Experimental validation confirmed consistent dysregulation of the six-gene signature (G6PD, KIF20A, NDRG1, ADH1C, RECQL4, MCM4) in HCC cell lines, reinforcing the model’s biological relevance. This evidence concerns the gene G6PD and hepatocellular carcinoma.