We identified DEmRNAs, DEmiRNAs, and DElncRNAs in HCC and found that high MCM10, CDKN3, RRM2, KIF3A, and ALYREF levels predict poor prognosis, while high CPEB2, COLEC10, and PBLD levels indicate better outcomes. Here, RRM2 is linked to hepatocellular carcinoma.