Skip to main content
Top
Published in: Arthritis Research & Therapy 1/2017

Open Access 01-12-2017 | Research article

Discovery of new candidate genes for rheumatoid arthritis through integration of genetic association data with expression pathway analysis

Authors: Klementy Shchetynsky, Lina-Marcella Diaz-Gallo, Lasse Folkersen, Aase Haj Hensvold, Anca Irinel Catrina, Louise Berg, Lars Klareskog, Leonid Padyukov

Published in: Arthritis Research & Therapy | Issue 1/2017

Login to get access

Abstract

Background

Here we integrate verified signals from previous genetic association studies with gene expression and pathway analysis for discovery of new candidate genes and signaling networks, relevant for rheumatoid arthritis (RA).

Method

RNA-sequencing-(RNA-seq)-based expression analysis of 377 genes from previously verified RA-associated loci was performed in blood cells from 5 newly diagnosed, non-treated patients with RA, 7 patients with treated RA and 12 healthy controls. Differentially expressed genes sharing a similar expression pattern in treated and untreated RA sub-groups were selected for pathway analysis. A set of “connector” genes derived from pathway analysis was tested for differential expression in the initial discovery cohort and validated in blood cells from 73 patients with RA and in 35 healthy controls.

Results

There were 11 qualifying genes selected for pathway analysis and these were grouped into two evidence-based functional networks, containing 29 and 27 additional connector molecules. The expression of genes, corresponding to connector molecules was then tested in the initial RNA-seq data. Differences in the expression of ERBB2, TP53 and THOP1 were similar in both treated and non-treated patients with RA and an additional nine genes were differentially expressed in at least one group of patients compared to healthy controls. The ERBB2, TP53. THOP1 expression profile was successfully replicated in RNA-seq data from peripheral blood mononuclear cells from healthy controls and non-treated patients with RA, in an independent collection of samples.

Conclusion

Integration of RNA-seq data with findings from association studies, and consequent pathway analysis implicate new candidate genes, ERBB2, TP53 and THOP1 in the pathogenesis of RA.
Appendix
Available only for authorised users
Literature
1.
go back to reference de Klerk E, t Hoen PA. Alternative mRNA transcription, processing, and translation: insights from RNA sequencing. Trends Genet. 2015;31:128–39.CrossRefPubMed de Klerk E, t Hoen PA. Alternative mRNA transcription, processing, and translation: insights from RNA sequencing. Trends Genet. 2015;31:128–39.CrossRefPubMed
2.
go back to reference Finotello F, Di Camillo B. Measuring differential gene expression with RNA-seq: challenges and strategies for data analysis. Brief Funct Genomics. 2015;14:130–42.CrossRefPubMed Finotello F, Di Camillo B. Measuring differential gene expression with RNA-seq: challenges and strategies for data analysis. Brief Funct Genomics. 2015;14:130–42.CrossRefPubMed
3.
go back to reference Raychaudhuri S, Sandor C, Stahl EA, Freudenberg J, Lee HS, Jia X, et al. Five amino acids in three HLA proteins explain most of the association between MHC and seropositive rheumatoid arthritis. Nat Genet. 2012;44:291–6.CrossRefPubMedPubMedCentral Raychaudhuri S, Sandor C, Stahl EA, Freudenberg J, Lee HS, Jia X, et al. Five amino acids in three HLA proteins explain most of the association between MHC and seropositive rheumatoid arthritis. Nat Genet. 2012;44:291–6.CrossRefPubMedPubMedCentral
4.
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;50:3085–92.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;50:3085–92.CrossRefPubMed
5.
go back to reference Klareskog L, Stolt P, Lundberg K, Kallberg H, Bengtsson C, Grunewald J, et al. 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.CrossRefPubMed Klareskog L, Stolt P, Lundberg K, Kallberg H, Bengtsson C, Grunewald J, et al. 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.CrossRefPubMed
6.
go back to reference Tedeschi SK, Bermas B, Costenbader KH. Sexual disparities in the incidence and course of SLE and RA. Clin Immunol. 2013;149:211–8.CrossRefPubMed Tedeschi SK, Bermas B, Costenbader KH. Sexual disparities in the incidence and course of SLE and RA. Clin Immunol. 2013;149:211–8.CrossRefPubMed
7.
go back to reference Barragan-Martinez C, Amaya-Amaya J, Pineda-Tamayo R, Mantilla RD, Castellanos-dela Hoz J, Bernal-Macias S, et al. Gender differences in Latin-American patients with rheumatoid arthritis. Gend Med. 2012;9:490–510. e5.CrossRefPubMed Barragan-Martinez C, Amaya-Amaya J, Pineda-Tamayo R, Mantilla RD, Castellanos-dela Hoz J, Bernal-Macias S, et al. Gender differences in Latin-American patients with rheumatoid arthritis. Gend Med. 2012;9:490–510. e5.CrossRefPubMed
8.
go back to reference Freudenberg J, Lee HS, Han BG, Shin HD, Kang YM, Sung YK, et al. Genome-wide association study of rheumatoid arthritis in Koreans: population-specific loci as well as overlap with European susceptibility loci. Arthritis Rheum. 2011;63:884–93.CrossRefPubMed Freudenberg J, Lee HS, Han BG, Shin HD, Kang YM, Sung YK, et al. Genome-wide association study of rheumatoid arthritis in Koreans: population-specific loci as well as overlap with European susceptibility loci. Arthritis Rheum. 2011;63:884–93.CrossRefPubMed
9.
go back to reference Okada Y, Terao C, Ikari K, Kochi Y, Ohmura K, Suzuki A, et al. Meta-analysis identifies nine new loci associated with rheumatoid arthritis in the Japanese population. Nat Genet. 2012;44:511–6.CrossRefPubMed Okada Y, Terao C, Ikari K, Kochi Y, Ohmura K, Suzuki A, et al. Meta-analysis identifies nine new loci associated with rheumatoid arthritis in the Japanese population. Nat Genet. 2012;44:511–6.CrossRefPubMed
10.
go back to reference Stahl EA, Raychaudhuri S, Remmers EF, Xie G, Eyre S, Thomson BP, et al. Genome-wide association study meta-analysis identifies seven new rheumatoid arthritis risk loci. Nat Genet. 2010;42:508–14.CrossRefPubMedPubMedCentral Stahl EA, Raychaudhuri S, Remmers EF, Xie G, Eyre S, Thomson BP, et al. Genome-wide association study meta-analysis identifies seven new rheumatoid arthritis risk loci. Nat Genet. 2010;42:508–14.CrossRefPubMedPubMedCentral
11.
go back to reference Eyre S, Bowes J, Diogo D, Lee A, Barton A, Martin P, et al. High-density genetic mapping identifies new susceptibility loci for rheumatoid arthritis. Nat Genet. 2012;44:1336–40.CrossRefPubMedPubMedCentral Eyre S, Bowes J, Diogo D, Lee A, Barton A, Martin P, et al. High-density genetic mapping identifies new susceptibility loci for rheumatoid arthritis. Nat Genet. 2012;44:1336–40.CrossRefPubMedPubMedCentral
12.
go back to reference Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, et al. Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature. 2014;506:376–81.CrossRefPubMed Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, et al. Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature. 2014;506:376–81.CrossRefPubMed
13.
go back to reference Sahlen P, Abdullayev I, Ramskold D, Matskova L, Rilakovic N, Lotstedt B, et al. Genome-wide mapping of promoter-anchored interactions with close to single-enhancer resolution. Genome Biol. 2015;16:156.CrossRefPubMedPubMedCentral Sahlen P, Abdullayev I, Ramskold D, Matskova L, Rilakovic N, Lotstedt B, et al. Genome-wide mapping of promoter-anchored interactions with close to single-enhancer resolution. Genome Biol. 2015;16:156.CrossRefPubMedPubMedCentral
14.
go back to reference Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, et al. Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat Protoc. 2012;7:562–78.CrossRefPubMedPubMedCentral Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, et al. Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat Protoc. 2012;7:562–78.CrossRefPubMedPubMedCentral
16.
go back to reference Folkersen L, Brynedal B, Diaz-Gallo LM, Ramskold D, Shchetynsky K, Westerlind H, et al. Integration of known DNA, RNA and protein biomarkers provides prediction of anti-TNF response in rheumatoid arthritis: results from the COMBINE study. Mol Med. 2016;22:322–8. Folkersen L, Brynedal B, Diaz-Gallo LM, Ramskold D, Shchetynsky K, Westerlind H, et al. Integration of known DNA, RNA and protein biomarkers provides prediction of anti-TNF response in rheumatoid arthritis: results from the COMBINE study. Mol Med. 2016;22:322–8.
17.
go back to reference Chen J, Weiss WA. Alternative splicing in cancer: implications for biology and therapy. Oncogene. 2015;34:1–14.CrossRefPubMed Chen J, Weiss WA. Alternative splicing in cancer: implications for biology and therapy. Oncogene. 2015;34:1–14.CrossRefPubMed
18.
go back to reference Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, et al. Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol. 2010;28:511–5.CrossRefPubMedPubMedCentral Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, et al. Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol. 2010;28:511–5.CrossRefPubMedPubMedCentral
19.
go back to reference Yosef BYH. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Statist Soc Ser. 1995;B 57:289–300. Yosef BYH. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Statist Soc Ser. 1995;B 57:289–300.
20.
go back to reference Abe T, Takeuchi T. Rheumatoid arthritis and tumor necrosis factor alpha. Autoimmunity. 2001;34:291–303.CrossRefPubMed Abe T, Takeuchi T. Rheumatoid arthritis and tumor necrosis factor alpha. Autoimmunity. 2001;34:291–303.CrossRefPubMed
21.
go back to reference Raanani P, Ben-Bassat I. Immune-mediated complications during interferon therapy in hematological patients. Acta Haematol. 2002;107:133–44.CrossRefPubMed Raanani P, Ben-Bassat I. Immune-mediated complications during interferon therapy in hematological patients. Acta Haematol. 2002;107:133–44.CrossRefPubMed
22.
go back to reference Moots RJ, Naisbett-Groet B. The efficacy of biologic agents in patients with rheumatoid arthritis and an inadequate response to tumour necrosis factor inhibitors: a systematic review. Rheumatology. 2012;51:2252–61.CrossRefPubMed Moots RJ, Naisbett-Groet B. The efficacy of biologic agents in patients with rheumatoid arthritis and an inadequate response to tumour necrosis factor inhibitors: a systematic review. Rheumatology. 2012;51:2252–61.CrossRefPubMed
23.
go back to reference Li Q, Hu J, Ding J, Zheng G. Fisher’s method of combining dependent statistics using generalizations of the gamma distribution with applications to genetic pleiotropic associations. Biostatistics. 2014;15:284–95.CrossRefPubMed Li Q, Hu J, Ding J, Zheng G. Fisher’s method of combining dependent statistics using generalizations of the gamma distribution with applications to genetic pleiotropic associations. Biostatistics. 2014;15:284–95.CrossRefPubMed
24.
go back to reference Infante-Rivard C, Mirea L, Bull SB. Combining case-control and case-trio data from the same population in genetic association analyses: overview of approaches and illustration with a candidate gene study. Am J Epidemiol. 2009;170:657–64.CrossRefPubMed Infante-Rivard C, Mirea L, Bull SB. Combining case-control and case-trio data from the same population in genetic association analyses: overview of approaches and illustration with a candidate gene study. Am J Epidemiol. 2009;170:657–64.CrossRefPubMed
25.
26.
go back to reference Tervaniemi MH, Katayama S, Skoog T, Siitonen HA, Vuola J, Nuutila K, et al. NOD-like receptor signaling and inflammasome-related pathways are highlighted in psoriatic epidermis. Sci Rep. 2016;6:22745.CrossRefPubMedPubMedCentral Tervaniemi MH, Katayama S, Skoog T, Siitonen HA, Vuola J, Nuutila K, et al. NOD-like receptor signaling and inflammasome-related pathways are highlighted in psoriatic epidermis. Sci Rep. 2016;6:22745.CrossRefPubMedPubMedCentral
27.
go back to reference Skopelja S, Hamilton BJ, Jones JD, Yang ML, Mamula M, Ashare A, et al. The role for neutrophil extracellular traps in cystic fibrosis autoimmunity. JCI Insight. 2016;1:e88912.CrossRefPubMedPubMedCentral Skopelja S, Hamilton BJ, Jones JD, Yang ML, Mamula M, Ashare A, et al. The role for neutrophil extracellular traps in cystic fibrosis autoimmunity. JCI Insight. 2016;1:e88912.CrossRefPubMedPubMedCentral
28.
go back to reference Cheung AK, Ko JM, Lung HL, Chan KW, Stanbridge EJ, Zabarovsky E, et al. Cysteine-rich intestinal protein 2 (CRIP2) acts as a repressor of NF-kappaB-mediated proangiogenic cytokine transcription to suppress tumorigenesis and angiogenesis. Proc Natl Acad Sci U S A. 2011;108:8390–5.CrossRefPubMedPubMedCentral Cheung AK, Ko JM, Lung HL, Chan KW, Stanbridge EJ, Zabarovsky E, et al. Cysteine-rich intestinal protein 2 (CRIP2) acts as a repressor of NF-kappaB-mediated proangiogenic cytokine transcription to suppress tumorigenesis and angiogenesis. Proc Natl Acad Sci U S A. 2011;108:8390–5.CrossRefPubMedPubMedCentral
29.
go back to reference Kennedy JM, Fodil N, Torre S, Bongfen SE, Olivier JF, Leung V, et al. CCDC88B is a novel regulator of maturation and effector functions of T cells during pathological inflammation. J Exp Med. 2014;211:2519–35.CrossRefPubMedPubMedCentral Kennedy JM, Fodil N, Torre S, Bongfen SE, Olivier JF, Leung V, et al. CCDC88B is a novel regulator of maturation and effector functions of T cells during pathological inflammation. J Exp Med. 2014;211:2519–35.CrossRefPubMedPubMedCentral
30.
go back to reference Sun Y, Cheung HS. p53, proto-oncogene and rheumatoid arthritis. Semin Arthritis Rheum. 2002;31:299–310.CrossRefPubMed Sun Y, Cheung HS. p53, proto-oncogene and rheumatoid arthritis. Semin Arthritis Rheum. 2002;31:299–310.CrossRefPubMed
31.
go back to reference Maas K, Westfall M, Pietenpol J, Olsen NJ, Aune T. Reduced p53 in peripheral blood mononuclear cells from patients with rheumatoid arthritis is associated with loss of radiation-induced apoptosis. Arthritis Rheum. 2005;52:1047–57.CrossRefPubMed Maas K, Westfall M, Pietenpol J, Olsen NJ, Aune T. Reduced p53 in peripheral blood mononuclear cells from patients with rheumatoid arthritis is associated with loss of radiation-induced apoptosis. Arthritis Rheum. 2005;52:1047–57.CrossRefPubMed
32.
go back to reference Kitamura T, Sekimata M, Kikuchi S, Homma Y. Involvement of poly(ADP-ribose) polymerase 1 in ERBB2 expression in rheumatoid synovial cells. Am J Physiol Cell Physiol. 2005;289:C82–8.CrossRefPubMed Kitamura T, Sekimata M, Kikuchi S, Homma Y. Involvement of poly(ADP-ribose) polymerase 1 in ERBB2 expression in rheumatoid synovial cells. Am J Physiol Cell Physiol. 2005;289:C82–8.CrossRefPubMed
33.
go back to reference Yamaoka T, Yan F, Cao H, Hobbs SS, Dise RS, Tong W, et al. Transactivation of EGF receptor and ErbB2 protects intestinal epithelial cells from TNF-induced apoptosis. Proc Natl Acad Sci U S A. 2008;105:11772–7.CrossRefPubMedPubMedCentral Yamaoka T, Yan F, Cao H, Hobbs SS, Dise RS, Tong W, et al. Transactivation of EGF receptor and ErbB2 protects intestinal epithelial cells from TNF-induced apoptosis. Proc Natl Acad Sci U S A. 2008;105:11772–7.CrossRefPubMedPubMedCentral
34.
go back to reference Omenn GS, Guan Y, Menon R. A new class of protein cancer biomarker candidates: differentially expressed splice variants of ERBB2 (HER2/neu) and ERBB1 (EGFR) in breast cancer cell lines. J Proteomics. 2014;107:103–12.CrossRefPubMed Omenn GS, Guan Y, Menon R. A new class of protein cancer biomarker candidates: differentially expressed splice variants of ERBB2 (HER2/neu) and ERBB1 (EGFR) in breast cancer cell lines. J Proteomics. 2014;107:103–12.CrossRefPubMed
35.
go back to reference Saric T, Beninga J, Graef CI, Akopian TN, Rock KL, Goldberg AL. Major histocompatibility complex class I-presented antigenic peptides are degraded in cytosolic extracts primarily by thimet oligopeptidase. J Biol Chem. 2001;276:36474–81.CrossRefPubMed Saric T, Beninga J, Graef CI, Akopian TN, Rock KL, Goldberg AL. Major histocompatibility complex class I-presented antigenic peptides are degraded in cytosolic extracts primarily by thimet oligopeptidase. J Biol Chem. 2001;276:36474–81.CrossRefPubMed
Metadata
Title
Discovery of new candidate genes for rheumatoid arthritis through integration of genetic association data with expression pathway analysis
Authors
Klementy Shchetynsky
Lina-Marcella Diaz-Gallo
Lasse Folkersen
Aase Haj Hensvold
Anca Irinel Catrina
Louise Berg
Lars Klareskog
Leonid Padyukov
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Arthritis Research & Therapy / Issue 1/2017
Electronic ISSN: 1478-6362
DOI
https://doi.org/10.1186/s13075-017-1220-5

Other articles of this Issue 1/2017

Arthritis Research & Therapy 1/2017 Go to the issue