In our study, the FOXP3 expression and Tregs were high in low-ACADM group, implying that ACADM might influence the Tregs infiltration in the tumor microenvironment and the prognosis of ccRCC patients. This evidence concerns the gene FOXP3 and nonpapillary renal cell carcinoma.