The results in TCGA-KIRC showed that the abundance of ADGRL4+ renal tubule cells and SFRP2+ renal tubule cells were prognostic factors for ccRCC, and that there was a close cell-to-cell interaction between them. The gene discussed is ADGRL4; the disease is nonpapillary renal cell carcinoma.