Using a data-driven proteomics strategy from a prospective community-based cohort with long-term follow-up, this study reports that plasma levels of glial fibrillary acidic protein (GFAP) can predict the risk of dementia, even 15 years before disease diagnosis. Our findings have important implications for early screening and interventions for dementia.