The analysis revealed robust associations between key RA-related genes CD63, TLR4, and TIMP1 and highly interactive compounds, such as Cadinol, Carvacrol, Borneol, Thymol, Camphene, Limonene, Linalool, and 1,8-Cineole. Here, TIMP1 is linked to rheumatoid arthritis.