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). The gene discussed is SLC35D2; the disease is nonpapillary renal cell carcinoma.