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Sirtuins (SIRTs), a family of NAD+-dependent enzymes, play crucial roles in epigenetic regulation, metabolism, DNA repair, and stress response, making them relevant to glioma biology. This review systematically summarizes the molecular mechanisms and context-specific functions of SIRT1-SIRT7 in central nervous system tumors, with particular focus on gliomas. SIRT1, SIRT3, SIRT5, and SIRT7 are often overexpressed and promote glioma cell proliferation, stemness, therapy resistance, and metabolic adaptation. Conversely, SIRT2, SIRT4, and SIRT6 generally exhibit tumor-suppressive functions by inducing apoptosis, inhibiting invasion, and counteracting oncogenic signaling. Preclinical studies have identified several sirtuin modulators-both inhibitors and activators-that alter tumor growth, sensitize cells to temozolomide, and regulate pathways such as JAK2/STAT3, NF-κB, and mitochondrial metabolism. Emerging evidence positions sirtuins as promising targets for glioma therapy. Future studies should evaluate sirtuin modulators in clinical trials and explore their potential for patient stratification and combined treatment strategies.