The classification of HCC and CHB patients using entropy of the nucleotide frequency achieved a prediction accuracy of 0.794 and AUC of 0.795 in the independent test set, which are superior to the classic HCC marker: AFP [40, 41]. The gene discussed is AFP; the disease is hepatocellular carcinoma.