We also demonstrated that PTGER4, a crucial gene in SeMRM, was found to exert regulatory control over cell proliferation, lipid metabolism, and cell cycle progression in both in vivo and in vitro models of ccRCC. This evidence concerns the gene PTGER4 and nonpapillary renal cell carcinoma.