The bioinformatics analyses revealed a significant correlation between the downregulation of ALDH9A1 and higher TNM stage as well as more advanced histologic grades in ccRCC (Table 2 and Supplementary Fig. 1E–H). This evidence concerns the gene ALDH9A1 and nonpapillary renal cell carcinoma.