The genetic architectures of common, complex diseases are largely uncharacterized. We modeled the genetic architecture underlying genome-wide association study (GWAS) data for rheumatoid arthritis and developed a new method using polygenic risk-score analyses to infer the total liability-scale variance explained by associated GWAS SNPs. Using this method, we estimated that, together, thousands of SNPs from rheumatoid arthritis GWAS explain an additional 20% of disease risk (excluding known associated loci). We further tested this method on datasets for three additional diseases and obtained comparable estimates for celiac disease (43% excluding the major histocompatibility complex), myocardial infarction and coronary artery disease (48%) and type 2 diabetes (49%). Our results are consistent with simulated genetic models in which hundreds of associated loci harbor common causal variants and a smaller number of loci harbor multiple rare causal variants. These analyses suggest that GWAS will continue to be highly productive for the discovery of additional susceptibility loci for common diseases

Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis / E.A. Stahl, D. Wegmann, G. Trynka, J. Gutierrez-Achury, B.F. Do R, Voight, P. Kraft, R. Chen, H.J. Kallberg, F.A. Kurreeman, S. Kathiresan, C. Wijmenga, P.K. Gregersen, L. Alfredsson, K.A. Siminovitch, J. Worthington, P.I. de Bakker, S. Raychaudhuri, R.M. Plenge, B.F. Voight, L.J. Scott, V. Steinthorsdottir, A.P. Morris, C. Dina, R.P. Welch, E. Zeggini, C. Huth, Y.S. Aulchenko, G. Thorleifsson, L.J. McCulloch, T. Ferreira, H. Grallert, N. Amin, G. Wu, C.J. Willer, S. Raychaudhuri, S.A. McCarroll, C. Langenberg, O.M. Hofmann, J. Dupuis, L. Qi, A.V. Segrè, M. van Hoek, P. Navarro, K. Ardlie, B. Balkau, R. Benediktsson, A.J. Bennett, R. Blagieva, E. Boerwinkle, L.L. Bonnycastle, K.B. Boström, B. Bravenboer, S. Bumpstead, N.P. Burtt, G. Charpentier, P.S. Chines, M. Cornelis, D.J. Couper, G. Crawford, A.S. Doney, K.S. Elliott, A.L. Elliott, M.R. Erdos, C.S. Fox, C.S. Franklin, M. Ganser, C. Gieger, N. Grarup, T. Green, S. Griffin, C.J. Groves, C. Guiducci, S. Hadjadj, N. Hassanali, C. Herder, B. Isomaa, A.U. Jackson, P.R. Johnson, T. Jørgensen, W.H. Kao, N. Klopp, A. Kong, P. Kraft, J. Kuusisto, T. Lauritzen, M. Li, A. Lieverse, C.M. Lindgren, V. Lyssenko, M. Marre, T. Meitinger, K. Midthjell, M.A. Morken, N. Narisu, P. Nilsson, K.R. Owen, F. Payne, J.R. Perry, A.K. Petersen, C. Platou, C. Proença, I. Prokopenko, W. Rathmann, N.W. Rayner, N.R. Robertson, G. Rocheleau, M. Roden, M.J. Sampson, R. Saxena, B.M. Shields, P. Shrader, G. Sigurdsson, T. Sparsø, K. Strassburger, H.M. Stringham, Q. Sun, A.J. Swift, B. Thorand, J. Tichet, T. Tuomi, R.M. van Dam, T.W. van Haeften, T. van Herpt, J.V. van Vliet-Ostaptchouk, G.B. Walters, M.N. Weedon, C. Wijmenga, J. Witteman, R.N. Bergman, S. Cauchi, F.S. Collins, A.L. Gloyn, U. Gyllensten, T. Hansen, W.A. Hide, G.A. Hitman, A. Hofman, D.J. Hunter, K. Hveem, M. Laakso, K.L. Mohlke, A.D. Morris, C.N. Palmer, P.P. Pramstaller, I. Rudan, E. Sijbrands, L.D. Stein, J. Tuomilehto, A. Uitterlinden, M. Walker, N.J. Wareham, R.M. Watanabe, G.R. Abecasis, B.O. Boehm, H. Campbell, M.J. Daly, A.T. Hattersley, F.B. Hu, J.B. Meigs, J.S. Pankow, O. Pedersen, H.E. Wichmann, I. Barroso, J.C. Florez, T.M. Frayling, L. Groop, R. Sladek, U. Thorsteinsdottir, J.F. Wilson, T. Illig, P. Froguel, C.M. van Duijn, K. Stefansson, D. Altshuler, M. Boehnke, M.I. McCarthy, S. Kathiresan, J.B. Meigs, G. Williams, D.M. Nathan, C.A. MacRae, C.J. O'Donnell, D. Ardissino, P.A. Merlini, C. Berzuini, L. Bernardinelli, F. Peyvandi, M. Tubaro, P. Celli, M. Ferrario, R. Fetiveau, N. Marziliano, G. Casari, M. Galli, F. Ribichini, M. Rossi, F. Bernardi, P. Zonzin, A. Piazza, P.M. Mannucci, S.M. Schwartz, D.S. Siscovick, J. Yee, Y. Friedlander, R. Elosua, J. Marrugat, G. Lucas, I. Subirana, J. Sala, R. Ramos, V. Salomaa, A.S. Havulinna, L. Peltonen, O. Melander, G. Berglund, B.F. Voight, S. Kathiresan, J.N. Hirschhorn, R. Asselta, S. Duga, M. Spreafico, K. Musunuru, M.J. Daly, S. Purcell, S.M. Schwartz, J. Yee, S. Kathiresan, G. Lucas, I. Subirana, R. Elosua, A. Surti, C. Guiducci, L. Gianniny, D. Mirel, M. Parkin, N. Burtt, S.B. Gabriel. - In: NATURE GENETICS. - ISSN 1061-4036. - 44:5(2012 Mar 25), pp. 483-489. [10.1038/ng.2232]

Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis

F. Peyvandi;P.M. Mannucci;R. Asselta;S. Duga;M. Spreafico;
2012

Abstract

The genetic architectures of common, complex diseases are largely uncharacterized. We modeled the genetic architecture underlying genome-wide association study (GWAS) data for rheumatoid arthritis and developed a new method using polygenic risk-score analyses to infer the total liability-scale variance explained by associated GWAS SNPs. Using this method, we estimated that, together, thousands of SNPs from rheumatoid arthritis GWAS explain an additional 20% of disease risk (excluding known associated loci). We further tested this method on datasets for three additional diseases and obtained comparable estimates for celiac disease (43% excluding the major histocompatibility complex), myocardial infarction and coronary artery disease (48%) and type 2 diabetes (49%). Our results are consistent with simulated genetic models in which hundreds of associated loci harbor common causal variants and a smaller number of loci harbor multiple rare causal variants. These analyses suggest that GWAS will continue to be highly productive for the discovery of additional susceptibility loci for common diseases
English
Settore MED/09 - Medicina Interna
Articolo
Esperti anonimi
25-mar-2012
44
5
483
489
Pubblicato
Periodico con rilevanza internazionale
info:eu-repo/semantics/article
Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis / E.A. Stahl, D. Wegmann, G. Trynka, J. Gutierrez-Achury, B.F. Do R, Voight, P. Kraft, R. Chen, H.J. Kallberg, F.A. Kurreeman, S. Kathiresan, C. Wijmenga, P.K. Gregersen, L. Alfredsson, K.A. Siminovitch, J. Worthington, P.I. de Bakker, S. Raychaudhuri, R.M. Plenge, B.F. Voight, L.J. Scott, V. Steinthorsdottir, A.P. Morris, C. Dina, R.P. Welch, E. Zeggini, C. Huth, Y.S. Aulchenko, G. Thorleifsson, L.J. McCulloch, T. Ferreira, H. Grallert, N. Amin, G. Wu, C.J. Willer, S. Raychaudhuri, S.A. McCarroll, C. Langenberg, O.M. Hofmann, J. Dupuis, L. Qi, A.V. Segrè, M. van Hoek, P. Navarro, K. Ardlie, B. Balkau, R. Benediktsson, A.J. Bennett, R. Blagieva, E. Boerwinkle, L.L. Bonnycastle, K.B. Boström, B. Bravenboer, S. Bumpstead, N.P. Burtt, G. Charpentier, P.S. Chines, M. Cornelis, D.J. Couper, G. Crawford, A.S. Doney, K.S. Elliott, A.L. Elliott, M.R. Erdos, C.S. Fox, C.S. Franklin, M. Ganser, C. Gieger, N. Grarup, T. Green, S. Griffin, C.J. Groves, C. Guiducci, S. Hadjadj, N. Hassanali, C. Herder, B. Isomaa, A.U. Jackson, P.R. Johnson, T. Jørgensen, W.H. Kao, N. Klopp, A. Kong, P. Kraft, J. Kuusisto, T. Lauritzen, M. Li, A. Lieverse, C.M. Lindgren, V. Lyssenko, M. Marre, T. Meitinger, K. Midthjell, M.A. Morken, N. Narisu, P. Nilsson, K.R. Owen, F. Payne, J.R. Perry, A.K. Petersen, C. Platou, C. Proença, I. Prokopenko, W. Rathmann, N.W. Rayner, N.R. Robertson, G. Rocheleau, M. Roden, M.J. Sampson, R. Saxena, B.M. Shields, P. Shrader, G. Sigurdsson, T. Sparsø, K. Strassburger, H.M. Stringham, Q. Sun, A.J. Swift, B. Thorand, J. Tichet, T. Tuomi, R.M. van Dam, T.W. van Haeften, T. van Herpt, J.V. van Vliet-Ostaptchouk, G.B. Walters, M.N. Weedon, C. Wijmenga, J. Witteman, R.N. Bergman, S. Cauchi, F.S. Collins, A.L. Gloyn, U. Gyllensten, T. Hansen, W.A. Hide, G.A. Hitman, A. Hofman, D.J. Hunter, K. Hveem, M. Laakso, K.L. Mohlke, A.D. Morris, C.N. Palmer, P.P. Pramstaller, I. Rudan, E. Sijbrands, L.D. Stein, J. Tuomilehto, A. Uitterlinden, M. Walker, N.J. Wareham, R.M. Watanabe, G.R. Abecasis, B.O. Boehm, H. Campbell, M.J. Daly, A.T. Hattersley, F.B. Hu, J.B. Meigs, J.S. Pankow, O. Pedersen, H.E. Wichmann, I. Barroso, J.C. Florez, T.M. Frayling, L. Groop, R. Sladek, U. Thorsteinsdottir, J.F. Wilson, T. Illig, P. Froguel, C.M. van Duijn, K. Stefansson, D. Altshuler, M. Boehnke, M.I. McCarthy, S. Kathiresan, J.B. Meigs, G. Williams, D.M. Nathan, C.A. MacRae, C.J. O'Donnell, D. Ardissino, P.A. Merlini, C. Berzuini, L. Bernardinelli, F. Peyvandi, M. Tubaro, P. Celli, M. Ferrario, R. Fetiveau, N. Marziliano, G. Casari, M. Galli, F. Ribichini, M. Rossi, F. Bernardi, P. Zonzin, A. Piazza, P.M. Mannucci, S.M. Schwartz, D.S. Siscovick, J. Yee, Y. Friedlander, R. Elosua, J. Marrugat, G. Lucas, I. Subirana, J. Sala, R. Ramos, V. Salomaa, A.S. Havulinna, L. Peltonen, O. Melander, G. Berglund, B.F. Voight, S. Kathiresan, J.N. Hirschhorn, R. Asselta, S. Duga, M. Spreafico, K. Musunuru, M.J. Daly, S. Purcell, S.M. Schwartz, J. Yee, S. Kathiresan, G. Lucas, I. Subirana, R. Elosua, A. Surti, C. Guiducci, L. Gianniny, D. Mirel, M. Parkin, N. Burtt, S.B. Gabriel. - In: NATURE GENETICS. - ISSN 1061-4036. - 44:5(2012 Mar 25), pp. 483-489. [10.1038/ng.2232]
none
Prodotti della ricerca::01 - Articolo su periodico
238
262
Article (author)
Periodico con Impact Factor
E.A. Stahl, D. Wegmann, G. Trynka, J. Gutierrez Achury, B.F. Do R, Voight, P. Kraft, R. Chen, H.J. Kallberg, F.A. Kurreeman, S. Kathiresan, C. Wijmen...espandi
File in questo prodotto:
Non ci sono file associati a questo prodotto.
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/176779
Citazioni
  • ???jsp.display-item.citation.pmc??? 234
  • Scopus 334
  • ???jsp.display-item.citation.isi??? 312
  • OpenAlex ND
social impact