By integrating genomic, immunological, and clinical datasets, this study seeks to provide mechanistic evidence for the role of CHI3L1 in RA and explore its translational value in early diagnosis, disease monitoring, and precision therapeutic strategies. The gene discussed is CHI3L1; the disease is rheumatoid arthritis.