RRM2 and hepatocellular carcinoma: They found that Hub genes, such as CDK1, RRM2, CDKN3, and KEGG pathways, such as cell cycle and p53 signaling pathways, were the key genes and KEGG pathways for the transformation of liver cirrhosis to early HCC [14, 15].