G6PD and hepatocellular carcinoma: High-throughput sequencing and experiments, including wound healing, CCK-8, and transwell assays, were conducted to validate the role and regulatory mechanisms of G6PD in HCC.<h4>Results</h4>Our study identified a progressive upregulation of PPP-related genes during tumorigenesis.