Moreover, the four enhanced catabolic enzymes, including CPT1A, HADHA, HADHB, and ACAT1, were all correlated with better OS in both male and female ccRCC patients (P<0.05). The gene discussed is HADHA; the disease is nonpapillary renal cell carcinoma.