Clinically, we found that high infiltrating level of CD8+ T cells was associated with better prognosis, whereas upregulation of Gal1, as well as abundant CAFs, was associated with poor PFS in RCC patients who received immunotherapy. Here, CD8A is linked to renal cell carcinoma.