The positive regulatory relationship between ALDH9A1 and IQGAP2 was confirmed in ccRCC cell lines at both the RNA and protein levels (Fig. 6D, E and Supplementary Fig. 8C–F). Here, IQGAP2 is linked to nonpapillary renal cell carcinoma.