Additionally, G6PD, HELLS, RRM2, and STMN1 were positively associated with higher tumor stage, grade, age, sex, and ethnicity, suggesting an influential contribution to the pathogenesis of HCC. This evidence concerns the gene RRM2 and hepatocellular carcinoma.