These null findings suggest that the associations between metabolic factors and hypercholesterolaemia and risk observed in some conventional observational studies5, 9 could reflect reverse causation bias or confounding—for example, by APOE, which has numerous roles in pathogenesis of Alzheimer’s.47 The gene discussed is APOE; the disease is Hypercholesterolemia.