger, K., Bonnefond, A., Froguel, P., Hottenga, J.J., Prokopenko, I., Waite, L.L., Harris, T.B., Smith, A.V., Shuldiner, A.R., McArdle, W.L., Caulfield, M.J., Munroe, P.B., Grönberg, H., Chen, Y.D., Li, G., Beckmann, J.S., Johnson, T., Thorsteinsdottir, U., Teder-Laving, M., Khaw, K.T., Wareham, N.J., Zhao, J.H., Amin, N., Oostra, B.A., Kraja, A.T., Province, M.A., Cupples, L.A., Heard-Costa, N.L., Kaprio, J., Ripatti, S., Surakka, I., Collins, F.S., Saramies, J., Tuomilehto, J., Jula, A., Salomaa, V., Erdmann, J., Hengstenberg, C., Loley, C., Schunkert, H., Lamina, C., Wichmann, H.E., Albrecht, E., Gieger, C., Hicks, A.A., Johansson, A., Pramstaller, P.P., Kathiresan, S., Speliotes, E.K., Penninx, B.W.J.H., Hartikainen, A.L., Järvelin, M.R., Gyllensten, U., Boomsma, D.I., Campbell, H., Wilson, J.F., Chanock, S.J., Farrall, M., Goel, A., Medina-Gomez, C., Rivadeneira, F., Estrada, K., Uitterlinden, A.G., Hofman, A., Zillikens, M.C., den Heijer, M., Kiemeney, L.A., Maschio, A., Hall, P., Tyrer, J., Teumer, A., Völzke, H., Kovacs, P., Tönjes, A., Mangino, M., Spector, T.D., Hayward, C., Rudan, I., Hall, A.S., Samani, N.J., Attwood, A.P., Sambrook, J.G., Hung, J., Palmer, L.J., Lokki, M.L., Sinisalo, J., Boucher, G., Huikuri, H.V., Lorentzon, M., Ohlsson, C., Eklund, N., Eriksson, J.G., Barlassina, C., Rivolta, C., Nolte, I.M., Snieder, H., van der Klauw, M.M., van Vliet-Ostaptchouk, J.V., Gejman, P.V., Shi, J., Jacobs, K.B., Wang, Z., Bakker, S.J., Mateo Leach, I., Navis, G., van der Harst, P., Martin, N.G., Medland, S.E., Montgomery, G.W., Yang, J., Chasman, D.I., Ridker, P.M., Rose, L.M., Lehtimäki, T., Raitakari, O., Absher, D., Iribarren, C., Basart, H., Hovingh, K.G., Hyppönen, E., Power, C., Anderson, D., Beilby, J.P., Hui, J., Jolley, J., Sager, H., Bornstein, S.R., Schwarz, P.E., Kristiansson, K., Perola, M., Lindström, J., Swift, A.J., Uusitupa, M., Atalay, M., Lakka, T.A., Rauramaa, R., Bolton, J.L., Fowkes, G., Fraser, R.M., Price, J.F., Fischer, K., Krjuta Kov, K., Metspalu, A., Mihailov, E., Langenberg, C., Luan, J., Ong, K.K., Chines, P.S., Keinanen-Kiukaanniemie, S., Saaristo, T.E., Edkins, S., Franks, P.W., Hallmans, G., Shungin, D., Morris, A.D., Palmer, C.N.A., Erbel, R., Moebus, S., Nöthen, M.M., Pechlivanis, S., Hveem, K., Narisu, N., Hamsten, A., Humphries, S.E., Strawbridge, R.J., Tremoli, E., Grallert, H., Thorand, B., Illig, T., Koenig, W., Müller-Nurasyid, M., Peters, A., Boehm, B.O., Kleber, M.E., März, W., Winkelmann, B.R., Kuusisto, J., Laakso, M., Arveiler, D., Cesana, G., Kuulasmaa, K., Virtamo, J., Yarnell, J.W., Kuh, D, Wong, A., Lind, L., de Faire, U., Gigante, B., Magnusson, P.K.E., Pedersen, N.L., Dedoussis, G., Dimitriou, M., Kolovou, G., Kanoni, S., Stirrups, K., Bonnycastle, L.L., Njolstad, I., Wilsgaard, T., Ganna, A., Rehnberg, E., Hingorani, A.D., Kivimaki, M., Kumari, M., Assimes, T.L., Barroso, I., Boehnke, M., Borecki, I.B., Deloukas, P., Fox, C.S., Frayling, T.M., Groop, L.C., Haritunians, T., Hunter, D., Ingelsson, E., Kaplan, R., Mohlke, K.L., O'Connell, J.R., Schlessinger, D., Strachan, D.P., Stefansson, K., van Duijn, C.M., Abecasis, G.R., McCarthy, M.I., Hirschhorn, J.N., Qi, L., Loos, R.J., Lindgren, C.M., North, K.E., Heid, I.M., Psychiatry, Internal medicine, NCA - Brain mechanisms in health and disease, NCA - Neurobiology of mental health, EMGO - Lifestyle, overweight and diabetes, Biological Psychology, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, EMGO+ - Lifestyle, Overweight and Diabetes, and Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease
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Netherlands Twin Register (NTR) ,SDG 3 - Good Health and Well-being ,SDG 5 - Gender Equality - 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
- Published
- 2013
- Full Text
- View/download PDF
11. Genetic studies of body mass index yield new insights for obesity biology
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Locke, A.E., Kahali, B., Berndt, S.I., Justice, A.E., Pers, T.H., Day, F.R., Powell, C., Vedantam, S., Buchkovich, M.L., Yang, J., Croteau-Chonka, D.C., Esko, T., Fall, T., Ferreira, T., Gustafsson, S., Kutalik, Z., Luan, J., Magi, R., Randall, J.C., Winkler, T.W., Wood, A.R., Workalemahu, T., Faul, J.D., Smith, J.A., Zhao, J., Zhao, W., Chen, J., Fehrmann, R., Hedman, A.K., Karjalainen, J., Schmidt, E.M., Absher, D., Amin, N., Anderson, D., Beekman, M., Bolton, J.L., Bragg-Gresham, J.L., Buyske, S., Demirkan, A., Deng, G., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Goel, A., Gong, J., Jackson, A.U., Kanoni, S., Kleber, M.E., Kristiansson, K., Lim, U., Lotay, V., Mangino, M., Leach, I. Mateo, Medina-Gomez, C., Medland, S.E., Nalls, M.A., Palmer, C.D., Pasko, D., Pechlivanis, S., Peters, M.J.W., Prokopenko, I., Shungin, D., Stancakova, A., Strawbridge, R.J., Sung, Y. Ju, Tanaka, T., Teumer, A., Trompet, S., Laan, S.W. van der, Setten, J. van, Vliet-Ostaptchouk, J.V. Van, Wang, Z., Yengo, L., Zhang, W., Isaacs, A., Albrecht, E., Arnlov, J., Arscott, G.M., Attwood, A.P., Bandinelli, S., Barrett, A., Bas, I.N., Bellis, C., Bennett, A.J., Berne, C., Blagieva, R., Bluher, M., Bohringer, S., Bonnycastle, L.L., Bottcher, Y., Boyd, H.A., Bruinenberg, M., Caspersen, I.H., Chen, Y.D., Clarke, R., Daw, E.W., Craen, A.J. de, Delgado, G., Dimitriou, M., Vermeulen, S., Kiemeney, L.A., Locke, A.E., Kahali, B., Berndt, S.I., Justice, A.E., Pers, T.H., Day, F.R., Powell, C., Vedantam, S., Buchkovich, M.L., Yang, J., Croteau-Chonka, D.C., Esko, T., Fall, T., Ferreira, T., Gustafsson, S., Kutalik, Z., Luan, J., Magi, R., Randall, J.C., Winkler, T.W., Wood, A.R., Workalemahu, T., Faul, J.D., Smith, J.A., Zhao, J., Zhao, W., Chen, J., Fehrmann, R., Hedman, A.K., Karjalainen, J., Schmidt, E.M., Absher, D., Amin, N., Anderson, D., Beekman, M., Bolton, J.L., Bragg-Gresham, J.L., Buyske, S., Demirkan, A., Deng, G., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Goel, A., Gong, J., Jackson, A.U., Kanoni, S., Kleber, M.E., Kristiansson, K., Lim, U., Lotay, V., Mangino, M., Leach, I. Mateo, Medina-Gomez, C., Medland, S.E., Nalls, M.A., Palmer, C.D., Pasko, D., Pechlivanis, S., Peters, M.J.W., Prokopenko, I., Shungin, D., Stancakova, A., Strawbridge, R.J., Sung, Y. Ju, Tanaka, T., Teumer, A., Trompet, S., Laan, S.W. van der, Setten, J. van, Vliet-Ostaptchouk, J.V. Van, Wang, Z., Yengo, L., Zhang, W., Isaacs, A., Albrecht, E., Arnlov, J., Arscott, G.M., Attwood, A.P., Bandinelli, S., Barrett, A., Bas, I.N., Bellis, C., Bennett, A.J., Berne, C., Blagieva, R., Bluher, M., Bohringer, S., Bonnycastle, L.L., Bottcher, Y., Boyd, H.A., Bruinenberg, M., Caspersen, I.H., Chen, Y.D., Clarke, R., Daw, E.W., Craen, A.J. de, Delgado, G., Dimitriou, M., Vermeulen, S., and Kiemeney, L.A.
- Abstract
Item does not contain fulltext, Obesity is heritable and predisposes to many diseases. To understand the genetic basis of obesity better, here we conduct a genome-wide association study and Metabochip meta-analysis of body mass index (BMI), a measure commonly used to define obesity and assess adiposity, in up to 339,224 individuals. This analysis identifies 97 BMI-associated loci (P < 5 x 10(-8)), 56 of which are novel. Five loci demonstrate clear evidence of several independent association signals, and many loci have significant effects on other metabolic phenotypes. The 97 loci account for approximately 2.7% of BMI variation, and genome-wide estimates suggest that common variation accounts for >20% of BMI variation. Pathway analyses provide strong support for a role of the central nervous system in obesity susceptibility and implicate new genes and pathways, including those related to synaptic function, glutamate signalling, insulin secretion/action, energy metabolism, lipid biology and adipogenesis.
- Published
- 2015
12. New genetic loci link adipose and insulin biology to body fat distribution.
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ADIPOGen Consortium, CARDIOGRAMplusC4D Consortium, CKDGen Consortium, GEFOS Consortium, GENIE Consortium, International Endogene Consortium, LifeLines Cohort Study, MAGIC Investigators, MuTHER Consortium, PAGE Consortium, ReproGen Consortium, GLGC, ICBP, Dastani, Z., Hivert, MF., Timpson, N., Perry, JR., Yuan, X., Scott, RA., Henneman, P., Heid, IM., Kizer, JR., Lyytikainen, LP., Fuchsberger, C., Tanaka, T., Morris, AP., Small, K., Isaacs, A., Beekman, M., Coassin, S., Lohman, K., Qi, L., Kanoni, S., Pankow, JS., Uh, HW., Wu, Y., Bidulescu, A., Rasmussen-Torvik, LJ., Greenwood, CM., Ladouceur, M., Grimsby, J., Manning, AK., Liu, CT., Kooner, J., Mooser, VE., Vollenweider, P., Kapur, KA., Chambers, J., Wareham, NJ., Langenberg, C., Frants, R., Willemsvan-vanDijk, K., Oostra, BA., Willems, SM., Lamina, C., Winkler, T., Psaty, BM., Tracy, RP., Brody, J., Chen, I., Viikari, J., Kähönen, M., Pramstaller, PP., Evans, DM., St Pourcain, B., Sattar, N., Wood, A., Bandinelli, S., Carlson, OD., Egan, JM., Böhringer, S., van Heemst, D., Kedenko, L., Kristiansson, K., Nuotio, ML., Loo, BM., Harris, T., Garcia, M., Kanaya, A., Haun, M., Klopp, N., Wichmann, HE., Deloukas, P., Katsareli, E., Couper, DJ., Duncan, BB., Kloppenburg, M., Adair, LS., Borja, JB., Wilson, JG., Musani, S., Guo, X., Johnson, T., Semple, R., Teslovich, TM., Allison, MA., Redline, S., Buxbaum, SG., Mohlke, KL., Meulenbelt, I., Ballantyne, CM., Dedoussis, GV., Hu, FB., Liu, Y., Paulweber, B., Spector, TD., Slagboom, P., Ferrucci, L., Jula, A., Perola, M., Raitakari, O., Florez, JC., Salomaa, V., Eriksson, JG., Frayling, TM., Hicks, AA., Lehtimäki, T., Smith, GD., Siscovick, DS., Kronenberg, F., van Duijn, C., Loos, RJ., Waterworth, DM., Meigs, JB., Dupuis, J., Richards, JB., Willenborg, C., Farrall, M., Assimes, TL., Thompson, JR., Ingelsson, E., Saleheen, D., Erdmann, J., Goldstein, BA., Stirrups, K., König, IR., Cazier, JB., Johansson£££Åsa£££ Å., Hall, AS., Lee, JY., Willer, CJ., Chambers, JC., 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ST., Thorgeirsson, G., van der Schoot CE., Wagner, PJ., Wells, GA., Wild, PS., Yang, TP., Amouyel, P., Arveiler, D., Basart, H., Boehnke, M., Boerwinkle, E., Brambilla, P., Cambien, F., Cupples, AL., de Faire, U., Dehghan, A., Diemert, P., Epstein, SE., Evans, A., Ferrario, MM., Ferrières, J., Gauguier, D., Go, AS., Goodall, AH., Gudnason, V., Hazen, S., Holm, H., Iribarren, C., Jang, Y., Kee, F., Kim, HS., Koenig, W., Kratzer, W., Kuulasmaa, K., Laakso, M., Laaksonen, R., Lind, L., Ouwehand, WH., Parish, S., Park, JE., Pedersen, NL., Peters, A., Quertermous, T., Rader, DJ., Schadt, E., Shah, SH., Sinisalo, J., Stark, K., Stefansson, K., Trégouët, DA., Virtamo, J., Wallentin, L., Wareham, N., Zimmermann, ME., Nieminen, MS., Hengstenberg, C., Sandhu, MS., Pastinen, T., Syvänen, AC., Hovingh, GK., Dedoussis, G., Franks, PW., Metspalu, A., Zalloua, PA., Siegbahn, A., Schreiber, S., Ripatti, S., Blankenberg, SS., Clarke, R., Boehm, BO., O'Donnell, C., Reilly, MP., März, W., Collins, R., 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Bouatia-Naji, N., Ahmadi, KR., Ainali, C., Barrett, A., Bataille, V., Bell, JT., Buil, A., Dermitzakis, ET., Dimas, AS., Durbin, R., Glass, D., Hassanali, N., Hedman£££Åsa K£££ ÅK., Ingle, C., Keildson, S., Knowles, D., Krestyaninova, M., Lowe, CE., Meduri, E., di Meglio, P., Min, JL., Montgomery, SB., Nestle, FO., Nica, AC., Nisbet, J., O'Rahilly, S., Parts, L., Potter, S., Sekowska, M., Shin, SY., Small, KS., Surdulescu, G., Travers, ME., Tsaprouni, L., Tsoka, S., Wilk, A., Matise, T., Buyske, S., Higashio, J., Williams, R., Nato, A., Ambite, JL., Deelman, E., Manolio, T., Hindorff, L., Heiss, G., Taylor, K., Avery, C., Graff, M., Lin, D., Quibrera, M., Cochran, B., Kao, L., Umans, J., Cole, S., MacCluer, J., Person, S., Pankow, J., Gross, M., Fornage, M., Durda, P., Jenny, N., Patsy, B., Arnold, A., Buzkova, P., Crawford, D., Haines, J., Murdock, D., Glenn, K., Brown-Gentry, K., Thornton-Wells, T., Dumitrescu, L., Jeff, J., Bush, WS., Mitchell, SL., Goodloe, R., Wilson, S., Boston, J., Malinowski, J., Restrepo, N., Oetjens, M., Fowke, J., Zheng, W., Spencer, K., Ritchie, M., Pendergrass, S., Le Marchand£££Loïc£££ L., Wilkens, L., Park, L., Tiirikainen, M., Kolonel, L., Lim, U., Cheng, I., Wang, H., Shohet, R., Haiman, C., Stram, D., Henderson, B., Monroe, K., Schumacher, F., Peters, U., Anderson, G., Carlson, C., Prentice, R., LaCroix, A., Wu, C., Carty, C., Gong, J., Rosse, S., Young, A., Haessler, J., Kocarnik, J., Lin, Y., Jackson, R., Duggan, D., Kuller, L., Stolk, L., He, C., Sulem, P., Barbalic, M., Broer, L., Byrne, EM., Gudbjartsson, DF., McArdle, PF., Porcu, E., van Wingerden, S., Zhuang, W., Albrecht, E., Alizadeh, BZ., Lauc, LB., Broekmans, FJ., Burri, A., Chanock, SJ., Chen, C., Corre, T., Coviello, AD., d'Adamo, P., Davies, G., Deary, IJ., Ebrahim, S., Fauser, BC., Ferreli, L., Folsom, AR., Garcia, ME., Hall, P., Haller, T., Hankinson, SE., Hass, M., Heath, AC., Janssens, AC., Keyzer, J., Lahti, J., Lai, S., Laisk, T., Laven, JS., Liu, J., Lopez, LM., Louwers, YV., Marongiu, M., Klaric, IM., Masciullo, C., McKnight, B., Medland, SE., Melzer, D., Newman, AB., Paré, G., Peeters, PH., Plump, AS., Pop, VJ., Räikkönen, K., Salumets, A., Smith, JA., Stacey, SN., Starr, JM., Stathopoulou, MG., Tenesa, A., Thorand, B., Tryggvadottir, L., Tsui, K., van Dam RM., van Gils CH., van Nierop, P., Vink, JM., Voorhuis, M., Wallaschofski, H., Widen, E., Wijnands-van Gent CJ., Zgaga, L., Zygmunt, M., Arnold, AM., Buring, JE., Crisponi, L., Demerath, EW., Hunter, DJ., Schlessinger, D., Murray, A., Murabito, JM., Visser, JA., Lunetta, KL., Elks, CE., Cousminer, DL., Feenstra, B., Lin, P., van Wingerden SW., Smith, EN., Warrington, NM., Alavere, H., Barroso, I., Berenson, GS., Blackburn, H., Busonero, F., Chen, W., Couper, D., Easton, DF., Foroud, T., Geller, F., Hernandez, DG., Kilpeläinen, TO., Li, S., Melbye, M., Murray, JC., Murray, SS., Nelis, M., Ness, AR., Northstone, K., Pennell, CE., Pharoah, P., Rafnar, T., Rice, JP., Ring, SM., Schork, NJ., Segrè, AV., Sovio, U., Srinivasan, SR., Tammesoo, ML., Tyrer, J., Weedon, MN., Wichmann, H., Young, L., Zhuang, WV., Bierut, LJ., Boyd, HA., Winkler, T.W., Croteau-Chonka, D.C., Locke, A.E., Strawbridge, R.J., Pers, T.H., Justice, A.E., Workalemahu, T., Wu, J.M., Buchkovich, M.L., Heard-Costa, N.L., Roman, T.S., Drong, A.W., Day, F.R., Luan, J., Randall, J.C., Scherag, A., Wood, A.R., Fehrmann, R., Karjalainen, J., Kahali, B., Liu, C.T., Schmidt, E.M., Anderson, D., Bragg-Gresham, J.L., Ehret, G.B., Feitosa, M.F., Jackson, A.U., Kleber, M.E., Mateo Leach, I., Medina-Gomez, C., Palmer, C.D., Pasko, D., Pechlivanis, S., Peters, M.J., Ju Sung, Y., Van Vliet-Ostaptchouk, J.V., Yengo, L., Arscott, G.M., Bellis, C., Bennett, A.J., Berne, C., Blüher, M., Bonnet, F., Böttcher, Y., Carba, D.B., Caspersen, I.H., Daw, E.W., Deelen, J., Delgado, G., Doney, A.S., Eklund, N., Erdos, M.R., Eury, E., Friedrich, N., Garcia, M.E., Giedraitis, V., Go, A.S., Golay, A., Grammer, T.B., Gräßler, J., Grewal, J., Groves, C.J., Hartman, C.A., Hassinen, M., Herzig, K.H., Helmer, Q., Hillege, H.L., Holmen, O., Hunt, S.C., Ittermann, T., James, A.L., Johansson, I., Juliusdottir, T., Kalafati, I.P., Kinnunen, L., Kooner, I.K., Lee, N.R., Lichtner, P., Lobbens, S., Magnusson, P.K., McArdle, W.L., Menni, C., Merger, S., Milani, L., Mills, R., Monda, K.L., Mooijaart, S.P., Mühleisen, T.W., Mulas, A., Nalls, M.A., Glorioso, N., Nolte, I.M., Rayner, N.W., Renstrom, F., Ried, J.S., Robertson, N.R., Rose, L.M., Scholtens, S., Seufferlein, T., Sitlani, C.M., Vernon Smith, A., Stringham, H.M., Sundström, J., Swertz, M.A., Swift, A.J., Syvänen, A.C., Tayo, B.O., Tomaschitz, A., Troffa, C., van Oort, F.V., Vonk, J.M., Waite, L.L., Wennauer, R., Wojczynski, M.K., Zhang, Q., Hua Zhao, J., Brennan, E.P., Choi, M., Gharavi, A.G., Hedman, Å.K., Hivert, M.F., Huang, J., Karpe, F., Kiryluk, K., Liang, L., Lifton, R.P., Ma, B., McKnight, A.J., McPherson, R., Min, J.L., Moffatt, M.F., Montgomery, G.W., Murabito, J.M., Nicholson, G., Nyholt, D.R., Olsson, C., Perry, J.R., Reinmaa, E., Salem, R.M., Schadt, E.E., Scott, R.A., Vallejo, E.E., Westra, H.J., Zondervan, K.T., Bakker, S.J., Beilby, J., Bergman, R.N., Blangero, J., Brown, M.J., Chines, P.S., Collins, F.S., Crawford, D.C., de Geus, E.J., Erbel, R., Eriksson, J.G., Ferrannini, E., Forouhi, N.G., Franco, O.H., Gansevoort, R.T., Haiman, C.A., Harris, T.B., Hattersley, A.T., Heliövaara, M., Hicks, A.A., Hingorani, A.D., Hoffmann, W., Humphries, S.E., Jarvelin, M.R., Johansen, B., Jousilahti, P., Jula, A.M., Keinanen-Kiukaanniemi, S.M., Kooner, J.S., Kraja, A.T., Lakka, T.A., Le Marchand, L., Lyssenko, V., Männistö, S., Marette, A., Matise, T.C., McKenzie, C.A., Musk, A.W., Möhlenkamp, S., Morris, A.D., Oldehinkel, A.J., Ong, K.K., Palmer, L.J., Penninx, B.W., Pramstaller, P.P., Raitakari, O.T., Rankinen, T., Rao, D.C., Rice, T.K., Ridker, P.M., Ritchie, M.D., Samani, N.J., Sarzynski, M.A., Schwarz, P.E., Shuldiner, A.R., Staessen, J.A., Steinthorsdottir, V., Stolk, R.P., Strauch, K., Tremblay, A., Vohl, M.C., Wilson, J.F., Witteman, J.C., Adair, L.S., Boehm, B.O., Bornstein, S.R., Bouchard, C., Cauchi, S., Caulfield, M.J., Chambers, J.C., Chasman, D.I., Cooper, R.S., Grabe, H.J., Jöckel, K.H., Munroe, P.B., Oostra, B.A., Palmer, C.N., Pedersen, N.L., Pérusse, L., Saaristo, T.E., Slagboom, P.E., Spector, T.D., Uitterlinden, A.G., Veronesi, G., Walker, M., Wareham, N.J., Wichmann, H.E., Abecasis, G.R., Assimes, T.L., Berndt, S.I., Borecki, I.B., Frayling, T.M., Groop, L.C., Hunter, D.J., Kaplan, R.C., O'Connell, J.R., Strachan, D.P., van Duijn, C.M., Willer, C.J., Visscher, P.M., Yang, J., Hirschhorn, J.N., Zillikens, M.C., McCarthy, M.I., Speliotes, E.K., North, K.E., Fox, C.S., Franks, P.W., Heid, I.M., Loos, R.J., Cupples, L.A., Morris, A.P., Lindgren, C.M., and Mohlke, K.L.
- Abstract
Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, here we conduct genome-wide association meta-analyses of traits related to waist and hip circumferences in up to 224,459 individuals. We identify 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (BMI), and an additional 19 loci newly associated with related waist and hip circumference measures (P < 5 × 10(-8)). In total, 20 of the 49 waist-to-hip ratio adjusted for BMI loci show significant sexual dimorphism, 19 of which display a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.
- Published
- 2015
13. A new strategy for enhancing imputation quality of rare variants from next-generation sequencing data via combining SNP and exome chip data
- Author
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Kim, Y.J. (Young Jin), Lee, J. (Juyoung), Kim, B.-J. (Bong-Jo), Park, T. (Taesung), Abecasis, G.R. (Gonçalo), De Almeida, M.A.A. (Marcio), Altshuler, D. (David), Asimit, J.L. (Jennifer L.), Atzmon, G. (Gil), Barber, M. (Mathew), Barzilai, A. (Ari), Beer, N.L. (Nicola L.), Bell, G.I. (Graeme I.), Below, J. (Jennifer), Blackwell, T. (Tom), Blangero, J. (John), Boehnke, M. (Michael), Bowden, D.W. (Donald W.), Burtt, N.P. (Noël), Chambers, J.C. (John), Chen, H. (Han), Chen, P. (Ping), Chines, P.S. (Peter), Choi, S. (Sungkyoung), Churchhouse, C. (Claire), Cingolani, P. (Pablo), Cornes, B.K. (Belinda), Cox, N.J. (Nancy), Day-Williams, A.G. (Aaron), Duggirala, A. (Aparna), Dupuis, J. (Josée), Dyer, T. (Thomas), Feng, S. (Shuang), Fernandez-Tajes, J. (Juan), Ferreira, T. (Teresa), Fingerlin, T.E. (Tasha E.), Flannick, J. (Jason), Florez, J.C. (Jose), Fontanillas, P. (Pierre), Frayling, T.M. (Timothy), Fuchsberger, C. (Christian), Gamazon, E. (Eric), Gaulton, K. (Kyle), Ghosh, S. (Saurabh), Glaser, B. (Benjamin), Gloyn, A.L. (Anna), Grossman, R.L. (Robert L.), Grundstad, J. (Jason), Hanis, C. (Craig), Heath, A. (Allison), Highland, H. (Heather), Horikoshi, M. (Momoko), Huh, I.-S. (Ik-Soo), Huyghe, J.R. (Jeroen R.), Ikram, M.K. (Kamran), Jablonski, K.A. (Kathleen), Jun, Y. (Yang), Kato, N. (Norihiro), Kim, J. (Jayoun), King, C.R. (C. Ryan), Kooner, J.S. (Jaspal S.), Kwon, M.-S. (Min-Seok), Im, H.K. (Hae Kyung), Laakso, M. (Markku), Lam, K.K.-Y. (Kevin Koi-Yau), Lee, J. (Jaehoon), Lee, S. (Selyeong), Lee, S. (Sungyoung), Lehman, D.M. (Donna M.), Li, H. (Heng), Lindgren, C.M. (Cecilia), Liu, X. (Xuanyao), Livne, O.E. (Oren E.), Locke, A.E. (Adam E.), Mahajan, A. (Anubha), Maller, J.B. (Julian B.), Manning, A.K. (Alisa K.), Maxwell, T.J. (Taylor J.), Mazoure, A. (Alexander), McCarthy, M.I. (Mark), Meigs, J.B. (James B.), Min, B. (Byungju), Mohlke, K.L. (Karen), Morris, A.P. (Andrew), Musani, S. (Solomon), Nagai, Y. (Yoshihiko), Ng, M.C.Y. (Maggie C.Y.), Nicolae, D. (Dan), Oh, S. (Sohee), Palmer, N.D. (Nicholette), Pollin, T.I. (Toni I.), Prokopenko, I. (Inga), Reich, D. (David), Rivas, M.A. (Manuel), Scott, L.J. (Laura), Seielstad, M. (Mark), Cho, Y.S. (Yoon Shin), Sim, X. (Xueling), Sladek, R. (Rob), Smith, P. (Philip), Tachmazidou, I. (Ioanna), Tai, E.S. (Shyong), Teo, Y.Y. (Yik Ying), Teslovich, T.M. (Tanya M.), Torres, J. (Jason), Trubetskoy, V. (Vasily), Willems, S.M. (Sara), Williams, A.L. (Amy L.), Wilson, J.G. (James), Wiltshire, S. (Steven), Won, S. (Sungho), Wood, A.R. (Andrew), Xu, W. (Wang), Yoon, J. (Joon), Zawistowski, M. (Matthew), Zeggini, E. (Eleftheria), Zhang, W. (Weihua), Zöllner, S. (Sebastian), Kim, Y.J. (Young Jin), Lee, J. (Juyoung), Kim, B.-J. (Bong-Jo), Park, T. (Taesung), Abecasis, G.R. (Gonçalo), De Almeida, M.A.A. (Marcio), Altshuler, D. (David), Asimit, J.L. (Jennifer L.), Atzmon, G. (Gil), Barber, M. (Mathew), Barzilai, A. (Ari), Beer, N.L. (Nicola L.), Bell, G.I. (Graeme I.), Below, J. (Jennifer), Blackwell, T. (Tom), Blangero, J. (John), Boehnke, M. (Michael), Bowden, D.W. (Donald W.), Burtt, N.P. (Noël), Chambers, J.C. (John), Chen, H. (Han), Chen, P. (Ping), Chines, P.S. (Peter), Choi, S. (Sungkyoung), Churchhouse, C. (Claire), Cingolani, P. (Pablo), Cornes, B.K. (Belinda), Cox, N.J. (Nancy), Day-Williams, A.G. (Aaron), Duggirala, A. (Aparna), Dupuis, J. (Josée), Dyer, T. (Thomas), Feng, S. (Shuang), Fernandez-Tajes, J. (Juan), Ferreira, T. (Teresa), Fingerlin, T.E. (Tasha E.), Flannick, J. (Jason), Florez, J.C. (Jose), Fontanillas, P. (Pierre), Frayling, T.M. (Timothy), Fuchsberger, C. (Christian), Gamazon, E. (Eric), Gaulton, K. (Kyle), Ghosh, S. (Saurabh), Glaser, B. (Benjamin), Gloyn, A.L. (Anna), Grossman, R.L. (Robert L.), Grundstad, J. (Jason), Hanis, C. (Craig), Heath, A. (Allison), Highland, H. (Heather), Horikoshi, M. (Momoko), Huh, I.-S. (Ik-Soo), Huyghe, J.R. (Jeroen R.), Ikram, M.K. (Kamran), Jablonski, K.A. (Kathleen), Jun, Y. (Yang), Kato, N. (Norihiro), Kim, J. (Jayoun), King, C.R. (C. Ryan), Kooner, J.S. (Jaspal S.), Kwon, M.-S. (Min-Seok), Im, H.K. (Hae Kyung), Laakso, M. (Markku), Lam, K.K.-Y. (Kevin Koi-Yau), Lee, J. (Jaehoon), Lee, S. (Selyeong), Lee, S. (Sungyoung), Lehman, D.M. (Donna M.), Li, H. (Heng), Lindgren, C.M. (Cecilia), Liu, X. (Xuanyao), Livne, O.E. (Oren E.), Locke, A.E. (Adam E.), Mahajan, A. (Anubha), Maller, J.B. (Julian B.), Manning, A.K. (Alisa K.), Maxwell, T.J. (Taylor J.), Mazoure, A. (Alexander), McCarthy, M.I. (Mark), Meigs, J.B. (James B.), Min, B. (Byungju), Mohlke, K.L. (Karen), Morris, A.P. (Andrew), Musani, S. (Solomon), Nagai, Y. (Yoshihiko), Ng, M.C.Y. (Maggie C.Y.), Nicolae, D. (Dan), Oh, S. (Sohee), Palmer, N.D. (Nicholette), Pollin, T.I. (Toni I.), Prokopenko, I. (Inga), Reich, D. (David), Rivas, M.A. (Manuel), Scott, L.J. (Laura), Seielstad, M. (Mark), Cho, Y.S. (Yoon Shin), Sim, X. (Xueling), Sladek, R. (Rob), Smith, P. (Philip), Tachmazidou, I. (Ioanna), Tai, E.S. (Shyong), Teo, Y.Y. (Yik Ying), Teslovich, T.M. (Tanya M.), Torres, J. (Jason), Trubetskoy, V. (Vasily), Willems, S.M. (Sara), Williams, A.L. (Amy L.), Wilson, J.G. (James), Wiltshire, S. (Steven), Won, S. (Sungho), Wood, A.R. (Andrew), Xu, W. (Wang), Yoon, J. (Joon), Zawistowski, M. (Matthew), Zeggini, E. (Eleftheria), Zhang, W. (Weihua), and Zöllner, S. (Sebastian)
- Abstract
Background: Rare variants have gathered increasing attention as a possible alternative source of missing heritability. Since next generation sequencing technology is not yet cost-effective for large-scale genomic studies, a widely used alternative approach is imputation. However, the imputation approach may be limited by the low accuracy of the imputed rare variants. To improve imputation accuracy of rare variants, various approaches have been suggested, including increasing the sample size of the reference panel, using sequencing data from study-specific samples (i.e., specific populations), and using local reference panels by genotyping or sequencing a subset of study samples. While these approaches mainly utilize reference panels, imputation accuracy of rare variants can also be increased by using exome chips containing rare variants. The exome chip contains 250 K rare variants selected from the discovered variants of about 12,000 sequenced samples. If exome chip data are available for previously genotyped samples, the combined approach using a genotype panel of merged data, including exome chips and SNP chips, should increase the imputation accuracy of rare variants. Results: In this study, we describe a combined imputation which uses both exome chip and SNP chip data simultaneously as a genotype panel. The effectiveness and performance of the combined approach was demonstrated using a reference panel of 848 samples constructed using exome sequencing data from the T2D-GENES consortium and 5,349 sample genotype panels consisting of an exome chip and SNP chip. As a result, the combined approach increased imputation quality up to 11 %, and genomic coverage for rare variants up to 117.7 % (MAF < 1 %), compared to imputation using the SNP chip alone. Also, we investigated the systematic effect of reference panels on imputation quality using five reference panels and three genotype panels. The best performing approach was the combination of the study specific referenc
- Published
- 2015
- Full Text
- View/download PDF
14. Genetic Relationship Between Depression and Body Mass Index
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Rivera, M., primary, Locke, A.E., additional, Corre, T., additional, Czamara, D., additional, Wolf, C., additional, Ching-Lopez, A., additional, Milaneschi, Y., additional, Kloiber, S., additional, Boomsma, D.I., additional, Müller-Myhsok, B., additional, Penninx, B.W.J.H., additional, Preisig, M., additional, Farmer, A.E., additional, Lewis, C.M., additional, Breen, G., additional, and McGuffin, P., additional
- Published
- 2015
- Full Text
- View/download PDF
15. Quality control and conduct of genome-wide association meta-analyses
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Winkler, T.W., Day, F.R., Croteau-Chonka, D.C., Wood, A.R., Locke, A.E., Magi, R., Ferreira, T., Fall, T., Graff, M., Justice, A.E., Luan, J., Gustafsson, S., Randall, J.C., Vedantam, S., Workalemahu, T., Kilpelainen, T.O., Scherag, A., Esko, T., Kutalik, Z., Heid, I.M., Loos, R.J., Kiemeney, L.A.L.M., Vermeulen, S., et al., Winkler, T.W., Day, F.R., Croteau-Chonka, D.C., Wood, A.R., Locke, A.E., Magi, R., Ferreira, T., Fall, T., Graff, M., Justice, A.E., Luan, J., Gustafsson, S., Randall, J.C., Vedantam, S., Workalemahu, T., Kilpelainen, T.O., Scherag, A., Esko, T., Kutalik, Z., Heid, I.M., Loos, R.J., Kiemeney, L.A.L.M., Vermeulen, S., and et al.
- Abstract
Item does not contain fulltext, Rigorous organization and quality control (QC) are necessary to facilitate successful genome-wide association meta-analyses (GWAMAs) of statistics aggregated across multiple genome-wide association studies. This protocol provides guidelines for (i) organizational aspects of GWAMAs, and for (ii) QC at the study file level, the meta-level across studies and the meta-analysis output level. Real-world examples highlight issues experienced and solutions developed by the GIANT Consortium that has conducted meta-analyses including data from 125 studies comprising more than 330,000 individuals. We provide a general protocol for conducting GWAMAs and carrying out QC to minimize errors and to guarantee maximum use of the data. We also include details for the use of a powerful and flexible software package called EasyQC. Precise timings will be greatly influenced by consortium size. For consortia of comparable size to the GIANT Consortium, this protocol takes a minimum of about 10 months to complete.
- Published
- 2014
16. Defining the role of common variation in the genomic and biological architecture of adult human height
- Author
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Wood, A.R., Esko, T., Yang, J., Vedantam, S., Pers, T.H., Gustafsson, S., Chu, A.Y., Estrada, K., Luan, J., Kutalik, Z., Amin, N., Buchkovich, M.L., Croteau-Chonka, D.C., Day, F.R., Duan, Y., Fall, T., Fehrmann, R., Ferreira, T., Jackson, A.U., Karjalainen, J., Lo, K.S., Locke, A.E., Magi, R., Mihailov, E., Porcu, E., Randall, J.C., Scherag, A., Vinkhuyzen, A.A.E., Westra, H.J., Winkler, T.W., Workalemahu, T., Zhao, J.H., Absher, D., Albrecht, E., Anderson, D., Baron, J., Beekman, M., Demirkan, A., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Fraser, R.M., Goel, A., Gong, J., Justice, A.E., Kanoni, S., Kleber, M.E., Kristiansson, K., Lim, U., Lotay, V., Lui, J.C., Mangino, M., Leach, I.M., Medina-Gomez, C., Nalls, M.A., Nyholt, D.R., Palmer, C.D., Pasko, D., Pechlivanis, S., Prokopenko, I., Ried, J.S., Ripke, S., Shungin, D., Stancakova, A., Strawbridge, R.J., Sung, Y.J., Tanaka, T., Teumer, A., Trompet, S., Laan, S.W. van der, Setten, J. van, Vliet-Ostaptchouk, J.V. Van, Wang, Z., Yengo, L., Zhang, W., Afzal, U., Arnlov, J., Arscott, G.M., Bandinelli, S., Barrett, A., Bellis, C., Bennett, A.J., Berne, C., Bluher, M., Bolton, J.L., Bottcher, Y., Boyd, H.A., Bruinenberg, M., Buckley, B.M., Buyske, S., Caspersen, I.H., Chines, P.S., Clarke, R., Claudi-Boehm, S., Cooper, M., Daw, E.W., Jong, P.A. de, Deelen, J., Delgado, G., Vermeulen, S., Kiemeney, L.A., et al., Wood, A.R., Esko, T., Yang, J., Vedantam, S., Pers, T.H., Gustafsson, S., Chu, A.Y., Estrada, K., Luan, J., Kutalik, Z., Amin, N., Buchkovich, M.L., Croteau-Chonka, D.C., Day, F.R., Duan, Y., Fall, T., Fehrmann, R., Ferreira, T., Jackson, A.U., Karjalainen, J., Lo, K.S., Locke, A.E., Magi, R., Mihailov, E., Porcu, E., Randall, J.C., Scherag, A., Vinkhuyzen, A.A.E., Westra, H.J., Winkler, T.W., Workalemahu, T., Zhao, J.H., Absher, D., Albrecht, E., Anderson, D., Baron, J., Beekman, M., Demirkan, A., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Fraser, R.M., Goel, A., Gong, J., Justice, A.E., Kanoni, S., Kleber, M.E., Kristiansson, K., Lim, U., Lotay, V., Lui, J.C., Mangino, M., Leach, I.M., Medina-Gomez, C., Nalls, M.A., Nyholt, D.R., Palmer, C.D., Pasko, D., Pechlivanis, S., Prokopenko, I., Ried, J.S., Ripke, S., Shungin, D., Stancakova, A., Strawbridge, R.J., Sung, Y.J., Tanaka, T., Teumer, A., Trompet, S., Laan, S.W. van der, Setten, J. van, Vliet-Ostaptchouk, J.V. Van, Wang, Z., Yengo, L., Zhang, W., Afzal, U., Arnlov, J., Arscott, G.M., Bandinelli, S., Barrett, A., Bellis, C., Bennett, A.J., Berne, C., Bluher, M., Bolton, J.L., Bottcher, Y., Boyd, H.A., Bruinenberg, M., Buckley, B.M., Buyske, S., Caspersen, I.H., Chines, P.S., Clarke, R., Claudi-Boehm, S., Cooper, M., Daw, E.W., Jong, P.A. de, Deelen, J., Delgado, G., Vermeulen, S., Kiemeney, L.A., and et al.
- Abstract
Item does not contain fulltext, Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated approximately 2,000, approximately 3,700 and approximately 9,500 SNPs explained approximately 21%, approximately 24% and approximately 29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/beta-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
- Published
- 2014
17. Defining the role of common variation in the genomic and biological architecture of adult human height.
- Author
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Genomics (eMEMERGEGE) Consortium, MIGen Consortium, PAGEGE Consortium, LifeLines Cohort Study, Electronic Medical, Records, McCarty, CA., Starren, J., Peissig, P., Berg, R., Rasmussen, L., Linneman, J., Miller, A., Choudary, V., Chen, L., Waudby, C., Kitchner, T., Reeser, J., Fost, N., Ritchie, M., Wilke, RA., Chisholm, RL., Avila, PC., Greenland, P., Hayes, M., Kho, A., Kibbe, WA., Lemke, AA., Lowe, WL., Smith, ME., Wolf, WA., Pacheco, JA., Thompson, WK., Humowiecki, J., Law, M., Chute, C., Kullo, I., Koenig, B., de Andrade, M., Bielinski, S., Pathak, J., Savova, G., Wu, J., Henriksen, J., Ding, K., Hart, L., Palbicki, J., Larson, EB., Newton, K., Ludman, E., Spangler, L., Hart, G., Carrell, D., Jarvik, G., Crane, P., Burke, W., Fullerton, SM., Trinidad, SB., Carlson, C., Hutchinson, F., McDavid, A., Roden, DM., Clayton, E., Haines, JL., Masys, DR., Churchill, LR., Cornfield, D., Crawford, D., Darbar, D., Denny, JC., Malin, BA., Ritchie, MD., Schildcrout, JS., Xu, H., Ramirez, AH., Basford, M., Pulley, J., Alizadeh, B., de Boer RA., Boezen, HM., Bruinenberg, M., Franke, L., van der Harst, P., Hillege, HL., van der Klauw MM., Navis, G., Ormel, J., Postma, DS., Rosmalen, JG., Slaets, JP., Snieder, H., Stolk, RP., Wolffenbuttel, BH., Wijmenga, C., Kathiresan, S., Voight, BF., Purcell, S., Musunuru, K., Ardissino, D., Mannucci, PM., Anand, S., Engert, JC., Samani, NJ., Schunkert, H., Erdmann, J., Reilly, MP., Rader, DJ., Morgan, T., Spertus, JA., Stoll, M., Girelli, D., McKeown, PP., Patterson, CC., Siscovick, DS., O'Donnell, CJ., Elosua, R., Peltonen, L., Salomaa, V., Schwartz, SM., Melander, O., Altshuler, D., Merlini, PA., Berzuini, C., Bernardinelli, L., Peyvandi, F., Tubaro, M., Celli, P., Ferrario, M., Fetiveau, R., Marziliano, N., Casari, G., Galli, M., Ribichini, F., Rossi, M., Bernardi, F., Zonzin, P., Piazza, A., Yee, J., Friedlander, Y., Marrugat, J., Lucas, G., Subirana, I., Sala, J., Ramos, R., Meigs, JB., Williams, G., Nathan, DM., MacRae, CA., Havulinna, AS., Berglund, G., Voight, B., Hirschhorn, JN., Asselta, R., Duga, S., Spreafico, M., Daly, MJ., Nemesh, J., Korn, JM., McCarroll, SA., Surti, A., Guiducci, C., Gianniny, L., Mirel, D., Parkin, M., Burtt, N., Gabriel, SB., Thompson, JR., Braund, PS., Wright, BJ., Balmforth, AJ., Ball, SG., Hall, AS., Schunkert, I., Linsel-Nitschke, P., Lieb, W., Ziegler, A., König, IR., Hengstenberg, C., Fischer, M., Stark, K., Grosshennig, A., Preuss, M., Wichmann, HE., Schreiber, S., Ouwehand, W., Deloukas, P., Scholz, M., Cambien, F., Goodall, A., Li, M., Chen, Z., Wilensky, R., Matthai, W., Qasim, A., Hakonarson, HH., Devaney, J., Burnett, MS., Pichard, AD., Kent, KM., Satler, L., Lindsay, JM., Waksman, R., Knouff, CW., Waterworth, DM., Walker, MC., Mooser, V., Epstein, SE., Scheffold, T., Berger, K., Huge, A., Martinelli, N., Olivieri, O., Corrocher, R., König, I., Hólm, H., Thorleifsson, G., Thorsteinsdottir, U., Stefansson, K., Do, R., Xie, C., Siscovick, D., Matise, T., Buyske, S., Higashio, J., Williams, R., Nato, A., Ambite, JL., Deelman, E., Manolio, T., Hindorff, L., North, KE., Heiss, G., Taylor, K., Franceschini, N., Avery, C., Graff, M., Lin, D., Quibrera, M., Cochran, B., Kao, L., Umans, J., Cole, S., MacCluer, J., Person, S., Pankow, J., Gross, M., Boerwinkle, E., Fornage, M., Durda, P., Jenny, N., Patsy, B., Arnold, A., Buzkova, P., Haines, J., Murdock, D., Glenn, K., Brown-Gentry, K., Thornton-Wells, T., Dumitrescu, L., Jeff, J., Bush, WS., Mitchell, SL., Goodloe, R., Wilson, S., Boston, J., Malinowski, J., Restrepo, N., Oetjens, M., Fowke, J., Zheng, W., Spencer, K., Pendergrass, S., Le Marchand£££Loïc£££ L., Wilkens, L., Park, L., Tiirikainen, M., Kolonel, L., Lim, U., Cheng, I., Wang, H., Shohet, R., Haiman, C., Stram, D., Henderson, B., Monroe, K., Schumacher, F., Kooperberg, C., Peters, U., Anderson, G., Prentice, R., LaCroix, A., Wu, C., Carty, C., Gong, J., Rosse, S., Young, A., Haessler, J., Kocarnik, J., Lin, Y., Jackson, R., Duggan, D., Kuller, L., Wood, A.R., Esko, T., Yang, J., Vedantam, S., Pers, T.H., Gustafsson, S., Chu, A.Y., Estrada, K., Luan, J., Kutalik, Z., Amin, N., Buchkovich, M.L., Croteau-Chonka, D.C., Day, F.R., Duan, Y., Fall, T., Fehrmann, R., Ferreira, T., Jackson, A.U., Karjalainen, J., Lo, K.S., Locke, A.E., Mägi, R., Mihailov, E., Porcu, E., Randall, J.C., Scherag, A., Vinkhuyzen, A.A., Westra, H.J., Winkler, T.W., Workalemahu, T., Zhao, J.H., Absher, D., Albrecht, E., Anderson, D., Baron, J., Beekman, M., Demirkan, A., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Fraser, R.M., Goel, A., Justice, A.E., Kanoni, S., Kleber, M.E., Kristiansson, K., Lotay, V., Lui, J.C., Mangino, M., Mateo Leach, I., Medina-Gomez, C., Nalls, M.A., Nyholt, D.R., Palmer, C.D., Pasko, D., Pechlivanis, S., Prokopenko, I., Ried, J.S., Ripke, S., Shungin, D., Stancáková, A., Strawbridge, R.J., Sung, Y.J., Tanaka, T., Teumer, A., Trompet, S., van der Laan, S.W., van Setten, J., Van Vliet-Ostaptchouk, J.V., Wang, Z., Yengo, L., Zhang, W., Afzal, U., Arnlöv, J., Arscott, G.M., Bandinelli, S., Barrett, A., Bellis, C., Bennett, A.J., Berne, C., Blüher, M., Bolton, J.L., Böttcher, Y., Boyd, H.A., Buckley, B.M., Caspersen, I.H., Chines, P.S., Clarke, R., Claudi-Boehm, S., Cooper, M., Daw, E.W., De Jong, P.A., Deelen, J., Delgado, G., Denny, J.C., Dhonukshe-Rutten, R., Dimitriou, M., Doney, A.S., Dörr, M., Eklund, N., Eury, E., Folkersen, L., Garcia, M.E., Geller, F., Giedraitis, V., Go, A.S., Grallert, H., Grammer, T.B., Gräßler, J., Grönberg, H., de Groot, L.C., Groves, C.J., Hall, P., Haller, T., Hallmans, G., Hannemann, A., Hartman, C.A., Hassinen, M., Hayward, C., Heard-Costa, N.L., Helmer, Q., Hemani, G., Henders, A.K., Hillege, H.L., Hlatky, M.A., Hoffmann, W., Hoffmann, P., Holmen, O., Houwing-Duistermaat, J.J., Illig, T., Isaacs, A., James, A.L., Johansen, B., Johansson, Å., Jolley, J., Juliusdottir, T., Junttila, J., Kho, A.N., Kinnunen, L., Klopp, N., Kocher, T., Kratzer, W., Lichtner, P., Lind, L., Lindström, J., Lobbens, S., Lorentzon, M., Lu, Y., Lyssenko, V., Magnusson, P.K., Mahajan, A., Maillard, M., McArdle, W.L., McKenzie, C.A., McLachlan, S., McLaren, P.J., Menni, C., Merger, S., Milani, L., Moayyeri, A., Monda, K.L., Morken, M.A., Müller, G., Müller-Nurasyid, M., Musk, A.W., Narisu, N., Nauck, M., Nolte, I.M., Nöthen, M.M., Oozageer, L., Pilz, S., Rayner, N.W., Renstrom, F., Robertson, N.R., Rose, L.M., Roussel, R., Sanna, S., Scharnagl, H., Scholtens, S., Schumacher, F.R., Scott, R.A., Sehmi, J., Seufferlein, T., Shi, J., Silventoinen, K., Smit, J.H., Smith, A.V., Smolonska, J., Stanton, A.V., Stirrups, K., Stott, D.J., Stringham, H.M., Sundström, J., Swertz, M.A., Syvänen, A.C., Tayo, B.O., Tyrer, J.P., van Dijk, S., van Schoor, N.M., van der Velde, N., van Heemst, D., van Oort, F.V., Vermeulen, S.H., Verweij, N., Vonk, J.M., Waite, L.L., Waldenberger, M., Wennauer, R., Wilkens, L.R., Willenborg, C., Wilsgaard, T., Wojczynski, M.K., Wong, A., Wright, A.F., Zhang, Q., Arveiler, D., Bakker, S.J., Beilby, J., Bergman, R.N., Bergmann, S., Biffar, R., Blangero, J., Boomsma, D.I., Bornstein, S.R., Bovet, P., Brambilla, P., Brown, M.J., Campbell, H., Caulfield, M.J., Chakravarti, A., Collins, R., Collins, F.S., Crawford, D.C., Cupples, L.A., Danesh, J., de Faire, U., den Ruijter, H.M., Erbel, R., Eriksson, J.G., Farrall, M., Ferrannini, E., Ferrières, J., Ford, I., Forouhi, N.G., Forrester, T., Gansevoort, R.T., Gejman, P.V., Gieger, C., Golay, A., Gottesman, O., Gudnason, V., Gyllensten, U., Haas, D.W., Hall, A.S., Harris, T.B., Hattersley, A.T., Heath, A.C., Hicks, A.A., Hindorff, L.A., Hingorani, A.D., Hofman, A., Hovingh, G.K., Humphries, S.E., Hunt, S.C., Hypponen, E., Jacobs, K.B., Jarvelin, M.R., Jousilahti, P., Jula, A.M., Kaprio, J., Kastelein, J.J., Kayser, M., Kee, F., Keinanen-Kiukaanniemi, S.M., Kiemeney, L.A., Kooner, J.S., Koskinen, S., Kovacs, P., Kraja, A.T., Kumari, M., Kuusisto, J., Lakka, T.A., Langenberg, C., Le Marchand, L., Lehtimäki, T., Lupoli, S., Madden, P.A., Männistö, S., Manunta, P., Marette, A., Matise, T.C., McKnight, B., Meitinger, T., Moll, F.L., Montgomery, G.W., Morris, A.D., Morris, A.P., Murray, J.C., Nelis, M., Ohlsson, C., Oldehinkel, A.J., Ong, K.K., Ouwehand, W.H., Pasterkamp, G., Peters, A., Pramstaller, P.P., Price, J.F., Qi, L., Raitakari, O.T., Rankinen, T., Rao, D.C., Rice, T.K., Rudan, I., Samani, N.J., Saramies, J., Sarzynski, M.A., Schwarz, P.E., Sebert, S., Sever, P., Shuldiner, A.R., Sinisalo, J., Steinthorsdottir, V., Stolk, R.P., Tardif, J.C., Tönjes, A., Tremblay, A., Tremoli, E., Virtamo, J., Vohl, M.C., Amouyel, P., Asselbergs, F.W., Assimes, T.L., Bochud, M., Boehm, B.O., Bottinger, E.P., Bouchard, C., Cauchi, S., Chambers, J.C., Chanock, S.J., Cooper, R.S., de Bakker, P.I., Dedoussis, G., Ferrucci, L., Franks, P.W., Froguel, P., Groop, L.C., Haiman, C.A., Hamsten, A., Hayes, M.G., Hui, J., Hunter, D.J., Hveem, K., Jukema, J.W., Kaplan, R.C., Kivimaki, M., Kuh, D., Laakso, M., Liu, Y., Martin, N.G., März, W., Melbye, M., Moebus, S., Munroe, P.B., Njølstad, I., Oostra, B.A., Palmer, C.N., Pedersen, N.L., Perola, M., Pérusse, L., Powell, J.E., Power, C., Quertermous, T., Rauramaa, R., Reinmaa, E., Ridker, P.M., Rivadeneira, F., Rotter, J.I., Saaristo, T.E., Saleheen, D., Schlessinger, D., Slagboom, P.E., Spector, T.D., Strauch, K., Stumvoll, M., Tuomilehto, J., Uusitupa, M., Völzke, H., Walker, M., Wareham, N.J., Watkins, H., Wichmann, H.E., Wilson, J.F., Zanen, P., Heid, I.M., Lindgren, C.M., Mohlke, K.L., Speliotes, E.K., Barroso, I., Fox, C.S., North, K.E., Strachan, D.P., Beckmann, J.S., Berndt, S.I., Boehnke, M., Borecki, I.B., McCarthy, M.I., Metspalu, A., Uitterlinden, A.G., van Duijn, C.M., Willer, C.J., Price, A.L., Lettre, G., Loos, R.J., Weedon, M.N., Ingelsson, E., O'Connell, J.R., Abecasis, G.R., Chasman, D.I., Goddard, M.E., Visscher, P.M., Hirschhorn, J.N., Frayling, T.M., Genomics (eMEMERGEGE) Consortium, MIGen Consortium, PAGEGE Consortium, LifeLines Cohort Study, Electronic Medical, Records, McCarty, CA., Starren, J., Peissig, P., Berg, R., Rasmussen, L., Linneman, J., Miller, A., Choudary, V., Chen, L., Waudby, C., Kitchner, T., Reeser, J., Fost, N., Ritchie, M., Wilke, RA., Chisholm, RL., Avila, PC., Greenland, P., Hayes, M., Kho, A., Kibbe, WA., Lemke, AA., Lowe, WL., Smith, ME., Wolf, WA., Pacheco, JA., Thompson, WK., Humowiecki, J., Law, M., Chute, C., Kullo, I., Koenig, B., de Andrade, M., Bielinski, S., Pathak, J., Savova, G., Wu, J., Henriksen, J., Ding, K., Hart, L., Palbicki, J., Larson, EB., Newton, K., Ludman, E., Spangler, L., Hart, G., Carrell, D., Jarvik, G., Crane, P., Burke, W., Fullerton, SM., Trinidad, SB., Carlson, C., Hutchinson, F., McDavid, A., Roden, DM., Clayton, E., Haines, JL., Masys, DR., Churchill, LR., Cornfield, D., Crawford, D., Darbar, D., Denny, JC., Malin, BA., Ritchie, MD., Schildcrout, JS., Xu, H., Ramirez, AH., Basford, M., Pulley, J., Alizadeh, B., de Boer RA., Boezen, HM., Bruinenberg, M., Franke, L., van der Harst, P., Hillege, HL., van der Klauw MM., Navis, G., Ormel, J., Postma, DS., Rosmalen, JG., Slaets, JP., Snieder, H., Stolk, RP., Wolffenbuttel, BH., Wijmenga, C., Kathiresan, S., Voight, BF., Purcell, S., Musunuru, K., Ardissino, D., Mannucci, PM., Anand, S., Engert, JC., Samani, NJ., Schunkert, H., Erdmann, J., Reilly, MP., Rader, DJ., Morgan, T., Spertus, JA., Stoll, M., Girelli, D., McKeown, PP., Patterson, CC., Siscovick, DS., O'Donnell, CJ., Elosua, R., Peltonen, L., Salomaa, V., Schwartz, SM., Melander, O., Altshuler, D., Merlini, PA., Berzuini, C., Bernardinelli, L., Peyvandi, F., Tubaro, M., Celli, P., Ferrario, M., Fetiveau, R., Marziliano, N., Casari, G., Galli, M., Ribichini, F., Rossi, M., Bernardi, F., Zonzin, P., Piazza, A., Yee, J., Friedlander, Y., Marrugat, J., Lucas, G., Subirana, I., Sala, J., Ramos, R., Meigs, JB., Williams, G., Nathan, DM., MacRae, CA., Havulinna, AS., Berglund, G., Voight, B., Hirschhorn, JN., Asselta, R., Duga, S., Spreafico, M., Daly, MJ., Nemesh, J., Korn, JM., McCarroll, SA., Surti, A., Guiducci, C., Gianniny, L., Mirel, D., Parkin, M., Burtt, N., Gabriel, SB., Thompson, JR., Braund, PS., Wright, BJ., Balmforth, AJ., Ball, SG., Hall, AS., Schunkert, I., Linsel-Nitschke, P., Lieb, W., Ziegler, A., König, IR., Hengstenberg, C., Fischer, M., Stark, K., Grosshennig, A., Preuss, M., Wichmann, HE., Schreiber, S., Ouwehand, W., Deloukas, P., Scholz, M., Cambien, F., Goodall, A., Li, M., Chen, Z., Wilensky, R., Matthai, W., Qasim, A., Hakonarson, HH., Devaney, J., Burnett, MS., Pichard, AD., Kent, KM., Satler, L., Lindsay, JM., Waksman, R., Knouff, CW., Waterworth, DM., Walker, MC., Mooser, V., Epstein, SE., Scheffold, T., Berger, K., Huge, A., Martinelli, N., Olivieri, O., Corrocher, R., König, I., Hólm, H., Thorleifsson, G., Thorsteinsdottir, U., Stefansson, K., Do, R., Xie, C., Siscovick, D., Matise, T., Buyske, S., Higashio, J., Williams, R., Nato, A., Ambite, JL., Deelman, E., Manolio, T., Hindorff, L., North, KE., Heiss, G., Taylor, K., Franceschini, N., Avery, C., Graff, M., Lin, D., Quibrera, M., Cochran, B., Kao, L., Umans, J., Cole, S., MacCluer, J., Person, S., Pankow, J., Gross, M., Boerwinkle, E., Fornage, M., Durda, P., Jenny, N., Patsy, B., Arnold, A., Buzkova, P., Haines, J., Murdock, D., Glenn, K., Brown-Gentry, K., Thornton-Wells, T., Dumitrescu, L., Jeff, J., Bush, WS., Mitchell, SL., Goodloe, R., Wilson, S., Boston, J., Malinowski, J., Restrepo, N., Oetjens, M., Fowke, J., Zheng, W., Spencer, K., Pendergrass, S., Le Marchand£££Loïc£££ L., Wilkens, L., Park, L., Tiirikainen, M., Kolonel, L., Lim, U., Cheng, I., Wang, H., Shohet, R., Haiman, C., Stram, D., Henderson, B., Monroe, K., Schumacher, F., Kooperberg, C., Peters, U., Anderson, G., Prentice, R., LaCroix, A., Wu, C., Carty, C., Gong, J., Rosse, S., Young, A., Haessler, J., Kocarnik, J., Lin, Y., Jackson, R., Duggan, D., Kuller, L., Wood, A.R., Esko, T., Yang, J., Vedantam, S., Pers, T.H., Gustafsson, S., Chu, A.Y., Estrada, K., Luan, J., Kutalik, Z., Amin, N., Buchkovich, M.L., Croteau-Chonka, D.C., Day, F.R., Duan, Y., Fall, T., Fehrmann, R., Ferreira, T., Jackson, A.U., Karjalainen, J., Lo, K.S., Locke, A.E., Mägi, R., Mihailov, E., Porcu, E., Randall, J.C., Scherag, A., Vinkhuyzen, A.A., Westra, H.J., Winkler, T.W., Workalemahu, T., Zhao, J.H., Absher, D., Albrecht, E., Anderson, D., Baron, J., Beekman, M., Demirkan, A., Ehret, G.B., Feenstra, B., Feitosa, M.F., Fischer, K., Fraser, R.M., Goel, A., Justice, A.E., Kanoni, S., Kleber, M.E., Kristiansson, K., Lotay, V., Lui, J.C., Mangino, M., Mateo Leach, I., Medina-Gomez, C., Nalls, M.A., Nyholt, D.R., Palmer, C.D., Pasko, D., Pechlivanis, S., Prokopenko, I., Ried, J.S., Ripke, S., Shungin, D., Stancáková, A., Strawbridge, R.J., Sung, Y.J., Tanaka, T., Teumer, A., Trompet, S., van der Laan, S.W., van Setten, J., Van Vliet-Ostaptchouk, J.V., Wang, Z., Yengo, L., Zhang, W., Afzal, U., Arnlöv, J., Arscott, G.M., Bandinelli, S., Barrett, A., Bellis, C., Bennett, A.J., Berne, C., Blüher, M., Bolton, J.L., Böttcher, Y., Boyd, H.A., Buckley, B.M., Caspersen, I.H., Chines, P.S., Clarke, R., Claudi-Boehm, S., Cooper, M., Daw, E.W., De Jong, P.A., Deelen, J., Delgado, G., Denny, J.C., Dhonukshe-Rutten, R., Dimitriou, M., Doney, A.S., Dörr, M., Eklund, N., Eury, E., Folkersen, L., Garcia, M.E., Geller, F., Giedraitis, V., Go, A.S., Grallert, H., Grammer, T.B., Gräßler, J., Grönberg, H., de Groot, L.C., Groves, C.J., Hall, P., Haller, T., Hallmans, G., Hannemann, A., Hartman, C.A., Hassinen, M., Hayward, C., Heard-Costa, N.L., Helmer, Q., Hemani, G., Henders, A.K., Hillege, H.L., Hlatky, M.A., Hoffmann, W., Hoffmann, P., Holmen, O., Houwing-Duistermaat, J.J., Illig, T., Isaacs, A., James, A.L., Johansen, B., Johansson, Å., Jolley, J., Juliusdottir, T., Junttila, J., Kho, A.N., Kinnunen, L., Klopp, N., Kocher, T., Kratzer, W., Lichtner, P., Lind, L., Lindström, J., Lobbens, S., Lorentzon, M., Lu, Y., Lyssenko, V., Magnusson, P.K., Mahajan, A., Maillard, M., McArdle, W.L., McKenzie, C.A., McLachlan, S., McLaren, P.J., Menni, C., Merger, S., Milani, L., Moayyeri, A., Monda, K.L., Morken, M.A., Müller, G., Müller-Nurasyid, M., Musk, A.W., Narisu, N., Nauck, M., Nolte, I.M., Nöthen, M.M., Oozageer, L., Pilz, S., Rayner, N.W., Renstrom, F., Robertson, N.R., Rose, L.M., Roussel, R., Sanna, S., Scharnagl, H., Scholtens, S., Schumacher, F.R., Scott, R.A., Sehmi, J., Seufferlein, T., Shi, J., Silventoinen, K., Smit, J.H., Smith, A.V., Smolonska, J., Stanton, A.V., Stirrups, K., Stott, D.J., Stringham, H.M., Sundström, J., Swertz, M.A., Syvänen, A.C., Tayo, B.O., Tyrer, J.P., van Dijk, S., van Schoor, N.M., van der Velde, N., van Heemst, D., van Oort, F.V., Vermeulen, S.H., Verweij, N., Vonk, J.M., Waite, L.L., Waldenberger, M., Wennauer, R., Wilkens, L.R., Willenborg, C., Wilsgaard, T., Wojczynski, M.K., Wong, A., Wright, A.F., Zhang, Q., Arveiler, D., Bakker, S.J., Beilby, J., Bergman, R.N., Bergmann, S., Biffar, R., Blangero, J., Boomsma, D.I., Bornstein, S.R., Bovet, P., Brambilla, P., Brown, M.J., Campbell, H., Caulfield, M.J., Chakravarti, A., Collins, R., Collins, F.S., Crawford, D.C., Cupples, L.A., Danesh, J., de Faire, U., den Ruijter, H.M., Erbel, R., Eriksson, J.G., Farrall, M., Ferrannini, E., Ferrières, J., Ford, I., Forouhi, N.G., Forrester, T., Gansevoort, R.T., Gejman, P.V., Gieger, C., Golay, A., Gottesman, O., Gudnason, V., Gyllensten, U., Haas, D.W., Hall, A.S., Harris, T.B., Hattersley, A.T., Heath, A.C., Hicks, A.A., Hindorff, L.A., Hingorani, A.D., Hofman, A., Hovingh, G.K., Humphries, S.E., Hunt, S.C., Hypponen, E., Jacobs, K.B., Jarvelin, M.R., Jousilahti, P., Jula, A.M., Kaprio, J., Kastelein, J.J., Kayser, M., Kee, F., Keinanen-Kiukaanniemi, S.M., Kiemeney, L.A., Kooner, J.S., Koskinen, S., Kovacs, P., Kraja, A.T., Kumari, M., Kuusisto, J., Lakka, T.A., Langenberg, C., Le Marchand, L., Lehtimäki, T., Lupoli, S., Madden, P.A., Männistö, S., Manunta, P., Marette, A., Matise, T.C., McKnight, B., Meitinger, T., Moll, F.L., Montgomery, G.W., Morris, A.D., Morris, A.P., Murray, J.C., Nelis, M., Ohlsson, C., Oldehinkel, A.J., Ong, K.K., Ouwehand, W.H., Pasterkamp, G., Peters, A., Pramstaller, P.P., Price, J.F., Qi, L., Raitakari, O.T., Rankinen, T., Rao, D.C., Rice, T.K., Rudan, I., Samani, N.J., Saramies, J., Sarzynski, M.A., Schwarz, P.E., Sebert, S., Sever, P., Shuldiner, A.R., Sinisalo, J., Steinthorsdottir, V., Stolk, R.P., Tardif, J.C., Tönjes, A., Tremblay, A., Tremoli, E., Virtamo, J., Vohl, M.C., Amouyel, P., Asselbergs, F.W., Assimes, T.L., Bochud, M., Boehm, B.O., Bottinger, E.P., Bouchard, C., Cauchi, S., Chambers, J.C., Chanock, S.J., Cooper, R.S., de Bakker, P.I., Dedoussis, G., Ferrucci, L., Franks, P.W., Froguel, P., Groop, L.C., Haiman, C.A., Hamsten, A., Hayes, M.G., Hui, J., Hunter, D.J., Hveem, K., Jukema, J.W., Kaplan, R.C., Kivimaki, M., Kuh, D., Laakso, M., Liu, Y., Martin, N.G., März, W., Melbye, M., Moebus, S., Munroe, P.B., Njølstad, I., Oostra, B.A., Palmer, C.N., Pedersen, N.L., Perola, M., Pérusse, L., Powell, J.E., Power, C., Quertermous, T., Rauramaa, R., Reinmaa, E., Ridker, P.M., Rivadeneira, F., Rotter, J.I., Saaristo, T.E., Saleheen, D., Schlessinger, D., Slagboom, P.E., Spector, T.D., Strauch, K., Stumvoll, M., Tuomilehto, J., Uusitupa, M., Völzke, H., Walker, M., Wareham, N.J., Watkins, H., Wichmann, H.E., Wilson, J.F., Zanen, P., Heid, I.M., Lindgren, C.M., Mohlke, K.L., Speliotes, E.K., Barroso, I., Fox, C.S., North, K.E., Strachan, D.P., Beckmann, J.S., Berndt, S.I., Boehnke, M., Borecki, I.B., McCarthy, M.I., Metspalu, A., Uitterlinden, A.G., van Duijn, C.M., Willer, C.J., Price, A.L., Lettre, G., Loos, R.J., Weedon, M.N., Ingelsson, E., O'Connell, J.R., Abecasis, G.R., Chasman, D.I., Goddard, M.E., Visscher, P.M., Hirschhorn, J.N., and Frayling, T.M.
- Abstract
Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated ∼2,000, ∼3,700 and ∼9,500 SNPs explained ∼21%, ∼24% and ∼29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/β-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
- Published
- 2014
18. Sex-stratified Genome-wide Association Studies Including 270,000 Individuals Show Sexual Dimorphism in Genetic Loci for Anthropomet
- Author
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Randall, J.C. (Joshua), Winkler, T.W. (Thomas), Kutalik, Z. (Zoltán), Berndt, S.I. (Sonja), Jackson, A.U. (Anne), Monda, K.L. (Keri), Kilpeläinen, T.O. (Tuomas), Esko, T. (Tõnu), Mägi, R. (Reedik), Li, S. (Shengxu), Workalemahu, T. (Tsegaselassie), Feitosa, M.F. (Mary Furlan), Croteau-Chonka, D.C. (Damien), Day, F.R. (Felix), Fall, M. (Magnus), Ferreira, T. (Teresa), Gustafsson, S. (Stefan), Locke, A.E. (Adam), Mathieson, I. (Iain), Scherag, A. (Andre), Vedantam, S. (Sailaja), Wood, A.R. (Andrew), Liang, L. (Liming), Steinthorsdottir, V. (Valgerdur), Thorleifsson, G. (Gudmar), Dermitzakis, E.T. (Emmanouil), Dimas, A.S. (Antigone), Karpe, F. (Fredrik), Min, J. (Josine), Nicholson, G. (Ggeorge), Clegg, D.J. (Deborah), Person, A.D. (Anthony), Krohn, J.P. (Jon), Bauer, S. (Stephanie), Buechler, C. (Christa), Eisinger, F. (François), Bonnefond, A. (Amélie), Froguel, P. (Philippe), Hottenga, J.J. (Jouke Jan), Prokopenko, I. (Inga), Waite, L. (Lindsay), Harris, T.B. (Tamara), Smith, A.V. (Davey), Shuldiner, A.R. (Alan), McArdle, W.L. (Wendy), Caulfield, M. (Mark), Munroe, P. (Patricia), Grönberg, H. (Henrik), Chen, Y.D.I. (Yii-Der Ida), Li, G. (Guo), Beckmann, J.S. (Jacques), Johnson, T. (Toby), Thorsteinsdottir, U. (Unnur), Teder-Laving, M. (Maris), Khaw, K-T. (Kay-Tee), Wareham, N.J. (Nick), Zhao, J.H. (Jing Hua), Amin, N. (Najaf), Oostra, B.A. (Ben), Kraja, A. (Aldi), Province, M.A. (Mike), Cupples, L.A. (Adrienne), Heard-Costa, N.L. (Nancy), Kaprio, J. (Jaakko), Ripatti, S. (Samuli), Surakka, I. (Ida), Collins, F.S. (Francis), Saramies, J. (Jouko), Tuomilehto, J. (Jaakko), Jula, A. (Antti), Salomaa, V. (Veikko), Erdmann, J. (Jeanette), Hengstenberg, C. (Christian), Loley, C. (Christina), Schunkert, H. (Heribert), Lamina, C. (Claudia), Wichmann, H.E. (Heinz Erich), Albrecht, E. (Eva), Gieger, C. (Christian), Hicks, A.A. (Andrew), Johansson, A. (Åsa), Pramstaller, P.P. (Peter Paul), Kathiresan, S. (Sekar), Speliotes, E.K. (Elizabeth), Penninx, B.W.J.H. (Brenda), Hartikainen, A.L., Jarvelin, M.-R. (Marjo-Riitta), Gyllensten, U. (Ulf), Boomsma, D.I. (Dorret), Campbell, H. (Harry), Wilson, J.F. (James), Chanock, S.J. (Stephen), Farrall, M. (Martin), Goel, A. (Anuj), Medina-Gomez, M.C. (Carolina), Rivadeneira Ramirez, F. (Fernando), Estrada Gil, K. (Karol), Uitterlinden, A.G. (André), Hofman, A. (Albert), Zillikens, M.C. (Carola), Heijer, M. (Martin) den, Kiemeney, L.A.L.M. (Bart), Maschio, A., Hall, A.S. (Alistair), Tyrer, J.P. (Jonathan), Teumer, A. (Alexander), Völzke, H. (Henry), Kovacs, P. (Peter), Tönjes, A. (Anke), Mangino, M. (Massimo), Spector, T.D. (Timothy), Hayward, C. (Caroline), Rudan, I. (Igor), Hall, A. (Anne), Samani, N.J. (Nilesh), Attwood, A.P. (Antony), Sambrook, J.G. (Jennifer), Hung, J. (Judy), Palmer, C. (Cameron), Lokki, M.L., Sinisalo, J. (Juha), Boucher, G. (Gabrielle), Huikuri, H.V. (Heikki), Lorentzon, M. (Mattias), Ohlsson, C. (Claes), Eklund, N. (Niina), Hagen, K. (Knut), Barlassina, C. (Christina), Rivolta, C. (Carlo), Nolte, I.M. (Ilja), Snieder, H. (Harold), Klauw, M.M. (Melanie) van der, Vliet-Ostaptchouk, J.V. (Jana) van, Gejman, P.V. (Pablo), Shi, J. (Jianxin), Jacobs, K.B. (Kevin), Wang, Z. (Zhaoming), Bakker, S.J.L. (Stephan), Leach, I.M. (Irene Mateo), Navis, G. (Gerjan), Harst, P. (Pim) van der, Martin, N.G. (Nicholas), Medland, S.E. (Sarah), Montgomery, G.W. (Grant), Yang, J. (Joanna), Chasman, D.I. (Daniel), Ridker, P.M. (Paul), Rose, L.M. (Lynda), Lehtimäki, T. (Terho), Raitakari, O. (Olli), Absher, D. (Devin), Iribarren, C. (Carlos), Basart, D.C.G. (Dick), Hovingh, G.K. (Kees), Hyppönen, E. (Elina), Power, C. (Christopher), Beilby, J.P. (John), Hui, J. (Jennie), Jolley, G.J. (Jason), Sager, H. (Hendrik), Bornstein, S.R. (Stefan), Schwarz, P.E.H. (Peter), Kristiansson, K. (Kati), Perola, M. (Markus), Lindström, J. (Jaana), Swift, A.J. (Amy), Uusitupa, M. (Matti), Atalay, M. (Mustafa), Lakka, T.A. (Timo), Rauramaa, R. (Rainer), Bolton, J.L. (Jennifer), Fowkes, G. (Gerry), Fraser, R.M. (Ross), Price, J.F. (Jackie F.), Fischer, K. (Krista), KrjutÅkov, K. (Kaarel), Metspalu, A. (Andres), Mihailov, E. (Evelin), Langenberg, C. (Claudia), Luan, J., Ong, K.K. (Ken), Chines, P.S. (Peter), Keinanen-Kiukaanniemi, S. (Sirkka), Saaristo, T. (Timo), Edkins, T. (Ted), Franks, P.W. (Paul), Hallmans, G. (Göran), Shungin, D. (Dmitry), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Erbel, R. (Raimund), Moebus, S. (Susanne), Nöthen, M.M. (Markus), Pechlivanis, S. (Sonali), Hveem, K. (Kristian), Narisu, N. (Narisu), Hamsten, A. (Anders), Humphries, S.E. (Steve), Strawbridge, R.J. (Rona), Tremoli, E. (Elena), Grallert, H. (Harald), Thorand, B. (Barbara), Illig, T. (Thomas), Koenig, W. (Wolfgang), Müller-Nurasyid, M. (Martina), Peters, A. (Annette), Boehm, B.O. (Bernhard), Kleber, M.E. (Marcus), März, W. (Winfried), Winkelmann, B., Kuusisto, J. (Johanna), Laakso, M. (Markku), Arveiler, D. (Dominique), Cesana, G. (Giancarlo), Kuulasmaa, K. (Kari), Virtamo, J. (Jarmo), Yarnell, J.W.G. (John W.), Kuh, D. (Diana), Wong, A. (Andrew), Lind, L. (Lars), Faire, U. (Ulf) de, Gigante, B. (Bruna), Magnusson, P.K. (Patrik), Pedersen, N.L. (Nancy), Dedoussis, G.V. (George), Dimitriou, M. (Maria), Kolovou, G. (Genovefa), Kanoni, S. (Stavroula), Stirrups, K. (Kathy), Bonnycastle, L.L. (Lori), Njølstad, I. (Inger), Wilsgaard, T. (Tom), Ganna, A. (Andrea), Rehnberg, E. (Emil), Hingorani, A. (Aroon), Kivimaki, M. (Mika), Kumari, M. (Meena), Assimes, T.L. (Themistocles), Barroso, I.E. (Inês), Boehnke, M. (Michael), Borecki, I.B. (Ingrid), Deloukas, P. (Panagiotis), Fox, C. (Craig), Frayling, T.M. (Timothy), Groop, L. (Leif), Haritunians, T. (Talin), Hunter, D. (David), Ingelsson, E. (Erik), Kaplan, R.C. (Robert), Mohlke, K.L. (Karen), O´Connell, J.R., Schlessinger, D. (David), Strachan, D.P. (David), Zwart, J-A. (John-Anker), Duijn, C.M. (Cornelia) van, Abecasis, G.R. (Gonçalo), McCarthy, M.I. (Mark), Anderson, D. (Denise), Hirschhorn, J.N. (Joel), Qi, L. (Lu), Loos, R.J.F. (Ruth), Lindgren, C.M. (Cecilia), North, K.E. (Kari), Heid, I.M. (Iris), Randall, J.C. (Joshua), Winkler, T.W. (Thomas), Kutalik, Z. (Zoltán), Berndt, S.I. (Sonja), Jackson, A.U. (Anne), Monda, K.L. (Keri), Kilpeläinen, T.O. (Tuomas), Esko, T. (Tõnu), Mägi, R. (Reedik), Li, S. (Shengxu), Workalemahu, T. (Tsegaselassie), Feitosa, M.F. (Mary Furlan), Croteau-Chonka, D.C. (Damien), Day, F.R. (Felix), Fall, M. (Magnus), Ferreira, T. (Teresa), Gustafsson, S. (Stefan), Locke, A.E. (Adam), Mathieson, I. (Iain), Scherag, A. (Andre), Vedantam, S. (Sailaja), Wood, A.R. (Andrew), Liang, L. (Liming), Steinthorsdottir, V. (Valgerdur), Thorleifsson, G. (Gudmar), Dermitzakis, E.T. (Emmanouil), Dimas, A.S. (Antigone), Karpe, F. (Fredrik), Min, J. (Josine), Nicholson, G. (Ggeorge), Clegg, D.J. (Deborah), Person, A.D. (Anthony), Krohn, J.P. (Jon), Bauer, S. (Stephanie), Buechler, C. (Christa), Eisinger, F. (François), Bonnefond, A. (Amélie), Froguel, P. (Philippe), Hottenga, J.J. (Jouke Jan), Prokopenko, I. (Inga), Waite, L. (Lindsay), Harris, T.B. (Tamara), Smith, A.V. (Davey), Shuldiner, A.R. (Alan), McArdle, W.L. (Wendy), Caulfield, M. (Mark), Munroe, P. (Patricia), Grönberg, H. (Henrik), Chen, Y.D.I. (Yii-Der Ida), Li, G. (Guo), Beckmann, J.S. (Jacques), Johnson, T. (Toby), Thorsteinsdottir, U. (Unnur), Teder-Laving, M. (Maris), Khaw, K-T. (Kay-Tee), Wareham, N.J. (Nick), Zhao, J.H. (Jing Hua), Amin, N. (Najaf), Oostra, B.A. (Ben), Kraja, A. (Aldi), Province, M.A. (Mike), Cupples, L.A. (Adrienne), Heard-Costa, N.L. (Nancy), Kaprio, J. (Jaakko), Ripatti, S. (Samuli), Surakka, I. (Ida), Collins, F.S. (Francis), Saramies, J. (Jouko), Tuomilehto, J. (Jaakko), Jula, A. (Antti), Salomaa, V. (Veikko), Erdmann, J. (Jeanette), Hengstenberg, C. (Christian), Loley, C. (Christina), Schunkert, H. (Heribert), Lamina, C. (Claudia), Wichmann, H.E. (Heinz Erich), Albrecht, E. (Eva), Gieger, C. (Christian), Hicks, A.A. (Andrew), Johansson, A. (Åsa), Pramstaller, P.P. (Peter Paul), Kathiresan, S. (Sekar), Speliotes, E.K. (Elizabeth), Penninx, B.W.J.H. (Brenda), Hartikainen, A.L., Jarvelin, M.-R. (Marjo-Riitta), Gyllensten, U. (Ulf), Boomsma, D.I. (Dorret), Campbell, H. (Harry), Wilson, J.F. (James), Chanock, S.J. (Stephen), Farrall, M. (Martin), Goel, A. (Anuj), Medina-Gomez, M.C. (Carolina), Rivadeneira Ramirez, F. (Fernando), Estrada Gil, K. (Karol), Uitterlinden, A.G. (André), Hofman, A. (Albert), Zillikens, M.C. (Carola), Heijer, M. (Martin) den, Kiemeney, L.A.L.M. (Bart), Maschio, A., Hall, A.S. (Alistair), Tyrer, J.P. (Jonathan), Teumer, A. (Alexander), Völzke, H. (Henry), Kovacs, P. (Peter), Tönjes, A. (Anke), Mangino, M. (Massimo), Spector, T.D. (Timothy), Hayward, C. (Caroline), Rudan, I. (Igor), Hall, A. (Anne), Samani, N.J. (Nilesh), Attwood, A.P. (Antony), Sambrook, J.G. (Jennifer), Hung, J. (Judy), Palmer, C. (Cameron), Lokki, M.L., Sinisalo, J. (Juha), Boucher, G. (Gabrielle), Huikuri, H.V. (Heikki), Lorentzon, M. (Mattias), Ohlsson, C. (Claes), Eklund, N. (Niina), Hagen, K. (Knut), Barlassina, C. (Christina), Rivolta, C. (Carlo), Nolte, I.M. (Ilja), Snieder, H. (Harold), Klauw, M.M. (Melanie) van der, Vliet-Ostaptchouk, J.V. (Jana) van, Gejman, P.V. (Pablo), Shi, J. (Jianxin), Jacobs, K.B. (Kevin), Wang, Z. (Zhaoming), Bakker, S.J.L. (Stephan), Leach, I.M. (Irene Mateo), Navis, G. (Gerjan), Harst, P. (Pim) van der, Martin, N.G. (Nicholas), Medland, S.E. (Sarah), Montgomery, G.W. (Grant), Yang, J. (Joanna), Chasman, D.I. (Daniel), Ridker, P.M. (Paul), Rose, L.M. (Lynda), Lehtimäki, T. (Terho), Raitakari, O. (Olli), Absher, D. (Devin), Iribarren, C. (Carlos), Basart, D.C.G. (Dick), Hovingh, G.K. (Kees), Hyppönen, E. (Elina), Power, C. (Christopher), Beilby, J.P. (John), Hui, J. (Jennie), Jolley, G.J. (Jason), Sager, H. (Hendrik), Bornstein, S.R. (Stefan), Schwarz, P.E.H. (Peter), Kristiansson, K. (Kati), Perola, M. (Markus), Lindström, J. (Jaana), Swift, A.J. (Amy), Uusitupa, M. (Matti), Atalay, M. (Mustafa), Lakka, T.A. (Timo), Rauramaa, R. (Rainer), Bolton, J.L. (Jennifer), Fowkes, G. (Gerry), Fraser, R.M. (Ross), Price, J.F. (Jackie F.), Fischer, K. (Krista), KrjutÅkov, K. (Kaarel), Metspalu, A. (Andres), Mihailov, E. (Evelin), Langenberg, C. (Claudia), Luan, J., Ong, K.K. (Ken), Chines, P.S. (Peter), Keinanen-Kiukaanniemi, S. (Sirkka), Saaristo, T. (Timo), Edkins, T. (Ted), Franks, P.W. (Paul), Hallmans, G. (Göran), Shungin, D. (Dmitry), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Erbel, R. (Raimund), Moebus, S. (Susanne), Nöthen, M.M. (Markus), Pechlivanis, S. (Sonali), Hveem, K. (Kristian), Narisu, N. (Narisu), Hamsten, A. (Anders), Humphries, S.E. (Steve), Strawbridge, R.J. (Rona), Tremoli, E. (Elena), Grallert, H. (Harald), Thorand, B. (Barbara), Illig, T. (Thomas), Koenig, W. (Wolfgang), Müller-Nurasyid, M. (Martina), Peters, A. (Annette), Boehm, B.O. (Bernhard), Kleber, M.E. (Marcus), März, W. (Winfried), Winkelmann, B., Kuusisto, J. (Johanna), Laakso, M. (Markku), Arveiler, D. (Dominique), Cesana, G. (Giancarlo), Kuulasmaa, K. (Kari), Virtamo, J. (Jarmo), Yarnell, J.W.G. (John W.), Kuh, D. (Diana), Wong, A. (Andrew), Lind, L. (Lars), Faire, U. (Ulf) de, Gigante, B. (Bruna), Magnusson, P.K. (Patrik), Pedersen, N.L. (Nancy), Dedoussis, G.V. (George), Dimitriou, M. (Maria), Kolovou, G. (Genovefa), Kanoni, S. (Stavroula), Stirrups, K. (Kathy), Bonnycastle, L.L. (Lori), Njølstad, I. (Inger), Wilsgaard, T. (Tom), Ganna, A. (Andrea), Rehnberg, E. (Emil), Hingorani, A. (Aroon), Kivimaki, M. (Mika), Kumari, M. (Meena), Assimes, T.L. (Themistocles), Barroso, I.E. (Inês), Boehnke, M. (Michael), Borecki, I.B. (Ingrid), Deloukas, P. (Panagiotis), Fox, C. (Craig), Frayling, T.M. (Timothy), Groop, L. (Leif), Haritunians, T. (Talin), Hunter, D. (David), Ingelsson, E. (Erik), Kaplan, R.C. (Robert), Mohlke, K.L. (Karen), O´Connell, J.R., Schlessinger, D. (David), Strachan, D.P. (David), Zwart, J-A. (John-Anker), Duijn, C.M. (Cornelia) van, Abecasis, G.R. (Gonçalo), McCarthy, M.I. (Mark), Anderson, D. (Denise), Hirschhorn, J.N. (Joel), Qi, L. (Lu), Loos, R.J.F. (Ruth), Lindgren, C.M. (Cecilia), North, K.E. (Kari), and Heid, I.M. (Iris)
- Published
- 2013
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19. Fine-mapping type 2 diabetes loci to single-variant resolution using high-density imputation and islet-specific epigenome maps
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Nano, J., Kuusisto, J., Lindgren, C.M., Hansen, T., Scott, R.A., Franco, O.H., Chambers, J.C., Eckardt, K.-U., Peters, A., Fischer, K., Yengo, L., M��gi, R., Thorand, B., Wareham, N.J., Nadkarni, G., K��ttgen, A., Meigs, J.B., Dedoussis, G., Froguel, P., Petty, L.E., J��rgensen, M.E., Laakso, M., Metspalu, A., Bowden, D.W., Strauch, K., Rotter, J.I., Bennett, A.J., Ingelsson, E., Lecoeur, C., Schmidt, E.M., Palmer, C.N.A., Thorsteinsdottir, U., Torres, J.M., Mahajan, A., Taliun, D., Witte, D.R., Meitinger, T., Peyser, P.A., Frayling, T.M., Ligthart, S., Canouil, M., L��ll, K., Guo, X., Thurner, M., Taylor, K.D., Wuttke, M., Luan, J., Zhang, W., Sch��nherr, S., Pankow, J.S., Christensen, C., Sarnowski, C., Payne, A.J., Jukema, J.W., Brandslund, I., Sattar, N., Kim, Y.J., Mamakou, V., Stefansson, K., Morris, A.D., Gieger, C., Preuss, M.H., Collins, F.S., Linneberg, A., Grarup, N., Lind, L., Langenberg, C., Bielak, L.F., Ingelsson, M., Kronenberg, F., Cook, J.P., Giedraitis, V., Zeggini, E., Nylander, V., Gloyn, A.L., Morris, A.P., Kriebel, J., Bottinger, E.P., Locke, A.E., Hackinger, S., McCarthy, M.I., Grallert, H., Schurmann, C., Brummett, C.M., Bork-Jensen, J., Ntalla, I., Trompet, S., Ng, M.C.Y., Loos, R.J.F., Rayner, N.W., Hattersley, A.T., J��rgensen, T., Marchini, J., Steinthorsdottir, V., Prins, B.P., Dupuis, J., Dehghan, A., Below, J.E., Sim, X., Lyssenko, V., Tuomilehto, J., Abecasis, G.R., Ikram, M.A., Pedersen, O., Stan����kov��, A., Liu, C.-T., Robertson, N.R., Herder, C., Florez, J.C., Kardia, S.L.R., Mohlke, K.L., Groop, L., Thorleifsson, G., Boehnke, M., and Ford, I.
- Subjects
endocrine system diseases ,3. Good health - Abstract
We expanded GWAS discovery for type 2 diabetes (T2D) by combining data from 898,130 European-descent individuals (9% cases), after imputation to high-density reference panels. With these data, we (i) extend the inventory of T2D-risk variants (243 loci, 135 newly implicated in T2D predisposition, comprising 403 distinct association signals); (ii) enrich discovery of lower-frequency risk alleles (80 index variants with minor allele frequency 2); (iii) substantially improve fine-mapping of causal variants (at 51 signals, one variant accounted for >80% posterior probability of association (PPA)); (iv) extend fine-mapping through integration of tissue-specific epigenomic information (islet regulatory annotations extend the number of variants with PPA >80% to 73); (v) highlight validated therapeutic targets (18 genes with associations attributable to coding variants); and (vi) demonstrate enhanced potential for clinical translation (genome-wide chip heritability explains 18% of T2D risk; individuals in the extremes of a T2D polygenic risk score differ more than ninefold in prevalence).
20. Colocalization of GWAS and eQTL signals at loci with multiple signals identifies additional candidate genes for body fat distribution
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Boehnke, M., Wu, Y., Collins, F.S., Ko, A., He, A., Tilford, C., Raulerson, C.K., Stringham, H.M., Fuchsberger, C., Mohlke, K.L., Civelek, M., Narisu, N., Jackson, A.U., Pan, C., Scott, L.J., Locke, A.E., Broadaway, K.A., Kuusisto, J., Pajukanta, P., Laakso, M., and Lusis, A.J.
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2. Zero hunger - Abstract
Integration of genome-wide association study (GWAS) signals with expression quantitative trait loci (eQTL) studies enables identification of candidate genes. However, evaluating whether nearby signals may share causal variants, termed colocalization, is affected by the presence of allelic heterogeneity, different variants at the same locus impacting the same phenotype. We previously identified eQTL in subcutaneous adipose tissue from 770 participants in the Metabolic Syndrome in Men (METSIM) study and detected 15 eQTL signals that colocalized with GWAS signals for waist-hip ratio adjusted for body mass index (WHRadjBMI) from the Genetic Investigation of Anthropometric Traits consortium. Here, we reevaluated evidence of colocalization using two approaches, conditional analysis and the Bayesian test COLOC, and show that providing COLOC with approximate conditional summary statistics at multi-signal GWAS loci can reconcile disagreements in colocalization classification between the two tests. Next, we performed conditional analysis on the METSIM subcutaneous adipose tissue data to identify conditionally distinct or secondary eQTL signals. We used the two approaches to test for colocalization with WHRadjBMI GWAS signals and evaluated the differences in colocalization classification between the two tests. Through these analyses, we identified four GWAS signals colocalized with secondary eQTL signals for FAM13A, SSR3, GRB14 and FMO1. Thus, at loci with multiple eQTL and/or GWAS signals, analyzing each signal independently enabled additional candidate genes to be identified.
21. Defining the role of common variation in the genomic and biological architecture of adult human height
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Wood, Ar, Esko, T, Yang, J, Vedantam, S, Pers, Th, Gustafsson, S, Chu, Ay, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, Ml, Croteau Chonka DC, Day, Fr, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, Au, Karjalainen, J, Lo, Ks, Locke, Ae, Mägi, R, Mihailov, E, Porcu, E, Randall, Jc, Scherag, A, Vinkhuyzen, Aa, Westra, Hj, Winkler, Tw, Workalemahu, T, Zhao, Jh, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, Gb, Feenstra, B, Feitosa, Mf, Fischer, K, Fraser, Rm, Goel, A, Gong, J, Justice, Ae, Kanoni, S, Kleber, Me, Kristiansson, K, Lim, U, Lotay, V, Lui, Jc, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, Ma, Nyholt, Dr, Palmer, Cd, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, Js, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, Rj, Sung, Yj, Tanaka, T, Teumer, A, Trompet, S, van der Laan SW, van Setten, J, Van Vliet Ostaptchouk JV, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Arnlöv, J, Arscott, Gm, Bandinelli, S, Barrett, A, Bellis, C, Bennett, Aj, Berne, C, Blüher, M, Bolton, Jl, Böttcher, Y, Boyd, Ha, Bruinenberg, M, Buckley, Bm, Buyske, S, Caspersen, Ih, Chines, Ps, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, Ew, De Jong PA, Deelen, J, Delgado, G, Denny, Jc, Dhonukshe Rutten, R, Dimitriou, M, Doney, As, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, Me, Geller, F, Giedraitis, V, Go, As, Grallert, H, Grammer, Tb, Gräßler, J, Grönberg, H, de Groot LC, Groves, Cj, Haessler, J, Hall, P, Haller, T, Hallmans, G, Hannemann, A, Hartman, Ca, Hassinen, M, Hayward, C, Heard Costa NL, Helmer, Q, Hemani, G, Henders, Ak, Hillege, Hl, Hlatky, Ma, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat JJ, Illig, T, Isaacs, A, James, Al, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, An, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, Pk, Mahajan, A, Maillard, M, Mcardle, Wl, Mckenzie, Ca, Mclachlan, S, Mclaren, Pj, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, Kl, Morken, Ma, Müller, G, Müller Nurasyid, M, Musk, Aw, Narisu, N, Nauck, M, Nolte, Im, Nöthen, Mm, Oozageer, L, Pilz, S, Rayner, Nw, Renstrom, F, Robertson, Nr, Rose, Lm, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, Fr, Schunkert, H, Scott, Ra, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, Jh, Smith, Av, Smolonska, J, Stanton, Av, Stirrups, K, Stott, Dj, Stringham, Hm, Sundström, J, Swertz, Ma, Syvänen, Ac, Tayo, Bo, Thorleifsson, G, Tyrer, Jp, van Dijk, S, van Schoor NM, van der Velde, N, van Heemst, D, van Oort FV, Vermeulen, Sh, Verweij, N, Vonk, Jm, Waite, Ll, Waldenberger, M, Wennauer, R, Wilkens, Lr, Willenborg, C, Wilsgaard, T, Wojczynski, Mk, Wong, A, Wright, Af, Zhang, Q, Arveiler, D, Bakker, Sj, Beilby, J, Bergman, Rn, Bergmann, S, Biffar, R, Blangero, J, Boomsma, Di, Bornstein, Sr, Bovet, P, Brambilla, P, Brown, Mj, Campbell, H, Caulfield, Mj, Chakravarti, A, Collins, R, Collins, Fs, Crawford, Dc, Cupples, La, Danesh, J, de Faire, U, den Ruijter HM, Erbel, R, Erdmann, J, Eriksson, Jg, Farrall, M, Ferrannini, Eleuterio, Ferrières, J, Ford, I, Forouhi, Ng, Forrester, T, Gansevoort, Rt, Gejman, Pv, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, Dw, Hall, As, Harris, Tb, Hattersley, At, Heath, Ac, Hengstenberg, C, Hicks, Aa, Hindorff, La, Hingorani, Ad, Hofman, A, Hovingh, Gk, Humphries, Se, Hunt, Sc, Hypponen, E, Jacobs, Kb, Jarvelin, Mr, Jousilahti, P, Jula, Am, Kaprio, J, Kastelein, Jj, Kayser, M, Kee, F, Keinanen Kiukaanniemi SM, Kiemeney, La, Kooner, Js, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, At, Kumari, M, Kuusisto, J, Lakka, Ta, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, Pa, Männistö, S, Manunta, P, Marette, A, Matise, Tc, Mcknight, B, Meitinger, T, Moll, Fl, Montgomery, Gw, Morris, Ad, Morris, Ap, Murray, Jc, Nelis, M, Ohlsson, C, Oldehinkel, Aj, Ong, Kk, Ouwehand, Wh, Pasterkamp, G, Peters, A, Pramstaller, Pp, Price, Jf, Qi, L, Raitakari, Ot, Rankinen, T, Rao, Dc, Rice, Tk, Ritchie, M, Rudan, I, Salomaa, V, Samani, Nj, Saramies, J, Sarzynski, Ma, Schwarz, Pe, Sebert, S, Sever, P, Shuldiner, Ar, Sinisalo, J, Steinthorsdottir, V, Stolk, Rp, Tardif, Jc, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, Mc, Electronic Medical Records, Genomics, Consortium, Migen, Consortium, Pagege, Consortium, LifeLines Cohort Study, Amouyel, P, Asselbergs, Fw, Assimes, Tl, Bochud, M, Boehm, Bo, Boerwinkle, E, Bottinger, Ep, Bouchard, C, Cauchi, S, Chambers, Jc, Chanock, Sj, Cooper, Rs, de Bakker PI, Dedoussis, G, Ferrucci, L, Franks, Pw, Froguel, P, Groop, Lc, Haiman, Ca, Hamsten, A, Hayes, Mg, Hui, J, Hunter, Dj, Hveem, K, Jukema, Jw, Kaplan, Rc, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, Ng, März, W, Melbye, M, Moebus, S, Munroe, Pb, Njølstad, I, Oostra, Ba, Palmer, Cn, Pedersen, Nl, Perola, M, Pérusse, L, Peters, U, Powell, Je, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, Pm, Rivadeneira, F, Rotter, Ji, Saaristo, Te, Saleheen, D, Schlessinger, D, Slagboom, Pe, Snieder, H, Spector, Td, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, van der Harst, P, Völzke, H, Walker, M, Wareham, Nj, Watkins, H, Wichmann, He, Wilson, Jf, Zanen, P, Deloukas, P, Heid, Im, Lindgren, Cm, Mohlke, Kl, Speliotes, Ek, Thorsteinsdottir, U, Barroso, I, Fox, Cs, North, Ke, Strachan, Dp, Beckmann, Js, Berndt, Si, Boehnke, M, Borecki, Ib, Mccarthy, Mi, Metspalu, A, Stefansson, K, Uitterlinden, Ag, van Duijn CM, Franke, L, Willer, Cj, Price, Al, Lettre, G, Loos, Rj, Weedon, Mn, Ingelsson, E, O'Connell, Jr, Abecasis, Gr, Chasman, Di, Goddard, Me, Visscher, Pm, Hirschhorn, Jn, Frayling, T. M., Isotope Research, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Damage and Repair in Cancer Development and Cancer Treatment (DARE), Guided Treatment in Optimal Selected Cancer Patients (GUTS), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Groningen Research Institute for Asthma and COPD (GRIAC), Center for Liver, Digestive and Metabolic Diseases (CLDM), Stem Cell Aging Leukemia and Lymphoma (SALL), Ehret, Georg Benedikt, Wood, A, Esko, T, Yang, J, Vedantam, S, Pers, T, Gustafsson, S, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, A, Karjalainen, J, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Westra, H, Winkler, T, Workalemahu, T, Zhao, J, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, G, Feenstra, B, Feitosa, M, Fischer, K, Fraser, R, Goel, A, Gong, J, Justice, A, Kanoni, S, Kleber, M, Kristiansson, K, Lim, U, Lotay, V, Lui, J, Mangino, M, Leach, I, Medina Gomez, C, Nalls, M, Nyholt, D, Palmer, C, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, J, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, R, Sung, Y, Tanaka, T, Teumer, A, Trompet, S, Van Der Laan, S, Van Setten, J, Van Vliet Ostaptchouk, J, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Ärnlöv, J, Arscott, G, Bandinelli, S, Barrett, A, Bellis, C, Bennett, A, Berne, C, Blüher, M, Bolton, J, Böttcher, Y, Boyd, H, Bruinenberg, M, Buckley, B, Buyske, S, Caspersen, I, Chines, P, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, E, De Jong, P, Deelen, J, Delgado, G, Denny, J, Dhonukshe Rutten, R, Dimitriou, M, Doney, A, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, M, Geller, F, Giedraitis, V, Go, A, Grallert, H, Grammer, T, Gräßler, J, Grönberg, H, De Groot, L, Groves, C, Haessler, J, Hall, P, Haller, T, Hallmans, G, Hannemann, A, Hartman, C, Hassinen, M, Hayward, C, Heard Costa, N, Helmer, Q, Hemani, G, Henders, A, Hillege, H, Hlatky, M, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat, J, Illig, T, Isaacs, A, James, A, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, A, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, P, Mahajan, A, Maillard, M, Mcardle, W, Mckenzie, C, Mclachlan, S, Mclaren, P, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, K, Morken, M, Müller, G, Müller Nurasyid, M, Musk, A, Narisu, N, Nauck, M, Nolte, I, Nöthen, M, Oozageer, L, Pilz, S, Rayner, N, Renstrom, F, Robertson, N, Rose, L, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, F, Schunkert, H, Scott, R, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, J, Smith, A, Smolonska, J, Stanton, A, Stirrups, K, Stott, D, Stringham, H, Sundström, J, Swertz, M, Syvänen, A, Tayo, B, Thorleifsson, G, Tyrer, J, Van Dijk, S, Van Schoor, N, Van Der Velde, N, Van Heemst, D, Van Oort, F, Vermeulen, S, Verweij, N, Vonk, J, Waite, L, Waldenberger, M, Wennauer, R, Wilkens, L, Willenborg, C, Wilsgaard, T, Wojczynski, M, Wong, A, Wright, A, Zhang, Q, Arveiler, D, Bakker, S, Beilby, J, Bergman, R, Bergmann, S, Biffar, R, Blangero, J, Boomsma, D, Bornstein, S, Bovet, P, Brambilla, P, Brown, M, Campbell, H, Caulfield, M, Chakravarti, A, Collins, R, Collins, F, Crawford, D, Cupples, L, Danesh, J, De Faire, U, Den Ruijter, H, Erbel, R, Erdmann, J, Eriksson, J, Farrall, M, Ferrannini, E, Ferrières, J, Ford, I, Forouhi, N, Forrester, T, Gansevoort, R, Gejman, P, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, D, Hall, A, Harris, T, Hattersley, A, Heath, A, Hengstenberg, C, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Hovingh, G, Humphries, S, Hunt, S, 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Ferrucci, L, Franks, P, Froguel, P, Groop, L, Haiman, C, Hamsten, A, Hayes, M, Hui, J, Hunter, D, Hveem, K, Jukema, J, Kaplan, R, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, N, März, W, Melbye, M, Moebus, S, Munroe, P, Njølstad, I, Oostra, B, Pedersen, N, Perola, M, Pérusse, L, Peters, U, Powell, J, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, P, Rivadeneira, F, Rotter, J, Saaristo, T, Saleheen, D, Schlessinger, D, Slagboom, P, Snieder, H, Spector, T, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, Van Der Harst, P, Völzke, H, Walker, M, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Zanen, P, Deloukas, P, Heid, I, Lindgren, C, Mohlke, K, Speliotes, E, Thorsteinsdottir, U, Barroso, I, Fox, C, North, K, Strachan, D, Beckmann, J, Berndt, S, Boehnke, M, Borecki, I, Mccarthy, M, Metspalu, A, Stefansson, K, Uitterlinden, A, Van Duijn, C, Franke, L, Willer, C, Price, A, Lettre, G, Loos, R, Weedon, M, Ingelsson, E, O'Connell, J, Abecasis, G, Chasman, D, Goddard, M, 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Hirschhorn, Jn, Frayling, Tm, Epidemiology, Surgery, Public Health, Internal Medicine, Erasmus MC other, Genetic Identification, Child and Adolescent Psychiatry / Psychology, Clinical Genetics, Biological Psychology, AIMMS, Functional Genomics, EMGO+ - Lifestyle, Overweight and Diabetes, Wood, AR, Vadantam, S, Hypponen, Elina, Frayling, TM, Wood A.R., Esko T., Yang J., Vedantam S., Pers T.H., Gustafsson S., Chu A.Y., Estrada K., Luan J., Kutalik Z., Amin N., Buchkovich M.L., Croteau-Chonka D.C., Day F.R., Duan Y., Fall T., Fehrmann R., Ferreira T., Jackson A.U., Karjalainen J., Lo K.S., Locke A.E., Magi R., Mihailov E., Porcu E., Randall J.C., Scherag A., Vinkhuyzen A.A.E., Westra H.-J., Winkler T.W., Workalemahu T., Zhao J.H., Absher D., Albrecht E., Anderson D., Baron J., Beekman M., Demirkan A., Ehret G.B., Feenstra B., Feitosa M.F., Fischer K., Fraser R.M., Goel A., Gong J., Justice A.E., Kanoni S., Kleber M.E., Kristiansson K., Lim U., Lotay V., Lui J.C., Mangino M., Leach I.M., 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P.I.W., Dedoussis G., Ferrucci L., Franks P.W., Froguel P., Groop L.C., Haiman C.A., Hamsten A., Hayes M.G., Hui J., Hunter D.J., Hveem K., Jukema J.W., Kaplan R.C., Kivimaki M., Kuh D., Laakso M., Liu Y., Martin N.G., Marz W., Melbye M., Moebus S., Munroe P.B., Njolstad I., Oostra B.A., Palmer C.N.A., Pedersen N.L., Perola M., Perusse L., Peters U., Powell J.E., Power C., Quertermous T., Rauramaa R., Reinmaa E., Ridker P.M., Rivadeneira F., Rotter J.I., Saaristo T.E., Saleheen D., Schlessinger D., Slagboom P.E., Snieder H., Spector T.D., Strauch K., Stumvoll M., Tuomilehto J., Uusitupa M., Van Der Harst P., Volzke H., Walker M., Wareham N.J., Watkins H., Wichmann H.-E., Wilson J.F., Zanen P., Deloukas P., Heid I.M., Lindgren C.M., Mohlke K.L., Speliotes E.K., Thorsteinsdottir U., Barroso I., Fox C.S., North K.E., Strachan D.P., Beckmann J.S., Berndt S.I., Boehnke M., Borecki I.B., McCarthy M.I., Metspalu A., Stefansson K., Uitterlinden A.G., Van Duijn C.M., Franke L., Willer C.J., Price A.L., Lettre G., Loos R.J.F., Weedon M.N., Ingelsson E., O'Connell J.R., Abecasis G.R., Chasman D.I., Goddard M.E., Visscher P.M., Hirschhorn J.N., and Frayling T.M.
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Netherlands Twin Register (NTR) ,BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA ,Electronic Medical Records and Genomics (eMEMERGEGE) Consortium ,Medizin ,Genome-wide association study ,Adult ,Analysis of Variance ,Body Height/genetics ,European Continental Ancestry Group/genetics ,Genetic Variation/genetics ,Genetics, Population ,Genome-Wide Association Study/methods ,Humans ,Oligonucleotide Array Sequence Analysis ,Polymorphism, Single Nucleotide/genetics ,heritability ,0302 clinical medicine ,Genome-wide ,SNPS ,snps ,Genetics & Heredity ,ddc:616 ,Genetics ,Medical And Health Sciences ,0303 health sciences ,education.field_of_study ,variants ,GENETIC-VARIATION ,Biological Sciences ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,body height ,genetic-variation ,Life Sciences & Biomedicine ,Single Nucleotide/genetics ,Human ,European Continental Ancestry Group ,Population ,Single-nucleotide polymorphism ,Biology ,Polymorphism, Single Nucleotide ,Article ,White People ,NO ,complex traits ,03 medical and health sciences ,Genetic variation ,heritability, adult, height ,Polymorphism ,Human height ,PAGEGE Consortium ,education ,Gene ,VLAG ,030304 developmental biology ,Global Nutrition ,Wereldvoeding ,genome-wide association study ,Science & Technology ,Whites ,Oligonucleotide Array Sequence Analysi ,MUTATIONS ,COMPLEX TRAITS ,ta1184 ,Klinisk medicin ,population genetics ,Genetic Variation ,Heritability ,ta3121 ,mutations ,Genetic architecture ,Body Height ,genetic variation ,MIGen Consortium ,Inflammatory diseases Radboud Institute for Health Sciences [Radboudumc 5] ,Clinical Medicine ,030217 neurology & neurosurgery ,height ,LifeLines Cohort Study ,Developmental Biology ,Genome-Wide Association Study - Abstract
Item does not contain fulltext Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated approximately 2,000, approximately 3,700 and approximately 9,500 SNPs explained approximately 21%, approximately 24% and approximately 29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/beta-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
- Published
- 2014
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