Our findings not only elucidate the complex role of apoptosis in ccRCC pathogenesis but also provide a foundation for future mechanistic investigations into the molecular pathways linking CASP9 dysregulation to renal cancer progression. This evidence concerns the gene CASP9 and nonpapillary renal cell carcinoma.