Our spatial transcriptome results indicated that ADGRL4+ renal tubule cells were remarkably enriched around glomerular tissues and other cell clusters limitedly or rarely existed in ccRCC. Here, ADGRL4 is linked to nonpapillary renal cell carcinoma.