Key OS risk factors include liver cirrhosis, portal hypertension, AFP levels > 20 ng/mL, tumor diameter > 3 cm, multiple and subcapsular tumors, frequent recurrence, and early recurrence. The gene discussed is AFP; the disease is cirrhosis of liver.