HIF1A and nonpapillary renal cell carcinoma: Collectively, our findings reveal the FUT8-HIF-1α-lactate-PKM2 axis as a key mechanism that links core fucosylation to metabolic reprogramming and malignant progression in ccRCC and highlights FUT8 as a promising therapeutic target.