Studies indicate the presence of multiple hypoxia-related tumor microenvironment cell subpopulations in ccRCC, with ANGPTL4+ endothelial cells potentially playing a pivotal role in tumor angiogenesis, indicating significant prognostic value. This evidence concerns the gene ANGPTL4 and nonpapillary renal cell carcinoma.