Mechanistically, PSMD12 interacts with cyclin-dependent kinase 1 (CDK1), preventing its degradation through deubiquitination, thereby accelerating HCC progression by enhancing cell cycle progression. This evidence concerns the gene CDK1 and hepatocellular carcinoma.