Using high throughput immunohistochemistry on paired normal and tumor tissue, we found similar trends of increased CD8+ and decreased CD4+ T cells from tumor versus normal renal tissue derived from the ccRCC patient samples (Supplementary Fig. 2 and Supplementary Methods). Here, CD4 is linked to nonpapillary renal cell carcinoma.