In this study, we developed a novel angiogenesis score and feature genes (MMRN2, CLEC14A, ACVRL1, EFNB2, and TEK) which was associated with tumor angiogenesis microenvironment and prognosis in KIRC patients. This evidence concerns the gene ACVRL1 and neoplasm.