In melanoma, LACTB promotes apoptosis and tumor suppression by modulating mitochondrial lipid metabolism and stabilizing p53, thereby upregulating pro-apoptotic genes like p21, Bax, and Bid [23]. The gene discussed is BID; the disease is neoplasm.