Additionally, it was also found that among 42 A2M co-related genes, CD34, PECAM1, CDH5, and VWF had tight protein interactions, which further proved that the role of A2M in ccRCC was closely related to angiogenesis. Here, PECAM1 is linked to nonpapillary renal cell carcinoma.