CD8A and nonpapillary renal cell carcinoma: To ascertain the correlation between risk profiles and ccRCC, we initially employed gene set enrichment analysis to identify a strong association between the high-risk group and immune cells (e.g., CD8+ T cells, NK cells, and B cells).