In the present study, there were more HCC cell-to-cell interactions in the HMMR+ groups, and MIF was one of pathways identified, which implies the MIF pathway might regulate the malignant phenotype in HMMR+ HCC. The gene discussed is MIF; the disease is hepatocellular carcinoma.