In addition, NCKAP1 and its related genes function primarily in metabolic-related signaling pathways and immune cell infiltration, predictably suggesting that NCKAP1 is a prognostic biomarker for ccRCC. This evidence concerns the gene NCKAP1 and nonpapillary renal cell carcinoma.