Overall, our findings underscore the importance of NCKAP1-related genes in the pathophysiology of renal cancers and suggest that further investigations into these signaling pathways could reveal novel therapeutic targets and enhance our understanding of renal cancer biology. Here, NCKAP1 is linked to renal carcinoma.