Additionally, in our study, we conducted validation of the impact of PRDX2 on VM formation in ccRCC, which is similar to its effect in colorectal cancer (Zhang et al., 2015b), demonstrating a promotion effect. This evidence concerns the gene PRDX2 and nonpapillary renal cell carcinoma.