Overexpression of PADI1 and low expression of ATP6V0D2, DPP6, C9orf135 and PLG were associated with the poor prognosis of ccRCC patients (Fig. 4) (p < 0.05). Here, PADI1 is linked to nonpapillary renal cell carcinoma.