Bailey, Liu, et al. in this issue demonstrate that targeting HIF-1α abrogated PD-L1–mediated immune evasion by suppressing PD-L1 expression on malignant and myeloid regulatory cells, causing tumor rejection. The gene discussed is CD274; the disease is neoplasm.