GSVA enrichment analysis indicated that the high-expression group of ISOC1 showed the most prominent enrichment in fatty acid metabolism, which is a key pathway in the formation and progression of ccRCC. This evidence concerns the gene ISOC1 and nonpapillary renal cell carcinoma.