Collectively, these mechanisms underscore a mitochondria-directed role of SIRT7 in quality control, translational tuning of mitochondrial protein synthesis, and metabolic stress adaptation—all potentially relevant in CNS tumor biology. This evidence concerns the gene SIRT7 and central nervous system neoplasm.