In this community‐based study of rural Chinese older adults, we explored the cross‐sectional and longitudinal associations of PRS with and without APOE gene with AD, evaluated its discriminative and predictive ability for AD, and explored its associations with AD‐related plasma biomarkers. This evidence concerns the gene APOE and Alzheimer disease.