Cell-cell communications analysis in scRNA-seq and stRNA-seq identified ligand-receptor pairs of the CXCL, EGF, FGF, and MIF signaling pathways as bridges implying that tumor microenvironment may cause malignant cells’ transcriptomic adaptability and disease progression. This evidence concerns the gene MIF and neoplasm.