The diagnostic equation was finally identified as follows: logit (P = HCC) = -75.2125977 + (0.85 × ENFA3 expression level) + (2.61 × EGF expression level) + (3.92 × MMP3 expression level) + (9.98 × AURKB expression level). Here, EGF is linked to hepatocellular carcinoma.