Based on the results obtained from RF and ANN modeling, we identified five characterized genes (SLC7A11, SLC2A1, ADAM9, ITGAV, and PFKP) that distinguish HCC patients into different subgroups of disulfide clusters (Supplementary Fig. 5). Here, PFKP is linked to hepatocellular carcinoma.