The present application relates to compositions comprising selenium compounds, such as 5′-Methylselenoadenosine, a compound of Formula (I), and combinations thereof, and methods of using the same for inhibiting β amyloid aggregation, ApoE4 expression, p38 or Tau protein phosphorylation, or increasing Neprilysin and Insulin Degrading Enzyme expression.