Previous studies demonstrated the oncogenic properties of ADGRD1, CDC25B, HMMR, PRIM1, RAD51, RRM2, and SPC24, in HCC and/or other somatic cancers [82–91] (Additional file 7: Table S4). Here, RRM2 is linked to hepatocellular carcinoma.