HDAC7 and neoplasm: Our work identifies HDAC7 as a molecular mediator that governs ATF3's functional plasticity through competitive cofactor recruitment, positioning HDAC7 inhibition as a therapeutic strategy to reactivate ATF3-mediated tumor suppression in CRC.