We also found that CAFs interact uniquely with VM cells and tumor cells via HGF/MET and CSPG4 signaling pathways in clear cell renal carcinoma, and its effect on VM cells is significantly higher. Here, CSPG4 is linked to clear cell renal carcinoma.