Our result indicates that FoxO signaling pathway was a key pathway in the OS, and Rap1 signaling pathway is the key pathway in the AD, while the PI3K-Akt is a key signaling pathway with the key gene PIK3R1 in the initial stage of stem cell differentiation. Here, AKT1 is linked to Alzheimer disease.