Our findings suggest that the PPAR pathway may serve as a primary mechanism by which Tregs orchestrate an immunosuppressive microenvironment, thereby facilitating anoikis resistance, which in turn supports distant metastasis and immune evasion in ccRCC. Here, PPARA is linked to nonpapillary renal cell carcinoma.