In conclusion, the present study highlights the robust prognostic significance of ALDH9A1 and delivers a comprehensive understanding of ALDH9A1-NPM1-IQGAP2-AKT axis in ccRCC. This evidence concerns the gene NPM1 and nonpapillary renal cell carcinoma.