Targeted deletion of ATXN3 in cancer cells largely abolished IFN-γ– and hypoxia-induced PD-L1 expression and consequently enhanced antitumor immunity in mice, and these effects were partially reversed by PD-L1 reconstitution. The gene discussed is ATXN3; the disease is cancer.