Literature DB >> 22446960

Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis.

Eli A Stahl1, Daniel Wegmann, Gosia Trynka, Javier Gutierrez-Achury, Ron Do, Benjamin F Voight, Peter Kraft, Robert Chen, Henrik J Kallberg, Fina A S Kurreeman, Sekar Kathiresan, Cisca Wijmenga, Peter K Gregersen, Lars Alfredsson, Katherine A Siminovitch, Jane Worthington, Paul I W de Bakker, Soumya Raychaudhuri, Robert M Plenge.   

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.

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Mesh:

Year:  2012        PMID: 22446960      PMCID: PMC6560362          DOI: 10.1038/ng.2232

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   38.330


  54 in total

1.  Characterizing the quantitative genetic contribution to rheumatoid arthritis using data from twins.

Authors:  A J MacGregor; H Snieder; A S Rigby; M Koskenvuo; J Kaprio; K Aho; A J Silman
Journal:  Arthritis Rheum       Date:  2000-01

2.  Genome-wide association analysis identifies multiple loci related to resting heart rate.

Authors:  Mark Eijgelsheim; Christopher Newton-Cheh; Nona Sotoodehnia; Paul I W de Bakker; Martina Müller; Alanna C Morrison; Albert V Smith; Aaron Isaacs; Serena Sanna; Marcus Dörr; Pau Navarro; Christian Fuchsberger; Ilja M Nolte; Eco J C de Geus; Karol Estrada; Shih-Jen Hwang; Joshua C Bis; Ina-Maria Rückert; Alvaro Alonso; Lenore J Launer; Jouke Jan Hottenga; Fernando Rivadeneira; Peter A Noseworthy; Kenneth M Rice; Siegfried Perz; Dan E Arking; Tim D Spector; Jan A Kors; Yurii S Aulchenko; Kirill V Tarasov; Georg Homuth; Sarah H Wild; Fabio Marroni; Christian Gieger; Carmilla M Licht; Ronald J Prineas; Albert Hofman; Jerome I Rotter; Andrew A Hicks; Florian Ernst; Samer S Najjar; Alan F Wright; Annette Peters; Ervin R Fox; Ben A Oostra; Heyo K Kroemer; David Couper; Henry Völzke; Harry Campbell; Thomas Meitinger; Manuela Uda; Jacqueline C M Witteman; Bruce M Psaty; H-Erich Wichmann; Tamara B Harris; Stefan Kääb; David S Siscovick; Yalda Jamshidi; André G Uitterlinden; Aaron R Folsom; Martin G Larson; James F Wilson; Brenda W Penninx; Harold Snieder; Peter P Pramstaller; Cornelia M van Duijn; Edward G Lakatta; Stephan B Felix; Vilmundur Gudnason; Arne Pfeufer; Susan R Heckbert; Bruno H Ch Stricker; Eric Boerwinkle; Christopher J O'Donnell
Journal:  Hum Mol Genet       Date:  2010-07-16       Impact factor: 6.150

3.  Interpretation of association signals and identification of causal variants from genome-wide association studies.

Authors:  Kai Wang; Samuel P Dickson; Catherine A Stolle; Ian D Krantz; David B Goldstein; Hakon Hakonarson
Journal:  Am J Hum Genet       Date:  2010-04-29       Impact factor: 11.025

4.  ABCtoolbox: a versatile toolkit for approximate Bayesian computations.

Authors:  Daniel Wegmann; Christoph Leuenberger; Samuel Neuenschwander; Laurent Excoffier
Journal:  BMC Bioinformatics       Date:  2010-03-04       Impact factor: 3.169

5.  Joint effects of common genetic variants on the risk for type 2 diabetes in U.S. men and women of European ancestry.

Authors:  Marilyn C Cornelis; Lu Qi; Cuilin Zhang; Peter Kraft; JoAnn Manson; Tianxi Cai; David J Hunter; Frank B Hu
Journal:  Ann Intern Med       Date:  2009-04-21       Impact factor: 25.391

Review 6.  Recent advances in the genetics of rheumatoid arthritis.

Authors:  Soumya Raychaudhuri
Journal:  Curr Opin Rheumatol       Date:  2010-03       Impact factor: 5.006

7.  Quantitative heritability of anti-citrullinated protein antibody-positive and anti-citrullinated protein antibody-negative rheumatoid arthritis.

Authors:  Diane van der Woude; Jeanine J Houwing-Duistermaat; René E M Toes; Tom W J Huizinga; Wendy Thomson; Jane Worthington; Annette H M van der Helm-van Mil; René R P de Vries
Journal:  Arthritis Rheum       Date:  2009-04

8.  Hundreds of variants clustered in genomic loci and biological pathways affect human height.

Authors:  Hana Lango Allen; Karol Estrada; Guillaume Lettre; Sonja I Berndt; Michael N Weedon; Fernando Rivadeneira; Cristen J Willer; Anne U Jackson; Sailaja Vedantam; Soumya Raychaudhuri; Teresa Ferreira; Andrew R Wood; Robert J Weyant; Ayellet V Segrè; Elizabeth K Speliotes; Eleanor Wheeler; Nicole Soranzo; Ju-Hyun Park; Jian Yang; Daniel Gudbjartsson; Nancy L Heard-Costa; Joshua C Randall; Lu Qi; Albert Vernon Smith; Reedik Mägi; Tomi Pastinen; Liming Liang; Iris M Heid; Jian'an Luan; Gudmar Thorleifsson; Thomas W Winkler; Michael E Goddard; Ken Sin Lo; Cameron Palmer; Tsegaselassie Workalemahu; Yurii S Aulchenko; Asa Johansson; M Carola Zillikens; Mary F Feitosa; Tõnu Esko; Toby Johnson; Shamika Ketkar; Peter Kraft; Massimo Mangino; Inga Prokopenko; Devin Absher; Eva Albrecht; Florian Ernst; Nicole L Glazer; Caroline Hayward; Jouke-Jan Hottenga; Kevin B Jacobs; Joshua W Knowles; Zoltán Kutalik; Keri L Monda; Ozren Polasek; Michael Preuss; Nigel W Rayner; Neil R Robertson; Valgerdur Steinthorsdottir; Jonathan P Tyrer; Benjamin F Voight; Fredrik Wiklund; Jianfeng Xu; Jing Hua Zhao; Dale R Nyholt; Niina Pellikka; Markus Perola; John R B Perry; Ida Surakka; Mari-Liis Tammesoo; Elizabeth L Altmaier; Najaf Amin; Thor Aspelund; Tushar Bhangale; Gabrielle Boucher; Daniel I Chasman; Constance Chen; Lachlan Coin; Matthew N Cooper; Anna L Dixon; Quince Gibson; Elin Grundberg; Ke Hao; M Juhani Junttila; Lee M Kaplan; Johannes Kettunen; Inke R König; Tony Kwan; Robert W Lawrence; Douglas F Levinson; Mattias Lorentzon; Barbara McKnight; Andrew P Morris; Martina Müller; Julius Suh Ngwa; Shaun Purcell; Suzanne Rafelt; Rany M Salem; Erika Salvi; Serena Sanna; Jianxin Shi; Ulla Sovio; John R Thompson; Michael C Turchin; Liesbeth Vandenput; Dominique J Verlaan; Veronique Vitart; Charles C White; Andreas Ziegler; Peter Almgren; Anthony J Balmforth; Harry Campbell; Lorena Citterio; Alessandro De Grandi; Anna Dominiczak; Jubao Duan; Paul Elliott; Roberto Elosua; Johan G Eriksson; Nelson B Freimer; Eco J C Geus; Nicola Glorioso; Shen Haiqing; Anna-Liisa Hartikainen; Aki S Havulinna; Andrew A Hicks; Jennie Hui; Wilmar Igl; Thomas Illig; Antti Jula; Eero Kajantie; Tuomas O Kilpeläinen; Markku Koiranen; Ivana Kolcic; Seppo Koskinen; Peter Kovacs; Jaana Laitinen; Jianjun Liu; Marja-Liisa Lokki; Ana Marusic; Andrea Maschio; Thomas Meitinger; Antonella Mulas; Guillaume Paré; Alex N Parker; John F Peden; Astrid Petersmann; Irene Pichler; Kirsi H Pietiläinen; Anneli Pouta; Martin Ridderstråle; Jerome I Rotter; Jennifer G Sambrook; Alan R Sanders; Carsten Oliver Schmidt; Juha Sinisalo; Jan H Smit; Heather M Stringham; G Bragi Walters; Elisabeth Widen; Sarah H Wild; Gonneke Willemsen; Laura Zagato; Lina Zgaga; Paavo Zitting; Helene Alavere; Martin Farrall; Wendy L McArdle; Mari Nelis; Marjolein J Peters; Samuli Ripatti; Joyce B J van Meurs; Katja K Aben; Kristin G Ardlie; Jacques S Beckmann; John P Beilby; Richard N Bergman; Sven Bergmann; Francis S Collins; Daniele Cusi; Martin den Heijer; Gudny Eiriksdottir; Pablo V Gejman; Alistair S Hall; Anders Hamsten; Heikki V Huikuri; Carlos Iribarren; Mika Kähönen; Jaakko Kaprio; Sekar Kathiresan; Lambertus Kiemeney; Thomas Kocher; Lenore J Launer; Terho Lehtimäki; Olle Melander; Tom H Mosley; Arthur W Musk; Markku S Nieminen; Christopher J O'Donnell; Claes Ohlsson; Ben Oostra; Lyle J Palmer; Olli Raitakari; Paul M Ridker; John D Rioux; Aila Rissanen; Carlo Rivolta; Heribert Schunkert; Alan R Shuldiner; David S Siscovick; Michael Stumvoll; Anke Tönjes; Jaakko Tuomilehto; Gert-Jan van Ommen; Jorma Viikari; Andrew C Heath; Nicholas G Martin; Grant W Montgomery; Michael A Province; Manfred Kayser; Alice M Arnold; Larry D Atwood; Eric Boerwinkle; Stephen J Chanock; Panos Deloukas; Christian Gieger; Henrik Grönberg; Per Hall; Andrew T Hattersley; Christian Hengstenberg; Wolfgang Hoffman; G Mark Lathrop; Veikko Salomaa; Stefan Schreiber; Manuela Uda; Dawn Waterworth; Alan F Wright; Themistocles L Assimes; Inês Barroso; Albert Hofman; Karen L Mohlke; Dorret I Boomsma; Mark J Caulfield; L Adrienne Cupples; Jeanette Erdmann; Caroline S Fox; Vilmundur Gudnason; Ulf Gyllensten; Tamara B Harris; Richard B Hayes; Marjo-Riitta Jarvelin; Vincent Mooser; Patricia B Munroe; Willem H Ouwehand; Brenda W Penninx; Peter P Pramstaller; Thomas Quertermous; Igor Rudan; Nilesh J Samani; Timothy D Spector; Henry Völzke; Hugh Watkins; James F Wilson; Leif C Groop; Talin Haritunians; Frank B Hu; Robert C Kaplan; Andres Metspalu; Kari E North; David Schlessinger; Nicholas J Wareham; David J Hunter; Jeffrey R O'Connell; David P Strachan; H-Erich Wichmann; Ingrid B Borecki; Cornelia M van Duijn; Eric E Schadt; Unnur Thorsteinsdottir; Leena Peltonen; André G Uitterlinden; Peter M Visscher; Nilanjan Chatterjee; Ruth J F Loos; Michael Boehnke; Mark I McCarthy; Erik Ingelsson; Cecilia M Lindgren; Gonçalo R Abecasis; Kari Stefansson; Timothy M Frayling; Joel N Hirschhorn
Journal:  Nature       Date:  2010-09-29       Impact factor: 49.962

9.  Pathway analysis of GWAS provides new insights into genetic susceptibility to 3 inflammatory diseases.

Authors:  Hariklia Eleftherohorinou; Victoria Wright; Clive Hoggart; Anna-Liisa Hartikainen; Marjo-Riitta Jarvelin; David Balding; Lachlan Coin; Michael Levin
Journal:  PLoS One       Date:  2009-11-30       Impact factor: 3.240

10.  Designing genome-wide association studies: sample size, power, imputation, and the choice of genotyping chip.

Authors:  Chris C A Spencer; Zhan Su; Peter Donnelly; Jonathan Marchini
Journal:  PLoS Genet       Date:  2009-05-15       Impact factor: 5.917

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  211 in total

Review 1.  Genetic architectures of psychiatric disorders: the emerging picture and its implications.

Authors:  Patrick F Sullivan; Mark J Daly; Michael O'Donovan
Journal:  Nat Rev Genet       Date:  2012-07-10       Impact factor: 53.242

Review 2.  The place of genetics in ageing research.

Authors:  Nir Barzilai; Leonard Guarente; Thomas B L Kirkwood; Linda Partridge; Thomas A Rando; P Eline Slagboom
Journal:  Nat Rev Genet       Date:  2012-07-10       Impact factor: 53.242

3.  Functional implications of disease-specific variants in loci jointly associated with coeliac disease and rheumatoid arthritis.

Authors:  Javier Gutierrez-Achury; Maria Magdalena Zorro; Isis Ricaño-Ponce; Daria V Zhernakova; Dorothée Diogo; Soumya Raychaudhuri; Lude Franke; Gosia Trynka; Cisca Wijmenga; Alexandra Zhernakova
Journal:  Hum Mol Genet       Date:  2015-11-05       Impact factor: 6.150

4.  A new method for estimating effect size distribution and heritability from genome-wide association summary results.

Authors:  Lei Zhang; Yue-Ping Shen; Wen-Zhu Hu; Shu Ran; Yong Lin; Shu-Feng Lei; Yong-Hong Zhang; Christopher J Papasian; Nengjun Yi; Yu-Fang Pei
Journal:  Hum Genet       Date:  2015-12-10       Impact factor: 4.132

Review 5.  Genetics of rheumatoid arthritis in Asia--present and future.

Authors:  Kazuhiko Yamamoto; Yukinori Okada; Akari Suzuki; Yuta Kochi
Journal:  Nat Rev Rheumatol       Date:  2015-02-10       Impact factor: 20.543

6.  Analysis of rare variant population structure in Europeans explains differential stratification of gene-based tests.

Authors:  Matthew Zawistowski; Mark Reppell; Daniel Wegmann; Pamela L St Jean; Margaret G Ehm; Matthew R Nelson; John Novembre; Sebastian Zöllner
Journal:  Eur J Hum Genet       Date:  2014-01-08       Impact factor: 4.246

Review 7.  The genetics of complex cholestatic disorders.

Authors:  Gideon M Hirschfield; Roger W Chapman; Tom H Karlsen; Frank Lammert; Konstantinos N Lazaridis; Andrew L Mason
Journal:  Gastroenterology       Date:  2013-04-10       Impact factor: 22.682

Review 8.  Periodontal disease and subgingival microbiota as contributors for rheumatoid arthritis pathogenesis: modifiable risk factors?

Authors:  Jose U Scher; Walter A Bretz; Steven B Abramson
Journal:  Curr Opin Rheumatol       Date:  2014-07       Impact factor: 5.006

9.  Polygenic heritability estimates in pharmacogenetics: focus on asthma and related phenotypes.

Authors:  Michael J McGeachie; Eli A Stahl; Blanca E Himes; Sarah A Pendergrass; John J Lima; Charles G Irvin; Stephen P Peters; Marylyn D Ritchie; Robert M Plenge; Kelan G Tantisira
Journal:  Pharmacogenet Genomics       Date:  2013-06       Impact factor: 2.089

Review 10.  Pre-rheumatoid arthritis: predisposition and transition to clinical synovitis.

Authors:  William P Arend; Gary S Firestein
Journal:  Nat Rev Rheumatol       Date:  2012-08-21       Impact factor: 20.543

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