SETD2 loss was associated with altered metabolic states and reduced clinical benefit from immune checkpoint inhibitors, with the strongest translational relevance observed in ccRCC and substantial evidence in NSCLC and CRC. Here, SETD2 is linked to nonpapillary renal cell carcinoma.