APOE and diabetes mellitus: However, it is unclear which specific pathological changes (i.e., tau or amyloid) drive this effect in AD, whether this is associated with other common dementia-associated brain diseases (e.g. LB disease or CVD), and whether this effect is mediated by recognised dementia-related risk factors (e.g. APOE ε4 status, diabetes, or smoking).