Overview
- Deep learning methods for image-based radiotherapy outcome prediction and assessment
- Machine learning in outcome modelling
- Automation in radiotherapy planning and delivery
Current Appointments & Affiliations
Associate Professor of Radiation Oncology
·
2025 - Present
Radiation Oncology,
Clinical Science Departments
Member of the Duke Cancer Institute
·
2020 - Present
Duke Cancer Institute,
Institutes and Centers
Recent Publications
Development and application of a novel tumor habitat analysis technique based on dynamical modeling.
Journal Article Med Phys · September 2025 BACKGROUND: Oropharyngeal cancer (OPC) exhibits varying responses to chemoradiation therapy, making treatment outcome prediction challenging. Traditional imaging-based methods often fail to capture the spatial heterogeneity within tumors, which influences ... Full text Link to item CiteVirtual radiotherapy plan quality education: Perspectives from a global setting.
Journal Article Phys Med · September 2025 PURPOSE: Evaluation of treatment plan quality is a critical element of training for radiotherapy professionals. With the increased adoption of intensity modulated radiotherapy internationally, this training is crucial to address patient care inequity. We a ... Full text Link to item CiteA Radiogenomic Deep Ensemble Learning Model for Identifying Radionecrosis Following Brain Metastases (BM) Stereotactic Radiosurgery in Patients With Non-small Cell Lung Cancer BM.
Journal Article Adv Radiat Oncol · August 2025 PURPOSE: Stereotactic radiosurgery (SRS) is widely used for brain metastases (BM), but the risk of radionecrosis poses a challenge in post-SRS management. Given the lack of noninvasive imaging methods for distinguishing radionecrosis from recurrence, we ai ... Full text Link to item CiteRecent Grants
Computational tumor phenotyping to interrogate treatment resistance and immune dysregulation in head and neck cancer
ResearchCo Investigator · Awarded by National Cancer Institute · 2024 - 2029Clinical Experience Guided Reinforcement Learning for Pancreas SBRT
ResearchCollaborating Investigator · Awarded by Varian Medical Systems, Inc. · 2019 - 2022View All Grants
Education, Training & Certifications
Duke University ·
2016
Ph.D.