We identified TMAO as a key B. coccoides-derived metabolite promoting Tau phosphorylation by functional gene analysis, metabolomic analysis and VIP analysis, and further demonstrated that it was able to promote oxidative stress of AD in vitro. Here, MAPT is linked to Alzheimer disease.