CHI3L1 and rheumatoid arthritis: Collectively, these findings not only provide important insights into the molecular mechanisms underlying CHI3L1-mediated RA progression but also establish a robust multi-gene diagnostic framework with superior diagnostic accuracy and clinical applicability for RA diagnosis and risk stratification.