Finally, improving the sensitivity and filtering of CHIP mutations in ctDNA analysis may help further elucidate the characteristics of ctDNA, thereby enhancing the clinical utility of ctDNA analysis in ccRCC-SRMs. The gene discussed is STUB1; the disease is nonpapillary renal cell carcinoma.