We further evaluated the spatial properties of ccRCC tissues based on the tissue section information and spatial transcriptome data of ccRCC in GSM6415706 to delineate the spatial attributes of ADGRL4+ renal tubule cells and their effects on other renal tubule cells. The gene discussed is ADGRL4; the disease is nonpapillary renal cell carcinoma.