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Updated: May 16, 2026

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Radiation Planning Assistant - A Web-based Tool to Support High-quality Radiotherapy in Clinics with Limited Resources
Published on: October 6, 2023
Best Practice: CT-guided Adaptive Radiotherapy Reference Planning on the Ethos Platform.
Xenia Ray1, Joseph Harms2, Alex Price3
1Department of Radiation Medicine and Applied Sciences, Moores Cancer Center, University of California San Diego, San Diego, California, USA.
Journal of Applied Clinical Medical Physics
|May 14, 2026
Summary
Online adaptive radiotherapy (ART) improves cancer treatment by adapting plans daily. This new "Thinking in 4D" framework enhances ART plan robustness and efficiency for better patient outcomes.
Area of Science:
- Radiation Oncology
- Medical Physics
Background:
- Conventional radiotherapy uses static plans, limiting adaptation to anatomical changes.
- Online adaptive radiotherapy (ART) allows real-time treatment plan adjustments.
- CT-guided ART (CTgART) on the Varian Ethos platform is increasingly adopted but relies heavily on initial reference plan quality.
Purpose of the Study:
- To present a practical framework, termed "Thinking in 4D," for designing robust online adaptive radiotherapy reference plans.
- To provide strategies for integrating standard planning with temporal workflow considerations in ART.
- To improve the quality, efficiency, and safety of adaptive radiotherapy planning and delivery.
Main Methods:
- Development of a planning framework integrating standard planning with temporal workflow considerations.
- Leveraging high-volume clinical experience with hundreds of adaptive cases across multiple institutions.
- Formulating practical recommendations and strategies for robust Varian Ethos reference plan template design.
Main Results:
- The "Thinking in 4D" framework emphasizes understanding upstream planning impacts on downstream adaptation.
- Practical strategies are provided to enhance optimization robustness and on-treatment efficiency.
- Recommendations are based on accumulated clinical experience to guide template design.
Conclusions:
- The "Thinking in 4D" approach offers practical guidance for clinicians designing ART reference plans.
- This paradigm aims to improve adaptive plan quality, efficiency, and safety.
- The framework supports the implementation, training, and routine checks for teams adopting advanced ART.

