Our findings suggest that AKR1C3, MCEE, POLE4, and PFKM were identified as potential diagnostic feature biomarkers associated with RA’s immune cell infiltrations, providing a new perspective for future research and clinical management of RA. Here, POLE4 is linked to rheumatoid arthritis.