Multiple signaling pathways, including VEGF, EGF, FGF, and HGF, play pivotal roles in endothelial tube formation and angiogenesis within tumor tissues, contributing to the heterogeneity of blood vessel structures observed in cancer. This evidence concerns the gene EGF and cancer.