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. The gene discussed is ATF3; the disease is neoplasm.