Here, based on in vitro and in vivo CRISPR screens, the authors identify Rnf31 and Vps4b as drivers of immune escape, showing that loss of their function leads to an increase in T cell-mediated killing and reduced tumor growth in preclinical pancreatic cancer models. The gene discussed is RNF31; the disease is familial pancreatic carcinoma.