Skip to main content
Top
Published in: BMC Proceedings 7/2009

Open Access 01-12-2009 | Proceedings

Effects of covariates and interactions on a genome-wide association analysis of rheumatoid arthritis

Authors: Rector Arya, Elizabeth Hare, Inmaculada del Rincon, Christopher P Jenkinson, Ravindranath Duggirala, Laura Almasy, Agustin Escalante

Published in: BMC Proceedings | Special Issue 7/2009

Login to get access

Abstract

While genetic and environmental factors and their interactions influence susceptibility to rheumatoid arthritis (RA), causative genetic variants have not been identified. The purpose of the present study was to assess the effects of covariates and genotype × sex interactions on the genome-wide association analysis (GWAA) of RA using Genetic Analysis Workshop 16 Problem 1 data and a logistic regression approach as implemented in PLINK. After accounting for the effects of population stratification, effects of covariates and genotype × sex interactions on the GWAA of RA were assessed by conducting association and interaction analyses. We found significant allelic associations, covariate, and genotype × sex interaction effects on RA. Several top single-nucleotide polymorphisms (SNPs) (~22 SNPs) showed significant associations with strong p-values (p < 1 × 10-4 - p < 1 × 10-24). Only three SNPs on chromosomes 4, 13, and 20 were significant after Bonferroni correction, and none of these three SNPs showed significant genotype × sex interactions. Of the 30 top SNPs with significant (p < 1 × 10-4 - p < 1 × 10-6) interactions, ~23 SNPs showed additive interactions and ~5 SNPs showed only dominance interactions. Those SNPs showing significant associations in the regular logistic regression failed to show significant interactions. In contrast, the SNPs that showed significant interactions failed to show significant associations in models that did not incorporate interactions. It is important to consider interactions of genotype × sex in addition to associations in a GWAA of RA. Furthermore, the association between SNPs and RA susceptibility varies significantly between men and women.
Literature
1.
go back to reference Silman AJ, Hochberg MC: Epidemiology of the rheumatic diseases. 1993, New York, Oxford University Press Silman AJ, Hochberg MC: Epidemiology of the rheumatic diseases. 1993, New York, Oxford University Press
2.
go back to reference Firestein GS: Evolving concepts of rheumatoid arthritis. Nature. 2003, 423: 356-361. 10.1038/nature01661.CrossRefPubMed Firestein GS: Evolving concepts of rheumatoid arthritis. Nature. 2003, 423: 356-361. 10.1038/nature01661.CrossRefPubMed
3.
go back to reference Klareskog L, Stolt P, Lundberg K, Källberg H, Bengtsson C, Grunewald J, Rönnelid J, Harris HE, Ulfgren AK, Rantapää-Dahlqvist S, Eklund A, Padyukov L, Alfredsson L: A new model for an etiology of rheumatoid arthritis: smoking may trigger HLA-DR (shared epitope)-restricted immune reactions to autoantigens modified by citrullination. Arthritis Rheum. 2006, 54: 38-46. 10.1002/art.21575.CrossRefPubMed Klareskog L, Stolt P, Lundberg K, Källberg H, Bengtsson C, Grunewald J, Rönnelid J, Harris HE, Ulfgren AK, Rantapää-Dahlqvist S, Eklund A, Padyukov L, Alfredsson L: A new model for an etiology of rheumatoid arthritis: smoking may trigger HLA-DR (shared epitope)-restricted immune reactions to autoantigens modified by citrullination. Arthritis Rheum. 2006, 54: 38-46. 10.1002/art.21575.CrossRefPubMed
4.
go back to reference Bali D, Gourley S, Kostyu DD, Goel N, Bruce I, Bell A, Walker DJ, Tran K, Zhu DK, Costello TJ, Amos CI, Seldin MF: Genetic analysis of multiplex rheumatoid arthritis families. Genes Immun. 1999, 1: 28-36. 10.1038/sj.gene.6363635.CrossRefPubMed Bali D, Gourley S, Kostyu DD, Goel N, Bruce I, Bell A, Walker DJ, Tran K, Zhu DK, Costello TJ, Amos CI, Seldin MF: Genetic analysis of multiplex rheumatoid arthritis families. Genes Immun. 1999, 1: 28-36. 10.1038/sj.gene.6363635.CrossRefPubMed
5.
go back to reference MacGregor AJ, Snieder H, Rigby AS, Koskenvuo M, Kaprio J, Aho K, Silman AJ: Characterizing the quantitative genetic contribution to rheumatoid arthritis using data from twins. Arthritis Rheum. 2000, 43: 30-37. 10.1002/1529-0131(200001)43:1<30::AID-ANR5>3.0.CO;2-B.CrossRefPubMed MacGregor AJ, Snieder H, Rigby AS, Koskenvuo M, Kaprio J, Aho K, Silman AJ: Characterizing the quantitative genetic contribution to rheumatoid arthritis using data from twins. Arthritis Rheum. 2000, 43: 30-37. 10.1002/1529-0131(200001)43:1<30::AID-ANR5>3.0.CO;2-B.CrossRefPubMed
6.
go back to reference Kurreeman FA, Padyukov L, Marques RB, Schrodi SJ, Seddighzadeh M, Stoeken-Rijsbergen G, Helm-van Mil van der AH, Allaart CF, Verduyn W, Houwing-Duistermaat J, Alfredsson L, Begovich AB, Klareskog L, Huizinga TW, Toes RE: A candidate gene approach identifies the TRAF1/C5 region as a risk factor for rheumatoid arthritis. PLoS Medicine. 2007, 4: e278-10.1371/journal.pmed.0040278.PubMedCentralCrossRefPubMed Kurreeman FA, Padyukov L, Marques RB, Schrodi SJ, Seddighzadeh M, Stoeken-Rijsbergen G, Helm-van Mil van der AH, Allaart CF, Verduyn W, Houwing-Duistermaat J, Alfredsson L, Begovich AB, Klareskog L, Huizinga TW, Toes RE: A candidate gene approach identifies the TRAF1/C5 region as a risk factor for rheumatoid arthritis. PLoS Medicine. 2007, 4: e278-10.1371/journal.pmed.0040278.PubMedCentralCrossRefPubMed
7.
go back to reference Gorman JD, Lum RF, Chen JJ, Suarez-Almazor ME, Thomson G, Criswell LA: Impact of shared epitope genotype and ethnicity on erosive disease: a meta-analysis of 3,240 rheumatoid arthritis patients. Arthritis Rheum. 2004, 50: 400-412. 10.1002/art.20006.CrossRefPubMed Gorman JD, Lum RF, Chen JJ, Suarez-Almazor ME, Thomson G, Criswell LA: Impact of shared epitope genotype and ethnicity on erosive disease: a meta-analysis of 3,240 rheumatoid arthritis patients. Arthritis Rheum. 2004, 50: 400-412. 10.1002/art.20006.CrossRefPubMed
8.
go back to reference Padyukov L, Silva C, Stolt P, Alfredsson L, Klareskog L: A gene-environment interaction between smoking and shared epitope genes in HLA-DR provides a high risk of seropositive rheumatoid arthritis. Arthritis Rheum. 2004, 50: 3085-3092. 10.1002/art.20553.CrossRefPubMed Padyukov L, Silva C, Stolt P, Alfredsson L, Klareskog L: A gene-environment interaction between smoking and shared epitope genes in HLA-DR provides a high risk of seropositive rheumatoid arthritis. Arthritis Rheum. 2004, 50: 3085-3092. 10.1002/art.20553.CrossRefPubMed
9.
go back to reference Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, Maller J, Sklar P, de Bakker PI, Daly MJ, Sham PC: PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007, 81: 559-575. 10.1086/519795.PubMedCentralCrossRefPubMed Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, Maller J, Sklar P, de Bakker PI, Daly MJ, Sham PC: PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007, 81: 559-575. 10.1086/519795.PubMedCentralCrossRefPubMed
10.
12.
go back to reference del Rincón I, Battafarano DF, Arroyo RA, Murphy FT, Escalante A: Heterogeneity between men and women in the influence of the HLA-DRB1 shared epitope on the clinical expression of rheumatoid arthritis. Arthritis Rheum. 2002, 46: 1480-1488. 10.1002/art.10295.CrossRefPubMed del Rincón I, Battafarano DF, Arroyo RA, Murphy FT, Escalante A: Heterogeneity between men and women in the influence of the HLA-DRB1 shared epitope on the clinical expression of rheumatoid arthritis. Arthritis Rheum. 2002, 46: 1480-1488. 10.1002/art.10295.CrossRefPubMed
Metadata
Title
Effects of covariates and interactions on a genome-wide association analysis of rheumatoid arthritis
Authors
Rector Arya
Elizabeth Hare
Inmaculada del Rincon
Christopher P Jenkinson
Ravindranath Duggirala
Laura Almasy
Agustin Escalante
Publication date
01-12-2009
Publisher
BioMed Central
Published in
BMC Proceedings / Issue Special Issue 7/2009
Electronic ISSN: 1753-6561
DOI
https://doi.org/10.1186/1753-6561-3-S7-S84

Other articles of this Special Issue 7/2009

BMC Proceedings 7/2009 Go to the issue