In this study, a random forest model was employed to assess the contribution of RA-associated genes to the levels of TNF-α, IL-6, IL-1β, and reactive oxygen species (ROS), with the goal of identifying core regulatory elements within the inflammatory gene network. Here, TNF is linked to rheumatoid arthritis.