MTOR and neoplasm: This review describes how autophagy contributes to HCC at different stages, outlines the dual functions of lncRNAs as oncogenic drivers or tumor suppressors, and illustrates their integration into key signaling networks of autophagy (e.g., PI3K/AKT/mTOR, AMPK, Beclin-1).