In addition, we systematically examined the interactions between hepatocytes C4 and other cell types in HCC, and found that several interactions, such as INHBB related interactions, C3-C3AR1/ITGB2 interactions, may play an important role in the tumorigenesis of HCC. This evidence concerns the gene C4A and hepatocellular carcinoma.