Using a commonly accepted AFP cut-off of >20 μg/L to identify HCC produced a sensitivity of 25%, specificity of 90%, NPV of 55%, PPV of 71%, and overall accuracy of 58%. The gene discussed is AFP; the disease is hepatocellular carcinoma.