For many chronic diseases, an individual patient may experience a wide variety of progres- sion pathways. Personalized medicine needs tools to predict the trajectory of an individual patient’s disease progression, which can in turn enable clinicians to optimize the sequence of treatments. The objective of this thesis is to ...