Additionally, we constructed a model of CRC intercellular communication based on scRNA-seq data and identified the MIF-CD44/CD74 axis as the potential key pathway linking S1P activity with macrophage-mediated immunosuppression and angiogenesis. The gene discussed is CD74; the disease is colorectal carcinoma.