In our study, FLS was identified as the primary cell type, and MMP-9 was selected to elucidate the mechanism underlying sPD-1 production during RA via the proteolytic pathway following stimulation with TNF-α. The gene discussed is HOXD13; the disease is rheumatoid arthritis.