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. The gene discussed is CXCL8; the disease is osteoarthritis.