HCC typically manifests in patients with viral hepatitis or cirrhotic backgrounds, accompanied by elevated AFP levels, intense arterial-phase hyperenhancement, and subsequent portal/equilibrium-phase contrast washout. The gene discussed is AFP; the disease is viral hepatitis.