At the genomic level, In 336 cases of ccRCC, 16.07% exhibited somatic mutations in GMRGs, notably, NOS1, CASP1, and RIMKLB displaying the most frequent mutations, while mutations in some genes were less common or absent (Fig. 1D). This evidence concerns the gene CASP1 and nonpapillary renal cell carcinoma.