Most critically, we propose that SIRT7-driven immune regulation could represent a pivotal, yet previously underappreciated, mechanistic layer contributing to its context-dependent behavior in cancer, raising the possibility that future mechanistic insights may help determine the therapeutic value of combining SIRT7-targeted interventions with immunomodulatory strategies. Here, SIRT7 is linked to cancer.