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. Here, RCL1 is linked to hepatocellular carcinoma.