The APOE gene, particularly the ε4 allele, is associated with increased cognitive impairment in African Caribbean populations, influenced by age and vascular risk factors like hypertension and diabetes, suggesting different pathways of effect compared to other populations. The gene discussed is APOE; the disease is Hypertension.