CD8A and nonpapillary renal cell carcinoma: This model is predicated on seven genes associated with CD8+ T cells and is poised to enhance comprehension of the immune characteristics inherent to ccRCC, facilitate prognostic predictions for patients afflicted with ccRCC, and offer valuable recommendations for the use of immunotherapy approaches.