SHAP analysis identified anti-CCP level as the most discriminative factor, and RF level, erosive joint count, anti-SSA/Ro60 positivity, and CRP level showed close associations with RA-SS diagnosis. Here, TRIM21 is linked to rheumatoid arthritis.