The results of KEGG analysis encompassed pathways associated with tumor malignancy regulation and immune modulation, such as MAPK signaling pathway, PI3K-Akt signaling pathway, T cell receptor signaling pathway and PDL1/PD1 checkpoint pathway (Figure 3D). This evidence concerns the gene AKT1 and neoplasm.