Interestingly, in an analysis of intercellular communication, this study found that the communication strength between malignant and immune cells in the MIF pathway was significantly greater in the setting of HCC with higher levels of oxidative stress than in the setting of non-tumor hepatocytes. This evidence concerns the gene MIF and hepatocellular carcinoma.