In this study, infiltrated CD8+ T cells and relevant genes were evaluated as potential predictive biomarkers for ccRCC and papRCC based on bulk sequencing and single cell RNA sequencing (scRNA-seq) data of ccRCC and papRCC biopsies. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.