Combined with cluster analysis, four RNA modifiers (YTHDC1, LRPPRC, NOP2, and CLP1) and five immune cells (T cells CD8, CD4 memory resting, T cell regulatory (Tregs) macrophages M0 and medium neutrophils) were closely related to the process of RA. The gene discussed is CLP1; the disease is rheumatoid arthritis.