Rheumatoid arthritis

Integrative multi-omics analysis reveals CXCL10-driven inflammation and TREM2 + macrophage-plasma cell survival niche as hallmarks of late-stage rheumatoid arthritis

Arthritis Res TherPublished Mechanistic study

Main finding · Diagnostic performance for RA staging (early vs late-stage): three-gene ANN model and CXCL10Result — go to the resultOdds ratio 7.271

Authors' conclusion

Late-stage RA appears to be characterized by a CXCL10-driven inflammatory signature and an expanded TREM2 + macrophage-plasma cell survival niche.

Study context

Population
Rheumatoid arthritis (RA) patients with synovial tissue samplesbulk RNA-seq n = 19
Participants
51 patients
Comparison
Early vs late-stage RA synovium
  • Early RAn = 13reference
  • Late-stage RAn = 38
Outcome
Diagnostic performance for RA staging (early vs late-stage): three-gene ANN model and CXCL10
Methodological detailsmulti-omics, bulk RNA sequencing, single-cell RNA sequencing, machine learning (LASSO, SVM-RFE, random forest), artificial neural network (ANN) model
  • Multi-omics
  • Bulk RNA sequencing
  • Single-cell RNA sequencing
  • Machine learning (LASSO, SVM-RFE, random forest)
  • ANN model

Main finding

As reported in the abstract

Odds ratio

7.271

P = 0.022

By group

CXCL10

0.767

AUC

Parts of this Brief are withheld: the automatic checks could not confirm them against the abstract.

Original publication

Integrative multi-omics analysis reveals CXCL10-driven inflammation and TREM2 + macrophage-plasma cell survival niche as hallmarks of late-stage rheumatoid arthritis. Arthritis Res Ther. Published 12 February 2026. doi:10.1186/s13075-026-03764-3

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