In lung cancer, PARP1 activates the AMPK–mTOR pathway → enhances BDH1‐mediated autophagy → promotes cell proliferation/metastasis; BDH1 overexpression accelerates in vivo tumor growth. The gene discussed is BDH1; the disease is lung carcinoma.