CAPZA1 and nonpapillary renal cell carcinoma: Our study reveals a PAT-derived lipid metabolite-fuelled signaling cascade that reprograms lipid metabolism in ccRCC, identifying CAPZA1/USP48/SIRT6 as actionable therapeutic targets for metabolic malignancies.