PECAM1 and renal carcinoma: One explanation for this paradoxical difference between the two renal cancer types is that KIRP has a rich papillary architecture while KIRC is comparatively more vascular as shown by the higher expression of vascular marker genes (CD34 and CD31) in KIRC compared to KIRP (p-values < 2.2 e−16) (Fig. S5A).