CXCL12 and hepatocellular carcinoma: By comparing the mRNAs in the ceRNA subnetwork with the mRNAs in the PPI subnetwork, three common mRNAs (ESR1, CXCL12 and IRF4) were obtained, which should play an important role in the development of hepatocellular carcinoma and used as follow-up research objects.