Cell-cell communication indicated that endocrine cells had impacts on cancer cells through strong MDK-SDC4 and MDK-NCL interactions, while endothelial cells affected tumor cells mainly through COL4A2-SDC4 and COL4A1-SDC4 interactions (Figures 11F, H). This evidence concerns the gene COL4A1 and neoplasm.