By modulating the expression or activity of autophagy-related genes and interacting with critical signaling pathways—such as the AMPK/mTOR, PI3K/AKT, and Beclin1 pathways—lncRNAs orchestrate the dynamic balance between autophagy and tumor cell fate. The gene discussed is AKT1; the disease is neoplasm.