Our results demonstrated that NSUN5 KO significantly decreased intracellular SMAD3 and p‐SMAD3 levels, reversing EMT in tumor cells and significantly reducing HCC invasion and metastasis both in vitro and in vivo. This evidence concerns the gene SMAD3 and neoplasm.