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Modeling Radiotherapy Induced Normal Tissue Complications: An Overview beyond Phenomenological Models
Marco D'Andrea1, Marcello Benassi1, Lidia Strigari1
1Laboratory of Medical Physics and Expert Systems, Regina Elena National Cancer Institute, Rome, Italy.
Computational and Mathematical Methods in Medicine
|January 4, 2017
Summary
This review examines normal tissue complication probability (NTCP) models used in radiotherapy (RT). It highlights the assumptions, mathematical underpinnings, and limitations of empirical and mechanistic models for predicting radiation-induced late effects.
Area of Science:
- Radiation oncology
- Medical physics
- Biostatistics
Background:
- Radiotherapy (RT) necessitates accurate prediction of normal tissue complication probability (NTCP) to minimize adverse effects.
- Understanding NTCP is crucial for optimizing radiation treatment planning and patient outcomes.
Purpose of the Study:
- To provide a comprehensive overview of existing NTCP models for conventional radiotherapy.
- To critically analyze the assumptions, mathematical frameworks, and limitations of various NTCP modeling approaches.
Main Methods:
- Systematic review of empirical and mechanistic NTCP models.
- Analysis of the underlying mathematical formulations and biological assumptions.
- Evaluation of the strengths and weaknesses of each model type.
Main Results:
- Identified diverse NTCP models based on empirical and mechanistic principles.
- Detailed the mathematical translations and core assumptions of each approach.
- Highlighted the specific advantages and disadvantages inherent in different modeling strategies.
Conclusions:
- NTCP models are essential tools in radiotherapy, but their accuracy depends on underlying assumptions and model type.
- Further refinement of both empirical and mechanistic models is needed to improve prediction of radiation-induced late effects.

