We devised gene signature for RA susceptibility, incorporating 10 key FAM regulators including SREBF1, SCD, PPARG, PPARA, INSR, FASN, CD36, ACADVL, ACADM, ACACA, and our findings revealed significant clinical benefits for patients utilizing this model. This evidence concerns the gene ACADVL and rheumatoid arthritis.