Ultimately, taking into consideration the interplay between RUVBL1 and HIF1A, we initiated an investigation aimed at evaluating the cumulative impact of the co-expression of these genes on the OS of patients diagnosed with ccRCC [7,8]. This evidence concerns the gene HIF1A and nonpapillary renal cell carcinoma.