TNFSF11 and osteoarthritis: In this study, we identified and validated four differentially expressed genes (CXCL8, CXCL2, DUSP5, and TNFSF11) as promising diagnostic biomarkers for osteoarthritis (OA), which collectively mediate immune regulation, inflammatory responses, and bone remodeling in OA pathogenesis.