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Molecular Remission at T cell level in Patients with Rheumatoid Arthritis
- Source :
- Scientific Reports, Scientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
- Publication Year :
- 2021
- Publisher :
- Research Square Platform LLC, 2021.
-
Abstract
- Introduction. While numerous disease-modifying anti-rheumatic drugs (DMARDs) have brought about a dramatic paradigm shift in the management of rheumatoid arthritis (RA), unmet needs remain, such as the small proportion of patients who achieve drug-free status. The aim of this study was to explore key molecules for remission at the T cell level, which are known to be deeply involved in RA pathogenesis, and investigate the disease course of patients who achieved molecular remission (MR). Methods. We enrolled a total of 46 patients with RA and 10 healthy controls (HCs). We performed gene expression profiling and selected remission signature genes in CD4+ T cells and CD8+ T cells from patients with RA using machine learning methods. In addition, we investigated the benefits of achieving MR on disease control. Results. We identified 9 and 23 genes that were associated with clinical remission in CD4+ and CD8+ T cells, respectively. Principal component analysis (PCA) demonstrated that their expression profiling was similar to those in HCs. For the remission signature genes in CD4+ T cells, the PCA result was reproduced using a validation cohort, indicating the robustness of these genes. A trend toward better disease control was observed during 12 months of follow-up in patients treated with tocilizumab in deep MR compared with those in non-deep MR, although the difference was not significant. Conclusion. We identified robust genes that represent remission status in CD4+ T cells using machine learning techniques. The current study will promote our understanding of the molecular mechanisms necessary to achieve deep remission during the management of RA. Trial registration: Not required.
- Subjects :
- Oncology
CD4-Positive T-Lymphocytes
medicine.medical_specialty
T cell
Science
Predictive medicine
CD8-Positive T-Lymphocytes
Article
Pathogenesis
Arthritis, Rheumatoid
Machine Learning
chemistry.chemical_compound
Text mining
Tocilizumab
Internal medicine
medicine
Humans
In patient
Rheumatoid arthritis
Transcriptomics
Multidisciplinary
business.industry
Remission Induction
medicine.disease
Gene expression profiling
medicine.anatomical_structure
Cross-Sectional Studies
chemistry
Medicine
business
Transcriptome
CD8
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Scientific Reports, Scientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
- Accession number :
- edsair.doi.dedup.....0de4b83712ec22ef30562aec5309cd2c
- Full Text :
- https://doi.org/10.21203/rs.3.rs-51665/v3