Skip to main content
Top
Published in: Arthritis Research & Therapy 2/2012

Open Access 01-04-2012 | Research article

The interferon type I signature towards prediction of non-response to rituximab in rheumatoid arthritis patients

Authors: Hennie G Raterman, Saskia Vosslamber, Sander de Ridder, Michael T Nurmohamed, Willem F Lems, Maarten Boers, Mark van de Wiel, Ben AC Dijkmans, Cornelis L Verweij, Alexandre E Voskuyl

Published in: Arthritis Research & Therapy | Issue 2/2012

Login to get access

Abstract

Introduction

B cell depletion therapy is efficacious in rheumatoid arthritis (RA) patients failing on tumor necrosis factor (TNF) blocking agents. However, approximately 40% to 50% of rituximab (RTX) treated RA patients have a poor response. We investigated whether baseline gene expression levels can discriminate between clinical non-responders and responders to RTX.

Methods

In 14 consecutive RA patients starting on RTX (test cohort), gene expression profiling on whole peripheral blood RNA was performed by Illumina® HumanHT beadchip microarrays. Supervised cluster analysis was used to identify genes expressed differentially at baseline between responders and non-responders based on both a difference in 28 joints disease activity score (ΔDAS28 < 1.2) and European League against Rheumatism (EULAR) response criteria after six months RTX. Genes of interest were measured by quantitative real-time PCR and tested for their predictive value using receiver operating characteristics (ROC) curves in an independent validation cohort (n = 26).

Results

Genome-wide microarray analysis revealed a marked variation in the peripheral blood cells between RA patients before the start of RTX treatment. Here, we demonstrated that only a cluster consisting of interferon (IFN) type I network genes, represented by a set of IFN type I response genes (IRGs), that is, LY6E, HERC5, IFI44L, ISG15, MxA, MxB, EPSTI1 and RSAD2, was associated with ΔDAS28 and EULAR response outcome (P = 0.0074 and P = 0.0599, respectively). Based on the eight IRGs an IFN-score was calculated that reached an area under the curve (AUC) of 0.82 to separate non-responders from responders in an independent validation cohort of 26 patients using Receiver Operator Characteristics (ROC) curves analysis according to ΔDAS28 < 1.2 criteria. Advanced classifier analysis yielded a three IRG-set that reached an AUC of 87%. Comparable findings applied to EULAR non-response criteria.

Conclusions

This study demonstrates clinical utility for the use of baseline IRG expression levels as a predictive biomarker for non-response to RTX in RA.
Appendix
Available only for authorised users
Literature
1.
go back to reference Nielen MM, van Schaardenburg D, Reesink HW, van de Stadt RJ, van der Horst-Bruinsma IE, de Koning MH, Habibuw MR, Vandenbroucke JP, Dijkmans BA: Specific autoantibodies precede the symptoms of rheumatoid arthritis: a study of serial measurements in blood donors. Arthritis Rheum. 2004, 50: 380-386. 10.1002/art.20018.CrossRefPubMed Nielen MM, van Schaardenburg D, Reesink HW, van de Stadt RJ, van der Horst-Bruinsma IE, de Koning MH, Habibuw MR, Vandenbroucke JP, Dijkmans BA: Specific autoantibodies precede the symptoms of rheumatoid arthritis: a study of serial measurements in blood donors. Arthritis Rheum. 2004, 50: 380-386. 10.1002/art.20018.CrossRefPubMed
2.
go back to reference Rantapää-Dahlqvist S, de Jong BA, Berglin E, Hallmans G, Wadell G, Stenlund H, Sundin U, van Venrooij WJ: Antibodies against cyclic citrullinated peptide and IgA rheumatoid factor predict the development of rheumatoid arthritis. Arthritis Rheum. 2003, 48: 2741-2749. 10.1002/art.11223.CrossRefPubMed Rantapää-Dahlqvist S, de Jong BA, Berglin E, Hallmans G, Wadell G, Stenlund H, Sundin U, van Venrooij WJ: Antibodies against cyclic citrullinated peptide and IgA rheumatoid factor predict the development of rheumatoid arthritis. Arthritis Rheum. 2003, 48: 2741-2749. 10.1002/art.11223.CrossRefPubMed
3.
go back to reference Roosnek E, Lanzavecchia A: Efficient and selective presentation of antigen-antibody complexes by rheumatoid factor B cells. J Exp Med. 1991, 173: 487-489. 10.1084/jem.173.2.487.CrossRefPubMed Roosnek E, Lanzavecchia A: Efficient and selective presentation of antigen-antibody complexes by rheumatoid factor B cells. J Exp Med. 1991, 173: 487-489. 10.1084/jem.173.2.487.CrossRefPubMed
4.
go back to reference Kuhn KA, Kulik L, Tomooka B, Braschler KJ, Arend WP, Robinson WH, Holers VM: Antibodies against citrullinated proteins enhance tissue injury in experimental autoimmune arthritis. J Clin Invest. 2006, 116: 961-973. 10.1172/JCI25422.PubMedCentralCrossRefPubMed Kuhn KA, Kulik L, Tomooka B, Braschler KJ, Arend WP, Robinson WH, Holers VM: Antibodies against citrullinated proteins enhance tissue injury in experimental autoimmune arthritis. J Clin Invest. 2006, 116: 961-973. 10.1172/JCI25422.PubMedCentralCrossRefPubMed
5.
go back to reference Lee DM, Friend DS, Gurish MF, Benoist C, Mathis D, Brenner MB: Mast cells: a cellular link between autoantibodies and inflammatory arthritis. Science. 2002, 297: 1689-1692. 10.1126/science.1073176.CrossRefPubMed Lee DM, Friend DS, Gurish MF, Benoist C, Mathis D, Brenner MB: Mast cells: a cellular link between autoantibodies and inflammatory arthritis. Science. 2002, 297: 1689-1692. 10.1126/science.1073176.CrossRefPubMed
6.
go back to reference Marston B, Palanichamy A, Anolik JH: B cells in the pathogenesis and treatment of rheumatoid arthritis. Curr Opin Rheumatol. 2010, 22: 307-315. 10.1097/BOR.0b013e3283369cb8.PubMedCentralCrossRefPubMed Marston B, Palanichamy A, Anolik JH: B cells in the pathogenesis and treatment of rheumatoid arthritis. Curr Opin Rheumatol. 2010, 22: 307-315. 10.1097/BOR.0b013e3283369cb8.PubMedCentralCrossRefPubMed
7.
go back to reference Edwards JC, Leandro MJ, Cambridge G: B lymphocyte depletion therapy with rituximab in rheumatoid arthritis. Rheum Dis Clin North Am. 2004, 30: 393-403. 10.1016/j.rdc.2004.01.006. viiiCrossRefPubMed Edwards JC, Leandro MJ, Cambridge G: B lymphocyte depletion therapy with rituximab in rheumatoid arthritis. Rheum Dis Clin North Am. 2004, 30: 393-403. 10.1016/j.rdc.2004.01.006. viiiCrossRefPubMed
8.
go back to reference Cohen SB, Emery P, Greenwald MW, Dougados M, Furie RA, Genovese MC, Keystone EC, Loveless JE, Burmester GR, Cravets MW, Hessey EW, Shaw T, Totoritis MC: Rituximab for rheumatoid arthritis refractory to anti-tumor necrosis factor therapy: results of a multicenter, randomized, double-blind, placebo-controlled, phase III trial evaluating primary efficacy and safety at twenty-four weeks. Arthritis Rheum. 2006, 54: 2793-2806. 10.1002/art.22025.CrossRefPubMed Cohen SB, Emery P, Greenwald MW, Dougados M, Furie RA, Genovese MC, Keystone EC, Loveless JE, Burmester GR, Cravets MW, Hessey EW, Shaw T, Totoritis MC: Rituximab for rheumatoid arthritis refractory to anti-tumor necrosis factor therapy: results of a multicenter, randomized, double-blind, placebo-controlled, phase III trial evaluating primary efficacy and safety at twenty-four weeks. Arthritis Rheum. 2006, 54: 2793-2806. 10.1002/art.22025.CrossRefPubMed
9.
go back to reference Emery P, Fleischmann R, Filipowicz-Sosnowska A, Schechtman J, Szczepanski L, Kavanaugh A, Racewicz AJ, van Vollenhoven RF, Li NF, Agarwal S, Hessey EW, Shaw TM: The efficacy and safety of rituximab in patients with active rheumatoid arthritis despite methotrexate treatment: results of a phase IIB randomized, double-blind, placebo-controlled, dose-ranging trial. Arthritis Rheum. 2006, 54: 1390-1400. 10.1002/art.21778.CrossRefPubMed Emery P, Fleischmann R, Filipowicz-Sosnowska A, Schechtman J, Szczepanski L, Kavanaugh A, Racewicz AJ, van Vollenhoven RF, Li NF, Agarwal S, Hessey EW, Shaw TM: The efficacy and safety of rituximab in patients with active rheumatoid arthritis despite methotrexate treatment: results of a phase IIB randomized, double-blind, placebo-controlled, dose-ranging trial. Arthritis Rheum. 2006, 54: 1390-1400. 10.1002/art.21778.CrossRefPubMed
10.
go back to reference Quartuccio L, Fabris M, Salvin S, Atzeni F, Saracco M, Benucci M, Cimmino M, Morassi P, Masolini P, Pellerito R, Cutolo M, Puttini PS, De Vita S: Rheumatoid factor positivity rather than anti-CCP positivity, a lower disability and a lower number of anti-TNF agents failed are associated with response to rituximab in rheumatoid arthritis. Rheumatology (Oxford). 2009, 48: 1557-1559. 10.1093/rheumatology/kep314.CrossRef Quartuccio L, Fabris M, Salvin S, Atzeni F, Saracco M, Benucci M, Cimmino M, Morassi P, Masolini P, Pellerito R, Cutolo M, Puttini PS, De Vita S: Rheumatoid factor positivity rather than anti-CCP positivity, a lower disability and a lower number of anti-TNF agents failed are associated with response to rituximab in rheumatoid arthritis. Rheumatology (Oxford). 2009, 48: 1557-1559. 10.1093/rheumatology/kep314.CrossRef
11.
go back to reference Finckh A, Ciurea A, Brulhart L, Moller B, Walker UA, Courvoisier D, Kyburz D, Dudler J, Gabay C: Which subgroup of patients with rheumatoid arthritis benefits from switching to rituximab versus alternative anti-tumour necrosis factor (TNF) agents after previous failure of an anti-TNF agent?. Ann Rheum Dis. 2010, 69: 387-393. 10.1136/ard.2008.105064.PubMedCentralCrossRefPubMed Finckh A, Ciurea A, Brulhart L, Moller B, Walker UA, Courvoisier D, Kyburz D, Dudler J, Gabay C: Which subgroup of patients with rheumatoid arthritis benefits from switching to rituximab versus alternative anti-tumour necrosis factor (TNF) agents after previous failure of an anti-TNF agent?. Ann Rheum Dis. 2010, 69: 387-393. 10.1136/ard.2008.105064.PubMedCentralCrossRefPubMed
12.
go back to reference Dass S, Rawstron AC, Vital EM, Henshaw K, McGonagle D, Emery P: Highly sensitive B cell analysis predicts response to rituximab therapy in rheumatoid arthritis. Arthritis Rheum. 2008, 58: 2993-2999. 10.1002/art.23902.CrossRefPubMed Dass S, Rawstron AC, Vital EM, Henshaw K, McGonagle D, Emery P: Highly sensitive B cell analysis predicts response to rituximab therapy in rheumatoid arthritis. Arthritis Rheum. 2008, 58: 2993-2999. 10.1002/art.23902.CrossRefPubMed
13.
go back to reference Chatzidionysiou K, Lie E, Nasonov E, Lukina G, Hetland ML, Tarp U, Gabay C, van Riel PL, Nordström DC, Gomez-Reino J, Pavelka K, Tomsic M, Kvien TK, van Vollenhoven RF: Highest clinical effectiveness of rituximab in autoantibody-positive patients with rheumatoid arthritis and in those for whom no more than one previous TNF antagonist has failed: pooled data from 10 European registries. Ann Rheum Dis. 2011, 70: 1575-1580. 10.1136/ard.2010.148759.CrossRefPubMed Chatzidionysiou K, Lie E, Nasonov E, Lukina G, Hetland ML, Tarp U, Gabay C, van Riel PL, Nordström DC, Gomez-Reino J, Pavelka K, Tomsic M, Kvien TK, van Vollenhoven RF: Highest clinical effectiveness of rituximab in autoantibody-positive patients with rheumatoid arthritis and in those for whom no more than one previous TNF antagonist has failed: pooled data from 10 European registries. Ann Rheum Dis. 2011, 70: 1575-1580. 10.1136/ard.2010.148759.CrossRefPubMed
14.
go back to reference Fabris M, Quartuccio L, Lombardi S, Saracco M, Atzeni F, Carletto A, Cimmino M, Fabro C, Pontarini E, Pellerito R, Bambara LM, Sarzi-Puttini P, Cutolo M, Manfredi M, Benucci M, Morassi P, Fischetti F, Padovan M, Govoni M, Curcio F, Tonutti E, De Vita S: The CC homozygosis of the -174G > C IL-6 polymorphism predicts a lower efficacy of rituximab therapy in rheumatoid arthritis. Autoimmun Rev. 2012, 11: 315-320. 10.1016/j.autrev.2010.06.012.CrossRefPubMed Fabris M, Quartuccio L, Lombardi S, Saracco M, Atzeni F, Carletto A, Cimmino M, Fabro C, Pontarini E, Pellerito R, Bambara LM, Sarzi-Puttini P, Cutolo M, Manfredi M, Benucci M, Morassi P, Fischetti F, Padovan M, Govoni M, Curcio F, Tonutti E, De Vita S: The CC homozygosis of the -174G > C IL-6 polymorphism predicts a lower efficacy of rituximab therapy in rheumatoid arthritis. Autoimmun Rev. 2012, 11: 315-320. 10.1016/j.autrev.2010.06.012.CrossRefPubMed
15.
go back to reference Magnusson M, Brisslert M, Zendjanchi K, Lindh M, Bokarewa MI: Epstein-Barr virus in bone marrow of rheumatoid arthritis patients predicts response to rituximab treatment. Rheumatology (Oxford). 2010, 49: 1911-1919. 10.1093/rheumatology/keq159.CrossRef Magnusson M, Brisslert M, Zendjanchi K, Lindh M, Bokarewa MI: Epstein-Barr virus in bone marrow of rheumatoid arthritis patients predicts response to rituximab treatment. Rheumatology (Oxford). 2010, 49: 1911-1919. 10.1093/rheumatology/keq159.CrossRef
16.
go back to reference Julia A, Barcelo M, Erra A, Palacio C, Marsal S: Identification of candidate genes for rituximab response in rheumatoid arthritis patients by microarray expression profiling in blood cells. Pharmacogenomics. 2009, 10: 1697-1708. 10.2217/pgs.09.99.CrossRefPubMed Julia A, Barcelo M, Erra A, Palacio C, Marsal S: Identification of candidate genes for rituximab response in rheumatoid arthritis patients by microarray expression profiling in blood cells. Pharmacogenomics. 2009, 10: 1697-1708. 10.2217/pgs.09.99.CrossRefPubMed
17.
go back to reference Thurlings RM, Boumans M, Tekstra J, van Roon JA, Vos K, van Westing DM, van Baarsen LG, Bos C, Kirou KA, Gerlag DM, Crow MK, Bijlsma JW, Verweij CL, Tak PP: The relationship between the type I interferon signature and the response to rituximab in rheumatoid arthritis. Arthritis Rheum. 2010, 62: 3607-3614. 10.1002/art.27702.CrossRefPubMed Thurlings RM, Boumans M, Tekstra J, van Roon JA, Vos K, van Westing DM, van Baarsen LG, Bos C, Kirou KA, Gerlag DM, Crow MK, Bijlsma JW, Verweij CL, Tak PP: The relationship between the type I interferon signature and the response to rituximab in rheumatoid arthritis. Arthritis Rheum. 2010, 62: 3607-3614. 10.1002/art.27702.CrossRefPubMed
18.
go back to reference Arnett FC, Edworthy SM, Bloch DA, McShane DJ, Fries JF, Cooper NS, Healey LA, Kaplan SR, Liang MH, Luthra HS, et al: The American Rheumatism Association 1987 revised criteria for the classification of rheumatoid arthritis. Arthritis Rheum. 1988, 31: 315-324. 10.1002/art.1780310302.CrossRefPubMed Arnett FC, Edworthy SM, Bloch DA, McShane DJ, Fries JF, Cooper NS, Healey LA, Kaplan SR, Liang MH, Luthra HS, et al: The American Rheumatism Association 1987 revised criteria for the classification of rheumatoid arthritis. Arthritis Rheum. 1988, 31: 315-324. 10.1002/art.1780310302.CrossRefPubMed
19.
go back to reference Prevoo ML, van 't Hof MA, Kuper HH, van Leeuwen MA, van de Putte LB, van Riel PL: Modified disease activity scores that include twenty-eight-joint counts. Development and validation in a prospective longitudinal study of patients with rheumatoid arthritis. Arthritis Rheum. 1995, 38: 44-48. 10.1002/art.1780380107.CrossRefPubMed Prevoo ML, van 't Hof MA, Kuper HH, van Leeuwen MA, van de Putte LB, van Riel PL: Modified disease activity scores that include twenty-eight-joint counts. Development and validation in a prospective longitudinal study of patients with rheumatoid arthritis. Arthritis Rheum. 1995, 38: 44-48. 10.1002/art.1780380107.CrossRefPubMed
20.
go back to reference van Gestel AM, Prevoo MLL, van't Hof MA, van Rijswijk MH, van de Putte LBA, van Riel PLCM: Development and validation of the European League against Rheumatism response criteria for rheumatoid arthritis: comparison with the preliminary American College of Rheumatology and the World Health Organization/International League against Rheumatism criteria. Arthritis Rheum. 1996, 39: 34-40. 10.1002/art.1780390105.CrossRefPubMed van Gestel AM, Prevoo MLL, van't Hof MA, van Rijswijk MH, van de Putte LBA, van Riel PLCM: Development and validation of the European League against Rheumatism response criteria for rheumatoid arthritis: comparison with the preliminary American College of Rheumatology and the World Health Organization/International League against Rheumatism criteria. Arthritis Rheum. 1996, 39: 34-40. 10.1002/art.1780390105.CrossRefPubMed
21.
go back to reference Vosslamber S, Raterman HG, Pouw Kraan T, Schreurs M, Blomberg von M, Nurmohamed MT, Lems WF, Dijkmans BA, Voskuyl A, Verweij C: Pharmacological induction of IFN type I activity following therapy with rituximab determines clinical response in rheumatoid arthritis. Ann Rheum Dis. 2011, 70: 1153-1159. 10.1136/ard.2010.147199.CrossRefPubMed Vosslamber S, Raterman HG, Pouw Kraan T, Schreurs M, Blomberg von M, Nurmohamed MT, Lems WF, Dijkmans BA, Voskuyl A, Verweij C: Pharmacological induction of IFN type I activity following therapy with rituximab determines clinical response in rheumatoid arthritis. Ann Rheum Dis. 2011, 70: 1153-1159. 10.1136/ard.2010.147199.CrossRefPubMed
22.
go back to reference Bolstad BM, Irizarry RA, Astrand M, Speed TP: A comparison of normalization methods for high density oligonucleotide array data based on variance and bias. Bioinformatics. 2003, 19: 185-193. 10.1093/bioinformatics/19.2.185.CrossRefPubMed Bolstad BM, Irizarry RA, Astrand M, Speed TP: A comparison of normalization methods for high density oligonucleotide array data based on variance and bias. Bioinformatics. 2003, 19: 185-193. 10.1093/bioinformatics/19.2.185.CrossRefPubMed
23.
go back to reference Rainer J, Sanchez-Cabo F, Stocker G, Sturn A, Trajanoski Z: CARMAweb: comprehensive R- and bioconductor-based web service for microarray data analysis. Nucleic Acids Res. 2006, 34: W498-W503. 10.1093/nar/gkl038.PubMedCentralCrossRefPubMed Rainer J, Sanchez-Cabo F, Stocker G, Sturn A, Trajanoski Z: CARMAweb: comprehensive R- and bioconductor-based web service for microarray data analysis. Nucleic Acids Res. 2006, 34: W498-W503. 10.1093/nar/gkl038.PubMedCentralCrossRefPubMed
24.
go back to reference Eisen MB, Spellman PT, Brown PO, Botstein D: Cluster analysis and display of genome-wide expression patterns. Proc Natl Acad Sci USA. 1998, 95: 14863-14868. 10.1073/pnas.95.25.14863.PubMedCentralCrossRefPubMed Eisen MB, Spellman PT, Brown PO, Botstein D: Cluster analysis and display of genome-wide expression patterns. Proc Natl Acad Sci USA. 1998, 95: 14863-14868. 10.1073/pnas.95.25.14863.PubMedCentralCrossRefPubMed
25.
go back to reference Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA. 2001, 98: 5116-5121. 10.1073/pnas.091062498.PubMedCentralCrossRefPubMed Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA. 2001, 98: 5116-5121. 10.1073/pnas.091062498.PubMedCentralCrossRefPubMed
28.
go back to reference Team RDC: R: A language and Environment for Statistical Computing. 2008, Vienne Austria: R Foundation for Statistical Computing Team RDC: R: A language and Environment for Statistical Computing. 2008, Vienne Austria: R Foundation for Statistical Computing
29.
go back to reference Vince Carey and Henning Redestig for C++ language enhancements: ROC: utilities for ROC, with uarray focus. R package version 1.26.0 Vince Carey and Henning Redestig for C++ language enhancements: ROC: utilities for ROC, with uarray focus. R package version 1.26.0
30.
go back to reference Edwards JC, Szczepanski L, Szechinski J, Filipowicz-Sosnowska A, Emery P, Close DR, Stevens RM, Shaw T: Efficacy of B-cell-targeted therapy with rituximab in patients with rheumatoid arthritis. N Engl J Med. 2004, 350: 2572-2581. 10.1056/NEJMoa032534.CrossRefPubMed Edwards JC, Szczepanski L, Szechinski J, Filipowicz-Sosnowska A, Emery P, Close DR, Stevens RM, Shaw T: Efficacy of B-cell-targeted therapy with rituximab in patients with rheumatoid arthritis. N Engl J Med. 2004, 350: 2572-2581. 10.1056/NEJMoa032534.CrossRefPubMed
32.
go back to reference van der Pouw Kraan TC, Wijbrandts CA, van Baarsen LG, Voskuyl AE, Rustenburg F, Baggen JM, Ibrahim SM, Fero M, Dijkmans BA, Tak PP, Verweij CL: Rheumatoid arthritis subtypes identified by genomic profiling of peripheral blood cells: assignment of a type I interferon signature in a subpopulation of patients. Ann Rheum Dis. 2007, 66: 1008-1014. 10.1136/ard.2006.063412.PubMedCentralCrossRefPubMed van der Pouw Kraan TC, Wijbrandts CA, van Baarsen LG, Voskuyl AE, Rustenburg F, Baggen JM, Ibrahim SM, Fero M, Dijkmans BA, Tak PP, Verweij CL: Rheumatoid arthritis subtypes identified by genomic profiling of peripheral blood cells: assignment of a type I interferon signature in a subpopulation of patients. Ann Rheum Dis. 2007, 66: 1008-1014. 10.1136/ard.2006.063412.PubMedCentralCrossRefPubMed
33.
go back to reference Mavragani CP, La DT, Stohl W, Crow MK: Association of the response to tumor necrosis factor antagonists with plasma type I interferon activity and interferon-beta/alpha ratios in rheumatoid arthritis patients: a post hoc analysis of a predominantly Hispanic cohort. Arthritis Rheum. 2010, 62: 392-401. 10.1002/art.27226.PubMedCentralCrossRefPubMed Mavragani CP, La DT, Stohl W, Crow MK: Association of the response to tumor necrosis factor antagonists with plasma type I interferon activity and interferon-beta/alpha ratios in rheumatoid arthritis patients: a post hoc analysis of a predominantly Hispanic cohort. Arthritis Rheum. 2010, 62: 392-401. 10.1002/art.27226.PubMedCentralCrossRefPubMed
34.
go back to reference Higgs BW, Liu Z, White B, Morehouse C, Brohawn P, Kiener PA, Richman L, Fiorentino D, Greenberg SA, Jallal B, Yao Y: Patients with systemic lupus erythematosus, myositis, rheumatoid arthritis and scleroderma share activation of a common type I interferon pathway. Ann Rheum Dis. 2011, 70: 2029-2036. 10.1136/ard.2011.150326.CrossRefPubMed Higgs BW, Liu Z, White B, Morehouse C, Brohawn P, Kiener PA, Richman L, Fiorentino D, Greenberg SA, Jallal B, Yao Y: Patients with systemic lupus erythematosus, myositis, rheumatoid arthritis and scleroderma share activation of a common type I interferon pathway. Ann Rheum Dis. 2011, 70: 2029-2036. 10.1136/ard.2011.150326.CrossRefPubMed
35.
go back to reference O'Hanlon TP, Rider LG, Gan L, Fannin R, Paules RS, Umbach DM, Weinberg CR, Shah RR, Mav D, Gourley MF, Miller FW: Gene expression profiles from discordant monozygotic twins suggest that molecular pathways are shared among multiple systemic autoimmune diseases. Arthritis Res Ther. 2011, 13: R69-10.1186/ar3330.PubMedCentralCrossRefPubMed O'Hanlon TP, Rider LG, Gan L, Fannin R, Paules RS, Umbach DM, Weinberg CR, Shah RR, Mav D, Gourley MF, Miller FW: Gene expression profiles from discordant monozygotic twins suggest that molecular pathways are shared among multiple systemic autoimmune diseases. Arthritis Res Ther. 2011, 13: R69-10.1186/ar3330.PubMedCentralCrossRefPubMed
36.
go back to reference Cantaert T, van Baarsen LG, Wijbrandts CA, Thurlings RM, van de Sande MG, Bos C, van der Pouw TK, Verweij CL, Tak PP, Baeten DL: Type I interferons have no major influence on humoral autoimmunity in rheumatoid arthritis. Rheumatology (Oxford). 2010, 49: 156-166. 10.1093/rheumatology/kep345.CrossRef Cantaert T, van Baarsen LG, Wijbrandts CA, Thurlings RM, van de Sande MG, Bos C, van der Pouw TK, Verweij CL, Tak PP, Baeten DL: Type I interferons have no major influence on humoral autoimmunity in rheumatoid arthritis. Rheumatology (Oxford). 2010, 49: 156-166. 10.1093/rheumatology/kep345.CrossRef
37.
go back to reference Cambridge G, Stohl W, Leandro MJ, Migone TS, Hilbert DM, Edwards JC: Circulating levels of B lymphocyte stimulator in patients with rheumatoid arthritis following rituximab treatment: relationships with B cell depletion, circulating antibodies, and clinical relapse. Arthritis Rheum. 2006, 54: 723-732. 10.1002/art.21650.CrossRefPubMed Cambridge G, Stohl W, Leandro MJ, Migone TS, Hilbert DM, Edwards JC: Circulating levels of B lymphocyte stimulator in patients with rheumatoid arthritis following rituximab treatment: relationships with B cell depletion, circulating antibodies, and clinical relapse. Arthritis Rheum. 2006, 54: 723-732. 10.1002/art.21650.CrossRefPubMed
38.
go back to reference Jego G, Pascual V, Palucka AK, Banchereau J: Dendritic cells control B cell growth and differentiation. Curr Dir Autoimmun. 2005, 8: 124-139.CrossRefPubMed Jego G, Pascual V, Palucka AK, Banchereau J: Dendritic cells control B cell growth and differentiation. Curr Dir Autoimmun. 2005, 8: 124-139.CrossRefPubMed
39.
go back to reference Toubi E, Kessel A, Slobodin G, Boulman N, Pavlotzky E, Zisman D, Rozenbaum M, Rosner I: Changes in macrophage function after rituximab treatment in patients with rheumatoid arthritis. Ann Rheum Dis. 2007, 66: 818-820. 10.1136/ard.2006.062505.PubMedCentralCrossRefPubMed Toubi E, Kessel A, Slobodin G, Boulman N, Pavlotzky E, Zisman D, Rozenbaum M, Rosner I: Changes in macrophage function after rituximab treatment in patients with rheumatoid arthritis. Ann Rheum Dis. 2007, 66: 818-820. 10.1136/ard.2006.062505.PubMedCentralCrossRefPubMed
Metadata
Title
The interferon type I signature towards prediction of non-response to rituximab in rheumatoid arthritis patients
Authors
Hennie G Raterman
Saskia Vosslamber
Sander de Ridder
Michael T Nurmohamed
Willem F Lems
Maarten Boers
Mark van de Wiel
Ben AC Dijkmans
Cornelis L Verweij
Alexandre E Voskuyl
Publication date
01-04-2012
Publisher
BioMed Central
Published in
Arthritis Research & Therapy / Issue 2/2012
Electronic ISSN: 1478-6362
DOI
https://doi.org/10.1186/ar3819

Other articles of this Issue 2/2012

Arthritis Research & Therapy 2/2012 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine