Similar observations were reported by Braun et al. They found that PDCD1, HAVCR2 and LAG3 expression increased substantially late in pseudotime and CD8+ T cells became progressively dysfunctional with advancing disease in clear cell renal cell carcinoma (ccRCC) [20]. This evidence concerns the gene PDCD1 and clear cell renal carcinoma.