By intersecting DEGs and immune-related modules, we screened 270 DEIRGs and finally identified CCR7, KLRK1, TIGIT, and SLAMF1 as candidate RA biomarkers using literature research. Here, SLAMF1 is linked to rheumatoid arthritis.