The diagnostic score was finally identified as follows: logit (P = HCC) = 1.171 + (− 0.571) × PDSS1 expression level + (− 1.019) × SLC7A11 expression level + (− 2.037) × CDCA8 expression level. The gene discussed is SLC7A11; the disease is hepatocellular carcinoma.