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. Here, SIRT4 is linked to neoplasm.