By integrating the outcomes of phenotype assays conducted on both ATF3-overexpressing and ATF3-knockdown HCC cell lines, we provide compelling evidence supporting the suppressive role of ATF3 in HCC tumorigenesis in vitro. The gene discussed is ATF3; the disease is hepatocellular carcinoma.