This is in consistence with previous T cell landscape studies of ccRCC, which revealed higher proportion of exhausted CD8 T cell in advanced ccRCC50, and reinforces the importance of the crosstalk between metabolism and T cell exhaustion in ccRCC51,52. Here, CD8A is linked to nonpapillary renal cell carcinoma.