Taken together, these results suggest that the immunopathological mechanisms of RA may involve aberrant CHI3L1 expression, which reshapes the synovial immune microenvironment by regulating immune cell recruitment, activation, and migration, thereby inducing imbalances in specific immune cell subsets and promoting autoimmunity and chronic inflammation. The gene discussed is CHI3L1; the disease is rheumatoid arthritis.