Our analysis revealed that compared to normal tissues, the protein expression levels of ALDOB, CASR, KCNJ1, SLC34A1, and SLC12A3 were significantly lower in ccRCC tissues, as evidenced by reduced staining, intensity, and quantity (Fig. 4F). This evidence concerns the gene ALDOB and nonpapillary renal cell carcinoma.