DPHCC has a unique gene mutation profile, and several genes with differential mutations in DPHCC, CK19+HCC, and CK19-HCC were identified, including ABL1, E4F1, PEAK1, TADA3, INPP5D, S1PR4, and GOLM1. Here, E4F1 is linked to hepatocellular carcinoma.