We found that UCHL1 and SNRNP200 are significantly upregulated, and PAK4 is downregulated in high-grade CCRCC, and all are involved in critical cellular pathways linked to cancer progression and poor clinical outcomes. Here, PAK4 is linked to nonpapillary renal cell carcinoma.