The radar chart and random forest analysis revealed that RA patients with comorbid conditions, particularly diabetes mellitus (DM), hypertension (HTN), and cardiovascular disease, exhibited significantly elevated IL-6 levels. The gene discussed is IL6; the disease is diabetes mellitus.