Focusing on key redox-sensitive transcription factors, including p53, the FOXO family, PGC-1α, and NF-κB, we systematically summarize the impact of SIRT1 deacetylation on cancer cell survival, proliferation, and tumor microenvironment remodeling. Here, SIRT1 is linked to neoplasm.