Moreover, among the 45 genes, some genes has been considered as HCC biomarkers, such as SUMO2, PLK1, CCND1, CDK2 and RB1 [25, 26], suggesting that our method could capture the key changes of transcriptome in HCC development. This evidence concerns the gene RB1 and hepatocellular carcinoma.