Notably, PEBP4, TIMP1, TIMP2, CXCL16, and AQP9 showed direct interactions with CHI3L1, suggesting that these genes may act as critical regulators in CHI3L1-mediated RA progression. This evidence concerns the gene PEBP4 and rheumatoid arthritis.