These genes were further analyzed using ROC analysis, demonstrating their potential diagnostic value for RA and CAD.Finally, immune infiltration patterns were analyzed by CIBERSORT algorithm, which revealed the correlation between PPARG and mononuclear cells or macrophages, highlighting its roles in the immune mechanisms of both diseases. The gene discussed is PPARG; the disease is rheumatoid arthritis.