IL1B and rheumatoid arthritis: The perturbation experiments provided mechanistically interpretable insights, revealing that the IL-6-responsive module had the most significant effect on RA probability (+0.12 ± 0.03), followed by TNF-α (+0.08 ± 0.02) and IL-1β (+0.06 ± 0.02).