In this study, the PCDI was comprised of seven genes: GBA, G6PD, ETV4, KIF20A, LATPM4B, TRAF5, and SLC2A1. G6PD, an essential rate-limiting enzyme of the pentose phosphate pathway, exhibits notable upregulation in HCC patients. This evidence concerns the gene TRAF5 and hepatocellular carcinoma.