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Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy

BACKGROUND: The study of lung parenchyma anatomical modification is useful to estimate dose discrepancies during the radiation treatment of Non-Small-Cell Lung Cancer (NSCLC) patients. We propose and validate a method, based on free-form deformation and mutual information, to elastically register pl...

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Autores principales: Faggiano, Elena, Cattaneo, Giovanni M, Ciavarro, Cristina, Dell'Oca, Italo, Persano, Diego, Calandrino, Riccardo, Rizzo, Giovanna
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3094364/
https://www.ncbi.nlm.nih.gov/pubmed/21470411
http://dx.doi.org/10.1186/1748-717X-6-31
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author Faggiano, Elena
Cattaneo, Giovanni M
Ciavarro, Cristina
Dell'Oca, Italo
Persano, Diego
Calandrino, Riccardo
Rizzo, Giovanna
author_facet Faggiano, Elena
Cattaneo, Giovanni M
Ciavarro, Cristina
Dell'Oca, Italo
Persano, Diego
Calandrino, Riccardo
Rizzo, Giovanna
author_sort Faggiano, Elena
collection PubMed
description BACKGROUND: The study of lung parenchyma anatomical modification is useful to estimate dose discrepancies during the radiation treatment of Non-Small-Cell Lung Cancer (NSCLC) patients. We propose and validate a method, based on free-form deformation and mutual information, to elastically register planning kVCT with daily MVCT images, to estimate lung parenchyma modification during Tomotherapy. METHODS: We analyzed 15 registrations between the planning kVCT and 3 MVCT images for each of the 5 NSCLC patients. Image registration accuracy was evaluated by visual inspection and, quantitatively, by Correlation Coefficients (CC) and Target Registration Errors (TRE). Finally, a lung volume correspondence analysis was performed to specifically evaluate registration accuracy in lungs. RESULTS: Results showed that elastic registration was always satisfactory, both qualitatively and quantitatively: TRE after elastic registration (average value of 3.6 mm) remained comparable and often smaller than voxel resolution. Lung volume variations were well estimated by elastic registration (average volume and centroid errors of 1.78% and 0.87 mm, respectively). CONCLUSIONS: Our results demonstrate that this method is able to estimate lung deformations in thorax MVCT, with an accuracy within 3.6 mm comparable or smaller than the voxel dimension of the kVCT and MVCT images. It could be used to estimate lung parenchyma dose variations in thoracic Tomotherapy.
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spelling pubmed-30943642011-05-14 Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy Faggiano, Elena Cattaneo, Giovanni M Ciavarro, Cristina Dell'Oca, Italo Persano, Diego Calandrino, Riccardo Rizzo, Giovanna Radiat Oncol Research BACKGROUND: The study of lung parenchyma anatomical modification is useful to estimate dose discrepancies during the radiation treatment of Non-Small-Cell Lung Cancer (NSCLC) patients. We propose and validate a method, based on free-form deformation and mutual information, to elastically register planning kVCT with daily MVCT images, to estimate lung parenchyma modification during Tomotherapy. METHODS: We analyzed 15 registrations between the planning kVCT and 3 MVCT images for each of the 5 NSCLC patients. Image registration accuracy was evaluated by visual inspection and, quantitatively, by Correlation Coefficients (CC) and Target Registration Errors (TRE). Finally, a lung volume correspondence analysis was performed to specifically evaluate registration accuracy in lungs. RESULTS: Results showed that elastic registration was always satisfactory, both qualitatively and quantitatively: TRE after elastic registration (average value of 3.6 mm) remained comparable and often smaller than voxel resolution. Lung volume variations were well estimated by elastic registration (average volume and centroid errors of 1.78% and 0.87 mm, respectively). CONCLUSIONS: Our results demonstrate that this method is able to estimate lung deformations in thorax MVCT, with an accuracy within 3.6 mm comparable or smaller than the voxel dimension of the kVCT and MVCT images. It could be used to estimate lung parenchyma dose variations in thoracic Tomotherapy. BioMed Central 2011-04-06 /pmc/articles/PMC3094364/ /pubmed/21470411 http://dx.doi.org/10.1186/1748-717X-6-31 Text en Copyright ©2011 Faggiano et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Faggiano, Elena
Cattaneo, Giovanni M
Ciavarro, Cristina
Dell'Oca, Italo
Persano, Diego
Calandrino, Riccardo
Rizzo, Giovanna
Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title_full Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title_fullStr Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title_full_unstemmed Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title_short Validation of an elastic registration technique to estimate anatomical lung modification in Non-Small-Cell Lung Cancer Tomotherapy
title_sort validation of an elastic registration technique to estimate anatomical lung modification in non-small-cell lung cancer tomotherapy
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3094364/
https://www.ncbi.nlm.nih.gov/pubmed/21470411
http://dx.doi.org/10.1186/1748-717X-6-31
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