Interestingly, abundances of CD8A and CD274 (PD-L1) were significantly correlated with the LDH level (Supplementary Fig. 3i), suggesting enhanced immune evasion in ccRCC patients with high LDH levels. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.