Our analysis identified 125 genes consistently altered across all datasets (e.g., CYP2C9, SLC22A1, RDH5) that represent a pan-etiology HCC signature, implicating retinol metabolism and solute transport as key pathways in HCC pathogenesis. This evidence concerns the gene SLC22A1 and hepatocellular carcinoma.