Finally, further in vivo and in vitro experiments are needed to validate the specific mechanisms and functions of CDH5, MMP9, MAPK1, and MMP13 in ccRCC vasculogenic mimicry. The gene discussed is MMP13; the disease is nonpapillary renal cell carcinoma.