In the validation cohort, patients with HCC recurrence within 1 year were more commonly male (P = 0.042) and had a higher rate of heavy drinking (P = 0.019), higher GGT levels (P = 0.004) and higher rates of AFP positivity (P = 0.037) than patients without disease recurrence. The gene discussed is AFP; the disease is hepatocellular carcinoma.