We thus corroborated our hypothesis in part that PFKFB4 could induce FBP1 expression via NCOA3 phosphorylation as a negative feedback to curb PPP in ccRCC. The gene discussed is PFKFB4; the disease is nonpapillary renal cell carcinoma.