To compare the relative changes in gene expression and metabolite abundance in MUC1H versus MUC1L ccRCC, we integrated the metabolomics data with gene expression data from the Jones cohort (GSE15641) including 23 normal kidney samples and 32 ccRCC samples, stratifying the patients according to MUC1 expression. This evidence concerns the gene MUC1 and nonpapillary renal cell carcinoma.