These studies shed light on the transcriptomic profiles of myeloid and lymphoid cell types, states, and their interactions in ccRCC, with particular emphasis on tumor-associated macrophages (TAMs) and CD8+ T cells, both of which play significant roles in tumor progression and evasion. Here, CD8A is linked to nonpapillary renal cell carcinoma.