They found that RRM2, cyclin-dependent kinase 1 (CDK1), PDZ-binding kinase (PBK), abnormal spindle homolog, and microcephaly-associated Drosophila (ASPM) were key genes for HCC transformation from cirrhosis. This evidence concerns the gene CDK1 and hepatocellular carcinoma.