Additionally, we observed elevated score for EMT, glycolysis, angiogenesis, and hypoxia in the high-risk group, which aligns with well-established knowledge that CAFs can secrete VEGF to regulate tumor vascular networks, induce EMT in epithelial cells, and contribute to metabolic reprogramming in tumor cells [42]. Here, VEGFA is linked to neoplasm.