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Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer

We evaluated the performance of a newly developed three-dimensional (3D) model-based global-to-local registration of multiple organs, by comparing it with a 3D model-based global registration in the prostate region. This study included 220 prostate cancer patients who underwent intensity-modulated r...

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Autores principales: Nakamura, Mitsuhiro, Nakao, Megumi, Hirashima, Hideaki, Iramina, Hiraku, Mizowaki, Takashi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6805968/
https://www.ncbi.nlm.nih.gov/pubmed/31135904
http://dx.doi.org/10.1093/jrr/rrz031
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author Nakamura, Mitsuhiro
Nakao, Megumi
Hirashima, Hideaki
Iramina, Hiraku
Mizowaki, Takashi
author_facet Nakamura, Mitsuhiro
Nakao, Megumi
Hirashima, Hideaki
Iramina, Hiraku
Mizowaki, Takashi
author_sort Nakamura, Mitsuhiro
collection PubMed
description We evaluated the performance of a newly developed three-dimensional (3D) model-based global-to-local registration of multiple organs, by comparing it with a 3D model-based global registration in the prostate region. This study included 220 prostate cancer patients who underwent intensity-modulated radiotherapy or volumetric-modulated arc therapy. Our registration proceeded sequentially, i.e. global registration including affine and piece-wise affine transformation followed by local registration. As a local registration, Laplacian-based and finite element method-based registration was implemented in Algorithm A and B, respectively. Algorithm C was for global registration alone. The template models for the prostate, seminal vesicles, rectum and bladder were constructed from the first 20 patients, and then three different registrations were performed on these organs for the remaining 200 patients, to assess registration accuracy. The 75th percentile Hausdorff distance was <1 mm in Algorithm A; it was >1 mm in Algorithm B, except for the prostate; and 3.9 mm for the prostate and >7.8 mm for other organs in Algorithm C. The median computation time to complete registration was <101, 30 and 16 s in Algorithms A, B and C, respectively. Analysis of variance revealed significant differences among Algorithms A–C in the Hausdorff distance and computation time. In addition, no significant difference was observed in the difference of Hausdorff distance between Algorithm A and B with Tukey’s multiple comparison test. The 3D model-based global-to-local registration, especially that implementing Laplacian-based registration, completed surface registration rapidly and provided sufficient registration accuracy in the prostate region.
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spelling pubmed-68059682019-10-28 Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer Nakamura, Mitsuhiro Nakao, Megumi Hirashima, Hideaki Iramina, Hiraku Mizowaki, Takashi J Radiat Res Regular Papers We evaluated the performance of a newly developed three-dimensional (3D) model-based global-to-local registration of multiple organs, by comparing it with a 3D model-based global registration in the prostate region. This study included 220 prostate cancer patients who underwent intensity-modulated radiotherapy or volumetric-modulated arc therapy. Our registration proceeded sequentially, i.e. global registration including affine and piece-wise affine transformation followed by local registration. As a local registration, Laplacian-based and finite element method-based registration was implemented in Algorithm A and B, respectively. Algorithm C was for global registration alone. The template models for the prostate, seminal vesicles, rectum and bladder were constructed from the first 20 patients, and then three different registrations were performed on these organs for the remaining 200 patients, to assess registration accuracy. The 75th percentile Hausdorff distance was <1 mm in Algorithm A; it was >1 mm in Algorithm B, except for the prostate; and 3.9 mm for the prostate and >7.8 mm for other organs in Algorithm C. The median computation time to complete registration was <101, 30 and 16 s in Algorithms A, B and C, respectively. Analysis of variance revealed significant differences among Algorithms A–C in the Hausdorff distance and computation time. In addition, no significant difference was observed in the difference of Hausdorff distance between Algorithm A and B with Tukey’s multiple comparison test. The 3D model-based global-to-local registration, especially that implementing Laplacian-based registration, completed surface registration rapidly and provided sufficient registration accuracy in the prostate region. Oxford University Press 2019-10 2019-05-28 /pmc/articles/PMC6805968/ /pubmed/31135904 http://dx.doi.org/10.1093/jrr/rrz031 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of The Japan Radiation Research Society and Japanese Society for Radiation Oncology. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Regular Papers
Nakamura, Mitsuhiro
Nakao, Megumi
Hirashima, Hideaki
Iramina, Hiraku
Mizowaki, Takashi
Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title_full Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title_fullStr Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title_full_unstemmed Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title_short Performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
title_sort performance evaluation of a newly developed three-dimensional model-based global-to-local registration in prostate cancer
topic Regular Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6805968/
https://www.ncbi.nlm.nih.gov/pubmed/31135904
http://dx.doi.org/10.1093/jrr/rrz031
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