The aim of this project is to create (hierarchical) association networks. Methodology will be developed for two different types of data. Construction of association networks from dynamic data (using the time series measurements to find associations) is one objective. The second objective focuses on identification of changes (for instance due to treatment) in association networks, both for networks based on static data and dynamic time series data.