In our investigation, high GDF-15 levels in the urine of ccRCC patients were associated with advanced cancerous state, stage > 1 (fc 3.84, p-value 0.0002) and an HG (fc 2.64, p-value 0.035). The gene discussed is GDF15; the disease is nonpapillary renal cell carcinoma.