We use ordinary differential equations(ODE)to model the directional interaction,also called effective connectivity,among brain regions.In contrast to existing ODE models that focus on effective connectivity among only a few brain re-gions and that rely on strong prior belief of the existence and strength of connections,we propose a high-dimensional ODE model motivated by statistical considerations to explore connectivity among multiple small brain regions.