Key signaling pathways—such as transforming growth factor-β (TGF-β), programmed cell death protein-1/programmed death-ligand 1 (PD-1/PD-L1), and tumor microenvironment–mediated immune evasion—further contribute to disease progression and increased LC risk in PF patients. The gene discussed is PDCD1; the disease is neoplasm.