KEGG analysis highlighted the top 3 significantly abundant pathways in cancer: PI3K-Akt signaling pathway, focal adhesion, and proteoglycans (Figure 3C and Table S10), indicative of the pivotal role of protein arginine methylation in regulating ccRCC growth, progression, and metastasis. This evidence concerns the gene AKT1 and nonpapillary renal cell carcinoma.