We found that G-test had the greatest diagnostic ability for detecting HCC among healthy and liver cirrhosis (LC) patients, as well as AFP-NHCC among healthy, LC, and chronic hepatitis (CH) individuals. The gene discussed is AFP; the disease is hepatocellular carcinoma.