The overwhelming enrichment of immune-related pathways among upregulated DEGs—particularly NF-kB signaling, Toll-like receptor cascades, and TNF signaling pathways strongly implicate STX17-DT may act as a critical modulator of innate immunity in PBC pathogenesis. The gene discussed is TNF; the disease is primary biliary cholangitis.