We also identified cofilin-1 (CFL1), profilin-1 (PFN1), nicotinamide N-methyltransferase (NNMT), and fructose-bisphosphate aldolase A (ALDOA), as candidate markers of late stage ccRCC. The gene discussed is ALDOA; the disease is nonpapillary renal cell carcinoma.