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. Here, TMEM44 is linked to nonpapillary renal cell carcinoma.