USP7 was involved in the progression of lipogenesis-associated HCC by interacting with and stabilizing ZNF638, which may selectively increase the cleavage of SREBP-1c through AKT/mTORC1/S6K signaling pathway. The gene discussed is USP7; the disease is hepatocellular carcinoma.