Publication: A Combined Transcriptomic and Genomic Analysis Identifies a Gene Signature Associated With the Response to Anti-TNF Therapy in Rheumatoid Arthritis.
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Identifiers
Date
2019-07-02
Authors
Aterido, Adria
Cañete, Juan D
Tornero, Jesus
Blanco, Francisco
Fernandez-Gutierrez, Benjamin
Perez, Carolina
Alperi-Lopez, Mercedes
Olive, Alex
Corominas, Hector
Martinez-Taboada, Victor
Advisors
Journal Title
Journal ISSN
Volume Title
Publisher
Frontiers Research Foundation
Abstract
Background: Rheumatoid arthritis (RA) is the most frequent autoimmune disease involving the joints. Although anti-TNF therapies have proven effective in the management of RA, approximately one third of patients do not show a significant clinical response. The objective of this study was to identify new genetic variation associated with the clinical response to anti-TNF therapy in RA. Methods: We performed a sequential multi-omic analysis integrating different sources of molecular information. First, we extracted the RNA from synovial biopsies of 11 RA patients starting anti-TNF therapy to identify gene coexpression modules (GCMs) in the RA synovium. Second, we analyzed the transcriptomic association between each GCM and the clinical response to anti-TNF therapy. The clinical response was determined at week 14 using the EULAR criteria. Third, we analyzed the association between the GCMs and anti-TNF response at the genetic level. For this objective, we used genome-wide data from a cohort of 348 anti-TNF treated patients from Spain. The GCMs that were significantly associated with the anti-TNF response were then tested for validation in an independent cohort of 2,706 anti-TNF treated patients. Finally, the functional implication of the validated GCMs was evaluated via pathway and cell type epigenetic enrichment analyses. Results: A total of 149 GCMs were identified in the RA synovium. From these, 13 GCMs were found to be significantly associated with anti-TNF response (P< 0.05). At the genetic level, we detected two of the 13 GCMs to be significantly associated with the response to adalimumab (P = 0.0015) and infliximab (P = 0.021) in the Spain cohort. Using the independent cohort of RA patients, we replicated the association of the GCM associated with the response to adalimumab (P = 0.0019). The validated module was found to be significantly enriched for genes involved in the nucleotide metabolism
(P = 2.41e-5) and epigenetic marks from immune cells, including CD4+ regulatory T cells (P = 0.041). Conclusions: These findings show the existence of a drug-specific genetic basis for anti-TNF response, thereby supporting treatment stratification in the search for response biomarkers in RA.
Description
MeSH Terms
Adalimumab
Antirheumatic Agents
Arthritis, Rheumatoid
Biopsy
Cohort Studies
Female
Gene Regulatory Networks
Genome-Wide Association Study
Humans
Infliximab
Male
Polymorphism, Single Nucleotide
Synovial Membrane
Transcriptome
Treatment Outcome
Tumor Necrosis Factor-alpha
Antirheumatic Agents
Arthritis, Rheumatoid
Biopsy
Cohort Studies
Female
Gene Regulatory Networks
Genome-Wide Association Study
Humans
Infliximab
Male
Polymorphism, Single Nucleotide
Synovial Membrane
Transcriptome
Treatment Outcome
Tumor Necrosis Factor-alpha
DeCS Terms
Cromatografía de gases y espectrometría de masas
Epigenómica
Membrana sinovial
Genes
España
Artritis reumatoide
Multiómica
Enfermedades autoinmunes
Epigenómica
Membrana sinovial
Genes
España
Artritis reumatoide
Multiómica
Enfermedades autoinmunes
CIE Terms
Keywords
Anti-TNF therapy, Genomics, Multi-omics association analysis, Rheumatoid arthritis, Transcriptomics
Citation
Aterido A, Cañete JD, Tornero J, Blanco F, Fernández-Gutierrez B, Pérez C, et al. A Combined Transcriptomic and Genomic Analysis Identifies a Gene Signature Associated With the Response to Anti-TNF Therapy in Rheumatoid Arthritis. Front Immunol. 2019 Jul 2;10:1459