SIRT7 and cancer: These contrasting roles across malignancies may result from tissue- or cancer-specific molecular features acting in concert with contextual cues that reflect the stress state and diverse tumor-intrinsic or extrinsic signals, together reshaping SIRT7-driven transcriptional programs; however, the determinants of this context-dependent behavior remain to be defined.