Furthermore, four types of ccRCC were identified: CD8+ inflammed, CD8- inflammed, VEGF immune desert and metabolic immune desert, characterizatized by a conjugation of specific immune signatures and genomic alterations [80], a finding that may further guide targeted treatment for these patients. Here, CD8A is linked to nonpapillary renal cell carcinoma.