Therefore, we also analysed the specific upregulated DEGs in ccRCC and found that the high expression of PPP1R18, PLAUR, TMEM44, JAK3, PTTG1 and ENTPD1 was related to the poor prognosis of patients. The gene discussed is PTTG1; the disease is nonpapillary renal cell carcinoma.