For non-carriers of APOE ε4, higher PRS 1–3 significantly increased the hazard of all-cause dementia and all PRS increased the hazard of vascular dementia (average HR per SD of PRS 1.2, P < 0.002). Here, APOE is linked to vascular dementia.