APOE and Alzheimer disease: For example, studies have shown a well-established link between APOE ε4 and AD in Africa, but this association is either absent or markedly weaker in sub-Saharan Africa.[15] These geographical disparities suggest a complex interplay of gene-environment interactions that may influence AD pathogenesis differently in various regions.