Through the integration of transcriptomics, proteomic, and metabolomics data, we identified six key genes that play critical roles in lipid metabolism in HCC: LCAT, PEMT, ACSL1, ACSL4, GPD1 and LPCAT1. The gene discussed is PEMT; the disease is hepatocellular carcinoma.