Finally, we analyzed the core signature in the DDR gene set and found that DDX1, as a pivotal prognostic factor in the DDR axis, played a good prognostic predictive role and can be a reliable ccRCC target. Here, DDX1 is linked to nonpapillary renal cell carcinoma.