For the first time, we analyzed the MRPRS levels in ccRCC cell clusters and found that the increased MRPRS in the VCAM1+ cell cluster was positively correlated with patients who experienced complete and mixed responses. Here, VCAM1 is linked to nonpapillary renal cell carcinoma.