AKT1 and Alzheimer disease: As shown in our analysis, the PI3K-Akt signaling pathway enriched the most DEGs during the whole process of the early stage in OS and AD (Figs. 1d–f and 2d–f), which meant a paramount role in the differentiation of BMSCs.