Abstract: Aspects of the present disclosure relate to systems and methods for analyzing a tumor, and more specifically, analyzing a tumor to identify a biological aggressiveness of the tumor. One example method for tumor analysis includes: receiving one or more input features associated with a geometric shape of a tumor, the one or more input features including at least a value indicating a circularity of the tumor; determining, via a machine learning component, a characteristic of the tumor based on the one or more input features, the characteristic being indicative of patient survivability; and outputting an indication of the characteristic.