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Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients

PURPOSE: This study was designed to assess the dose accumulation (DA) of bladder and rectum between brachytherapy fractions using hybrid-based deformable image registration (DIR) and compare it with the simple summation (SS) approach of GEC-ESTRO in cervical cancer patients. MATERIAL AND METHODS: Pa...

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Autores principales: Mohammadi, Reza, Mahdavi, Seied Rabi, Jaberi, Ramin, Siavashpour, Zahra, Janani, Leila, Meigooni, Ali Soleimani, Reiazi, Reza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Termedia Publishing House 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6854864/
https://www.ncbi.nlm.nih.gov/pubmed/31749857
http://dx.doi.org/10.5114/jcb.2019.88762
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author Mohammadi, Reza
Mahdavi, Seied Rabi
Jaberi, Ramin
Siavashpour, Zahra
Janani, Leila
Meigooni, Ali Soleimani
Reiazi, Reza
author_facet Mohammadi, Reza
Mahdavi, Seied Rabi
Jaberi, Ramin
Siavashpour, Zahra
Janani, Leila
Meigooni, Ali Soleimani
Reiazi, Reza
author_sort Mohammadi, Reza
collection PubMed
description PURPOSE: This study was designed to assess the dose accumulation (DA) of bladder and rectum between brachytherapy fractions using hybrid-based deformable image registration (DIR) and compare it with the simple summation (SS) approach of GEC-ESTRO in cervical cancer patients. MATERIAL AND METHODS: Patients (n = 137) with cervical cancer treated with 3D conformal radiotherapy and three fractions of high-dose-rate brachytherapy were selected. CT images were acquired to delineate organs at risk and targets according to GEC-ESTRO recommendations. In order to determine the DA for the bladder and rectum, hybrid-based DIR was done for three different fractions of brachytherapy and the results were compared with the standard GEC-ESTRO method. Also, we performed a phantom study to calculate the uncertainty of the hybrid-based DIR algorithm for contour matching and dose mapping. RESULTS: The mean ± standard deviation (SD) of the Dice similarity coefficient (DICE), Jaccard, Hausdorff distance (HD) and mean distance to agreement (MDA) in the DIR process were 0.94 ±0.02, 0.89 ±0.03, 8.44 ±3.56 and 0.72 ±0.22 for bladder and 0.89 ±0.05, 0.80 ±0.07, 15.46 ±10.14 and 1.19 ±0.59 for rectum, respectively. The median (Q1, Q3; maximum) Gy(EQD2) differences of total D(2cc) between DIR-based and SS methods for the bladder and rectum were reduced by –1.53 (–0.86, –2.98; –9.17) and –1.38 (–0.80, –2.14; –7.11), respectively. The mean ± SD of DICE, Jaccard, HD, and MDA for contour matching were 0.98 ±0.008, 0.97 ±0.01, 2.00 ±0.70 and 0.20 ±0.04, respectively for large deformation. Maximum uncertainty of dose mapping was about 3.58%. CONCLUSIONS: The hybrid-based DIR algorithm demonstrated low registration uncertainty for both contour matching and dose mapping. The DA difference between DIR-based and SS approaches was statistically significant for both bladder and rectum and hybrid-based DIR showed potential to assess DA between brachytherapy fractions.
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spelling pubmed-68548642019-11-20 Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients Mohammadi, Reza Mahdavi, Seied Rabi Jaberi, Ramin Siavashpour, Zahra Janani, Leila Meigooni, Ali Soleimani Reiazi, Reza J Contemp Brachytherapy Original Paper PURPOSE: This study was designed to assess the dose accumulation (DA) of bladder and rectum between brachytherapy fractions using hybrid-based deformable image registration (DIR) and compare it with the simple summation (SS) approach of GEC-ESTRO in cervical cancer patients. MATERIAL AND METHODS: Patients (n = 137) with cervical cancer treated with 3D conformal radiotherapy and three fractions of high-dose-rate brachytherapy were selected. CT images were acquired to delineate organs at risk and targets according to GEC-ESTRO recommendations. In order to determine the DA for the bladder and rectum, hybrid-based DIR was done for three different fractions of brachytherapy and the results were compared with the standard GEC-ESTRO method. Also, we performed a phantom study to calculate the uncertainty of the hybrid-based DIR algorithm for contour matching and dose mapping. RESULTS: The mean ± standard deviation (SD) of the Dice similarity coefficient (DICE), Jaccard, Hausdorff distance (HD) and mean distance to agreement (MDA) in the DIR process were 0.94 ±0.02, 0.89 ±0.03, 8.44 ±3.56 and 0.72 ±0.22 for bladder and 0.89 ±0.05, 0.80 ±0.07, 15.46 ±10.14 and 1.19 ±0.59 for rectum, respectively. The median (Q1, Q3; maximum) Gy(EQD2) differences of total D(2cc) between DIR-based and SS methods for the bladder and rectum were reduced by –1.53 (–0.86, –2.98; –9.17) and –1.38 (–0.80, –2.14; –7.11), respectively. The mean ± SD of DICE, Jaccard, HD, and MDA for contour matching were 0.98 ±0.008, 0.97 ±0.01, 2.00 ±0.70 and 0.20 ±0.04, respectively for large deformation. Maximum uncertainty of dose mapping was about 3.58%. CONCLUSIONS: The hybrid-based DIR algorithm demonstrated low registration uncertainty for both contour matching and dose mapping. The DA difference between DIR-based and SS approaches was statistically significant for both bladder and rectum and hybrid-based DIR showed potential to assess DA between brachytherapy fractions. Termedia Publishing House 2019-10-30 2019-10 /pmc/articles/PMC6854864/ /pubmed/31749857 http://dx.doi.org/10.5114/jcb.2019.88762 Text en Copyright: © 2019 Termedia Sp. z o. o. http://creativecommons.org/licenses/by-nc-sa/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) License, allowing third parties to copy and redistribute the material in any medium or format and to remix, transform, and build upon the material, provided the original work is properly cited and states its license.
spellingShingle Original Paper
Mohammadi, Reza
Mahdavi, Seied Rabi
Jaberi, Ramin
Siavashpour, Zahra
Janani, Leila
Meigooni, Ali Soleimani
Reiazi, Reza
Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title_full Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title_fullStr Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title_full_unstemmed Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title_short Evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
title_sort evaluation of deformable image registration algorithm for determination of accumulated dose for brachytherapy of cervical cancer patients
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6854864/
https://www.ncbi.nlm.nih.gov/pubmed/31749857
http://dx.doi.org/10.5114/jcb.2019.88762
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