SIRT1 and cancer: We synthesized mechanistic insights into SIRT1 interactions with its substrates, highlighted cancer type-specific functions in ovarian, breast, liver, lung, and gastrointestinal malignancies, and critically evaluated the dual role of SIRT1 as both a longevity factor and an oncogenic driver.