Our study found that among the two key genes of CTCs in ccRCC, MMP9 and TYROBP showed a significant positive correlation with the infiltration levels of B cells, CD4 + T cells, CD8 + T cells, macrophages, and other immune cells in ccRCC. Here, MMP9 is linked to nonpapillary renal cell carcinoma.