The levels of gene expression in different hepatoma cell lines were shown in Supplementary Figures 2A-E.To further confirm the protein expression characteristics of the 5 genes, we obtained the immunohistochemical data of G6PD, HRAS, NRAS and TIMM9 from the HPA database. Here, NRAS is linked to hepatocellular carcinoma.