The violin plot showed the cell-cell interactions while giving the different ligands and receptors in the EGF signaling pathway, and the results showed that C1 SRSF7+ MCs subtype and tumor-cells were mainly contacted with AREG as a ligand and EGFR or ERBB2 as receptors (Figure 8E). This evidence concerns the gene EGF and neoplasm.