These findings revealed that energy deficiency compromises DNA repair through ATG4B nuclear translocation, and ATG4B inhibition enhances DNA repair in AML cells, alleviating the malignant evolution of AML. The gene discussed is ATG4B; the disease is acute myeloid leukemia.