Interestingly, key biological processes and pathways, such as vascular permeability, the VEGF signaling pathway, and epithelial cell proliferation were significantly enriched in subtype 1, while subtype 2 characterized by a heightened response to hypoxia, indicative of a hypoxic tumor microenvironment. This evidence concerns the gene VEGFA and neoplasm.