In the present study, random forest survival and LASSO regression models identified SORBS2, DHRS1, SLC16A2, RCL1, IGFALS, GNA14, and FANCI as feature genes that may be involved in HCC occurrence and may influence prognosis. This evidence concerns the gene IGFALS and hepatocellular carcinoma.