Of these 106 patients, 42 patients (39.62%) had at least one alteration in DDR genes, including 58.82% of metastatic ccRCC patients (10/17) and 35.96% of ccRCC patients without metastasis (32/89) (Figure 5(a)). Here, DDR1 is linked to nonpapillary renal cell carcinoma.