Lastly, although our study underscores the specific roles of EMCN in ccRCC, the underlying mechanisms through which EMCN impacts the immune microenvironment, along with other key genes in the MLRS, necessitate further detailed investigation. This evidence concerns the gene EMCN and nonpapillary renal cell carcinoma.