IL4I1 and nonpapillary renal cell carcinoma: Additionally, we explored the interaction between IL4I1 and branched-chain amino acid metabolism, along with the underlying causes of abnormal expression, using spatial transcriptomics and single-cell multi-omics approaches.<h4>Results</h4>Branched-chain amino acid metabolism plays a crucial role in the progression and treatment of ccRCC.