We further identified 6 cell subclusters with specific expression of BEX2, PTHLH, SFRP2, KLRB1, ADGRL4, and HGF from the ccRCC renal tubule cells. The gene discussed is ADGRL4; the disease is nonpapillary renal cell carcinoma.