G6PD and hepatocellular carcinoma: To further verify the expression of risk genes in HCC, quantitative real-time polymerase chain reaction (qRT-PCR) was used to analyze the expression of MARCH ligase-related genes (G6PD, SLC1A5, SPP1, and CDC20).