Described herein are systems and methods for extracting image features from magnetic resonance imaging scans. These methods and systems are useful for both determining cancer lesion severity and disease prognosis. In particular, methods and systems are provided herein for extracting and analyzing imaging features that are correlated with breast cancer subtype and prognosis.