By elevating tumor mutation burden and generating unique mutational signatures (e.g., SBS10d), POLD1 mutations sensitize MSS tumors to ICIs, challenging the dominance of microsatellite instability (MSI) as an immunotherapy predictor. This evidence concerns the gene POLD1 and neoplasm.