In this study, we explored the therapeutic effects and mechanisms of ADSCs in a mouse model of serum transfer-induced arthritis (STA), focusing on the dynamic regulation of the CX3CR1+ synovial macrophage barrier status. The gene discussed is CX3CR1; the disease is Arthritis.