Discovery of multiple modalities of Magnetic Resonance Imaging (MRI) has led to challenges regarding how to best utilize and interpret combined information for research and clinical purposes. For example, a MRI study of the brain may involve structural, spectroscopy, perfusion, and functional MRI in different sessions, providing anatomical, metabolic, physiological and functional information. Such data often needs to be analyzed and visualized separately as topological information in each dataset tends to be independent of the other. In this project, we explore a global approach that involves...