Therefore, future in vitro and in vivo studies are warranted to explore the detailed mechanism underlying the association between CASP4 expression and ccRCC occurrence and development, to provide direction for further exploration into the mechanism associated with the effects of this gene in cancer. The gene discussed is CASP4; the disease is nonpapillary renal cell carcinoma.