Optimization of Radiation Therapy in Time-Dependent Anatomy

The objective of this dissertation is to develop treatment planning techniques that have the potential to improve radiation therapy of time-dependent (4D) anatomy. Specifically, this study examines dose estimation, dose evaluation, and decision making in the context of optimizing lung cancer radiat...

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Main Author: Watkins, W. Tyler
Format: Others
Published: VCU Scholars Compass 2013
Subjects:
Online Access:http://scholarscompass.vcu.edu/etd/3069
http://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=4068&context=etd
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spelling ndltd-vcu.edu-oai-scholarscompass.vcu.edu-etd-40682017-03-17T08:27:00Z Optimization of Radiation Therapy in Time-Dependent Anatomy Watkins, W. Tyler The objective of this dissertation is to develop treatment planning techniques that have the potential to improve radiation therapy of time-dependent (4D) anatomy. Specifically, this study examines dose estimation, dose evaluation, and decision making in the context of optimizing lung cancer radiation therapy. Two methods of dose estimation are compared in patients with locally advanced and early stage lung cancer: dose computed on a single image (3D-dose) and deformably registered, accumulated dose (or 4D-dose). The results indicate that differences between 3D- and 4D- dose are not significant in organs at risk (OARs), however, 4D-dose to a moving lung cancer target can deviate from 3D-dose. These differences imply that optimization of the 4D-dose through multiple-anatomy optimization (MAO) can improve radiation therapy in 4D-anatomy. MAO incorporates time-dependent target and OAR geometry while enabling a simple, clinically realizable delivery. MAO has the potential to enhance the therapeutic ratio in terms of target coverage and OAR sparing in 4D-anatomy. In dose evaluation within 4D-anatomy; dose-to-mass is a more intuitive and precise metric in estimating the effects of radiation in tissues. Assuming physical density is proportional to functional tissue density, dose-to-mass has a 1-1 correspondence with radiation damage. Dose-to-mass optimization boosts dose in massive regions of lung cancer targets and can reduce integral dose to lung by preferentially treating through regions of low-density lung tissue. Finally, multi-criteria optimization (MCO) is implemented in order to clarify decision making during plan design for lung cancer treatment. An MCO basis set establishes a patient-specific decision space which reveals trade-offs in OAR-dose at a fixed, constrained target dose. By interpolating the MCO basis set and evaluating the plan on 4D-anatomy, patient- and organ- specific conservatism in plan design can be expressed in real time. Through improved methods of dose estimation, dose evaluation, and decision making, this dissertation will positively impact radiation therapy of time-dependent anatomy. 2013-04-08T07:00:00Z text application/pdf http://scholarscompass.vcu.edu/etd/3069 http://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=4068&context=etd © The Author Theses and Dissertations VCU Scholars Compass Radiation Therapy treatment planning lung cancer optimization Health and Medical Physics Medicine and Health Sciences Public Health
collection NDLTD
format Others
sources NDLTD
topic Radiation Therapy
treatment planning
lung cancer
optimization
Health and Medical Physics
Medicine and Health Sciences
Public Health
spellingShingle Radiation Therapy
treatment planning
lung cancer
optimization
Health and Medical Physics
Medicine and Health Sciences
Public Health
Watkins, W. Tyler
Optimization of Radiation Therapy in Time-Dependent Anatomy
description The objective of this dissertation is to develop treatment planning techniques that have the potential to improve radiation therapy of time-dependent (4D) anatomy. Specifically, this study examines dose estimation, dose evaluation, and decision making in the context of optimizing lung cancer radiation therapy. Two methods of dose estimation are compared in patients with locally advanced and early stage lung cancer: dose computed on a single image (3D-dose) and deformably registered, accumulated dose (or 4D-dose). The results indicate that differences between 3D- and 4D- dose are not significant in organs at risk (OARs), however, 4D-dose to a moving lung cancer target can deviate from 3D-dose. These differences imply that optimization of the 4D-dose through multiple-anatomy optimization (MAO) can improve radiation therapy in 4D-anatomy. MAO incorporates time-dependent target and OAR geometry while enabling a simple, clinically realizable delivery. MAO has the potential to enhance the therapeutic ratio in terms of target coverage and OAR sparing in 4D-anatomy. In dose evaluation within 4D-anatomy; dose-to-mass is a more intuitive and precise metric in estimating the effects of radiation in tissues. Assuming physical density is proportional to functional tissue density, dose-to-mass has a 1-1 correspondence with radiation damage. Dose-to-mass optimization boosts dose in massive regions of lung cancer targets and can reduce integral dose to lung by preferentially treating through regions of low-density lung tissue. Finally, multi-criteria optimization (MCO) is implemented in order to clarify decision making during plan design for lung cancer treatment. An MCO basis set establishes a patient-specific decision space which reveals trade-offs in OAR-dose at a fixed, constrained target dose. By interpolating the MCO basis set and evaluating the plan on 4D-anatomy, patient- and organ- specific conservatism in plan design can be expressed in real time. Through improved methods of dose estimation, dose evaluation, and decision making, this dissertation will positively impact radiation therapy of time-dependent anatomy.
author Watkins, W. Tyler
author_facet Watkins, W. Tyler
author_sort Watkins, W. Tyler
title Optimization of Radiation Therapy in Time-Dependent Anatomy
title_short Optimization of Radiation Therapy in Time-Dependent Anatomy
title_full Optimization of Radiation Therapy in Time-Dependent Anatomy
title_fullStr Optimization of Radiation Therapy in Time-Dependent Anatomy
title_full_unstemmed Optimization of Radiation Therapy in Time-Dependent Anatomy
title_sort optimization of radiation therapy in time-dependent anatomy
publisher VCU Scholars Compass
publishDate 2013
url http://scholarscompass.vcu.edu/etd/3069
http://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=4068&context=etd
work_keys_str_mv AT watkinswtyler optimizationofradiationtherapyintimedependentanatomy
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