I am a fourth-year PhD student in Medical Engineering and Medical Physics at the Harvard-MIT Program in Health Sciences and Technology, specializing in computer science. I am advised by Elazer Edelman and Farhad Nezami. I have a M.Sc in Bioengineering from EPFL and a dual bachelor’s degree in Mechanical Engineering and Physics from the American University in Cairo.
My work focuses on developing controllable generative models of 3D anatomic shape that are compatible with computational simulators of medical device interventions to understand how anatomic form impacts interventional outcomes. More specifically I develop conditioning and guidance methods that impose morphological, skeletal, and topological constraints on anatomic diffusion models.
Selected Publications (full list)
| A Diffusion Model for Simulation Ready Coronary Anatomy with Morpho-skeletal Control Paper | Download Here | Code | |
| Probing the Limits and Capabilities of Diffusion Models for the Anatomic Editing of Digital Twins Paper | Download Here | |
| Morphology-based non-rigid registration of coronary computed tomography and intravascular images through virtual catheter path optimization Paper | Download Here | |
| Fully automated construction of three-dimensional finite element simulations from Optical Coherence Tomography Paper | Download Here | |
| A platform for high-fidelity patient-specific structural modelling of atherosclerotic arteries: from intravascular imaging to three-dimensional stress distributions Paper | Download Here | |
| Biomechanics of Diastolic Dysfunction: A One-Dimensional Computational Modeling Approach Paper | Download Here | |
