First, the notion of vertex importance is explained. It is a measure for the probability that the vertex is considered to be the endpoint of a least-cost subpath by the traveler. Then we propose a method to integrate Minimum Path Decomposition Size (MPDS) and vertex importance in the route choice procedure.