PD-1 and PD-L1 upregulation have been observed in biliary tract cancer subtypes, such as ECC and ICC, where they are linked to decreased CD8+ T-cell infiltration, poorer overall survival, and increased metastasis (62). The gene discussed is CD274; the disease is biliary tract neoplasm.