Importantly, we identify four targeting HCC pathologic stage-associated genes, including GAS2L3, SNRPA, SNRPD2 and SEMA3F. Compared with adjacent non-tumor tissues, these four genes were highly expressed in HCC tissues, presenting prognostic value for the HCC patients. Here, GAS2L3 is linked to hepatocellular carcinoma.