Moreover, we identified IL17F, 5-HT and IL4I1 as the candidate biomarkers for RA-Cold, and S1P and GLNS as the candidate biomarkers for RA-Hot, which were all verified using an independent clinical cohort and provided a reference for clinical differentiation and diagnosis. This evidence concerns the gene IL4I1 and rheumatoid arthritis.