We discovered that the MIF signaling pathway, particularly the MIF‐(CD74 + CXCR4), was the most prevalent form of communication, suggesting that the MIF signaling pathway was likely to be a key way in which tumor cells affected immune cells, consequently leading to an immunosuppressive microenvironment. The gene discussed is CXCR4; the disease is neoplasm.