In our study, by analyzing the liver single-cell RNA sequencing data from HCC patients or healthy individuals, we found that PGLS was highly expressed in undifferentiated HCC cells, and down-regulation of PGLS in vitro could inhibit the proliferation, migration, and invasion of HCC cells. The gene discussed is PGLS; the disease is hepatocellular carcinoma.