The results showed that low expression of ALDOB, CASR, and SLC34A1 in patients with ccRCC was associated with lower overall survival (Fig. 5A, B, D), while no significant difference was observed in the other hub genes (Fig. 5C–E). Here, ALDOB is linked to nonpapillary renal cell carcinoma.