We demonstrated that three cancer-related pathways (the Wnt signaling pathway, carbohydrate metabolism signaling pathway, and PI3K-Akt signaling pathway) have high predictive accuracy compared with DEGs for cancer prediction and identification. This evidence concerns the gene AKT1 and cancer.