Among the four RA gene sets, NDUFB3, NGLY1, and SLC25A4 had the highest diagnostic efficiency, with AUCs ranging from 0.7 to 0.91 (Figures 5A-D). Here, NGLY1 is linked to rheumatoid arthritis.