AKT1 and nonpapillary renal cell carcinoma: These DEGs were also associated with ccRCC occurrence and development, such as cell adhesion molecules, focal adhesion, ECM-receptor interaction, and HIF-1, PI3K-AKT, P53, and Rap1 signaling pathways.