BACE1 and Mental deterioration: BACE1, implicated in AD pathogenesis, through APP cleavage and Aβ formation, was also associated with triglycerides, TG:HDL, and VAI, suggesting lipid levels may influence its activity and contribute to mechanisms of cognitive decline.