In this community‐based study, we sought to explore the cross‐sectional and longitudinal associations of PRS with AD in Chinese older adults while taking into account APOE gene, and further to assess the discriminative and predictive ability of the PRS for AD. Here, APOE is linked to Alzheimer disease.