output
20132025
most citedMachine Learning for Integrating Data in Biology and Medicine: Principles, Practice, and Opportunities

693 citations

Showing physics.med-phShow all

10 papers · 1 filter

physics.med-ph2025

Geometric and Dosimetric Validation of Deformable Image Registration for Prostate MR-guided Adaptive Radiotherapy

Victor N. Malkov, Iymad R. Mansour, Vickie Kong +8

Objective: Quantify geometric and dosimetric accuracy of a novel prostate MR-to-MR deformable image registration (DIR) approach to support MR-guided adaptive radiation therapy dose…

physics.med-ph2022★ 13 cited

Modeling the impact of spatial oxygen heterogeneity on radiolytic oxygen depletion during FLASH radiotherapy

Edward Taylor, Richard P. Hill, Daniel Letourneau

It has been postulated that the delivery of radiotherapy at ultra-high dose rates ("FLASH") reduces normal tissue toxicities by depleting them of oxygen. The fraction of normal tis…

physics.med-ph2022★ 6 cited

A simple mathematical model of cyclic hypoxia and its impact on hypofractionated radiotherapy

Edward Taylor

There is evidence that the population of cells that experience fluctuating oxygen levels are more radioresistant than chronically hypoxic ones and hence, this population may determ…

physics.med-ph2022★ 3 cited

Domain Adaptation of Automated Treatment Planning from Computed Tomography to Magnetic Resonance

Aly Khalifa, Jeff Winter, Inmaculada Navarro +2

Objective: Machine learning (ML) based radiation treatment (RT) planning addresses the iterative and time-consuming nature of conventional inverse planning. Given the rising import…

physics.med-ph2022★ 1 cited

OpenKBP-Opt: An international and reproducible evaluation of 76 knowledge-based planning pipelines

Aaron Babier, Rafid Mahmood, Binghao Zhang +56

We establish an open framework for developing plan optimization models for knowledge-based planning (KBP) in radiotherapy. Our framework includes reference plans for 100 patients w…

physics.med-ph2021★ 7 cited

Simulated dose painting of hypoxic sub-volumes in pancreatic cancer stereotactic body radiotherapy

Ahmed M. Elamir, Teodor Stanescu, Andrea Shessel +15

Dose painting of hypoxic tumour sub-volumes using positron-emission tomography (PET) has been shown to improve tumour control in silico in several sites. Pancreatic cancer presents…