These findings uncover a complex regulatory mechanism of the Lnc-PDZD7/miR-101/EZH2/ATOH8 axis regulating stemness properties and chemosensitivity, providing new biomarkers for diagnosis and potential drug targets for HCC. Here, ATOH8 is linked to hepatocellular carcinoma.