The results revealed that PTPN11 was remarkably related to the invasion levels of tumor-related fibroblasts and endothelial cells in most cancers, particularly in COAD, HNSC, LUAD, LUSC, and PAAD. This evidence concerns the gene PTPN11 and neoplasm.