PSMD12 and hepatocellular carcinoma: To dissect the molecular mechanism of PSMD12-CDK1 interaction, we first confirmed that PSMD12 modulates CDK1 protein expression without affecting its mRNA levels in HCC cells (Figures 7A–D), indicating a post-translational regulatory role.