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. This evidence concerns the gene GPD1 and hepatocellular carcinoma.