In addition, the results of KEGG analysis identified various classical tumour-associated pathways, such as PI3K-Akt, Ras, Rap1, Wnt, Hippo, AMPK, and P53 signalling pathway (Fig. 5e). This evidence concerns the gene AKT1 and neoplasm.