Notably, POLQ and age emerged as two independent prognostic factors in the multifactorial COX analysis, underscoring the significant impact of POLQ on ccRCC progression and prognosis (Fig. 5F, Table 1). This evidence concerns the gene POLQ and nonpapillary renal cell carcinoma.