This review synthesizes mechanistic evidence showing how JAK/STAT signaling, predominantly through STAT1 and STAT3, integrates inflammatory cues, oncogenic stress, and microenvironmental signals to regulate PD-L1 expression across tumor cells and immune compartments. The gene discussed is SOAT1; the disease is neoplasm.