The analysis revealed that SLC5A10, AGPAT3, ATP6V1B2, SLC35D2, and CIRH1A were significantly correlated with SLC34A1 (Fig. 8A–E), and these five genes were associated with better overall survival in ccRCC patients (Fig. 8F–J). This evidence concerns the gene SLC5A10 and nonpapillary renal cell carcinoma.