This document provides directions for ICT research in disease prevention. It discusses using ICT to enable citizens to be co-producers of their own health by providing health information, knowledge, and decision support. This includes developing personal guidance systems that integrate data, information, and knowledge from various sources to support citizens in preventing diseases through lifestyle choices and navigation of their healthy life trajectory. The document also discusses characterizing different types of medical knowledge and how decision support can draw on evidence to provide citizens information on reducing disease risk through behaviors like diet, exercise, and limiting risk factors.