Thus, in this review, we demonstrate the molecular structures and biological functions of mitochondrial SIRTs (SIRT3, SIRT4 and SIRT5), summarize their oncogenic and tumor suppressive roles in carcinogenesis and further discuss a series of targeted small-molecule compounds to improve potential cancer therapy. This evidence concerns the gene SIRT5 and cancer.