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). Here, ATP6V1B2 is linked to nonpapillary renal cell carcinoma.