Interestingly, in ccRCC, SERPINE1 expression levels were significantly correlated with 20 of our selected immune checkpoint marker genes, including CD86, TNFRSF14, TNFRSF18, and CD80 (Fig. 6A). Here, CD80 is linked to nonpapillary renal cell carcinoma.