Although we double-validated our results, there are some limitations; in NHANES, the pathogenesis and influencing factors of RA patients have not been fully clarified, and there is the possibility of residual confounding, while ALB was affected by a variety of factors, and there may be inaccuracy of measurement. The gene discussed is ALB; the disease is rheumatoid arthritis.