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Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study

PURPOSE: Lymphedema, a swelling of the extremity, is a debilitating morbidity of cancer treatment. Current clinical evaluation of lymphedema is often based on medical history and physical examinations, which is subjective. In this paper, the authors report an objective, quantitative 2D strain imagin...

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Autores principales: Yang, Xiaofeng, Torres, Mylin, Kirkpatrick, Stephanie, Curran, Walter J., Liu, Tian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5576739/
https://www.ncbi.nlm.nih.gov/pubmed/28854199
http://dx.doi.org/10.1371/journal.pone.0181250
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author Yang, Xiaofeng
Torres, Mylin
Kirkpatrick, Stephanie
Curran, Walter J.
Liu, Tian
author_facet Yang, Xiaofeng
Torres, Mylin
Kirkpatrick, Stephanie
Curran, Walter J.
Liu, Tian
author_sort Yang, Xiaofeng
collection PubMed
description PURPOSE: Lymphedema, a swelling of the extremity, is a debilitating morbidity of cancer treatment. Current clinical evaluation of lymphedema is often based on medical history and physical examinations, which is subjective. In this paper, the authors report an objective, quantitative 2D strain imaging approach using a hybrid deformable registration to measure soft-tissue stiffness and assess the severity of lymphedema. METHODS: The authors have developed a new 2D strain imaging method using registration of pre- and post-compression ultrasound B-mode images, which combines the statistical intensity- and structure-based similarity measures using normalized mutual information (NMI) metric and normalized sum-of-squared-differences (NSSD), with an affine-based global and B-spline-based local transformation model. This 2D strain method was tested through a series of experiments using elastography phantom under various pressures. Clinical feasibility was tested with four participants: two patients with arm lymphedema following breast-cancer radiotherapy and two healthy volunteers. RESULTS: The phantom experiments have shown that the proposed registration-based strain method significantly increased the signal-to-noise and contrast-to-noise ratio under various pressures as compared with the commonly used cross-correlation-based elastography method. In the pilot study, the strain images were successfully generated for all participants. The averaged strain values of the lymphedema affected arms were much higher than those of the normal arms. CONCLUSIONS: The authors have developed a deformable registration-based 2D strain method for the evaluation of arm lymphedema. The initial findings are encouraging and a large clinical study is warranted to further evaluate this 2D ultrasound strain imaging technology.
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spelling pubmed-55767392017-09-15 Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study Yang, Xiaofeng Torres, Mylin Kirkpatrick, Stephanie Curran, Walter J. Liu, Tian PLoS One Research Article PURPOSE: Lymphedema, a swelling of the extremity, is a debilitating morbidity of cancer treatment. Current clinical evaluation of lymphedema is often based on medical history and physical examinations, which is subjective. In this paper, the authors report an objective, quantitative 2D strain imaging approach using a hybrid deformable registration to measure soft-tissue stiffness and assess the severity of lymphedema. METHODS: The authors have developed a new 2D strain imaging method using registration of pre- and post-compression ultrasound B-mode images, which combines the statistical intensity- and structure-based similarity measures using normalized mutual information (NMI) metric and normalized sum-of-squared-differences (NSSD), with an affine-based global and B-spline-based local transformation model. This 2D strain method was tested through a series of experiments using elastography phantom under various pressures. Clinical feasibility was tested with four participants: two patients with arm lymphedema following breast-cancer radiotherapy and two healthy volunteers. RESULTS: The phantom experiments have shown that the proposed registration-based strain method significantly increased the signal-to-noise and contrast-to-noise ratio under various pressures as compared with the commonly used cross-correlation-based elastography method. In the pilot study, the strain images were successfully generated for all participants. The averaged strain values of the lymphedema affected arms were much higher than those of the normal arms. CONCLUSIONS: The authors have developed a deformable registration-based 2D strain method for the evaluation of arm lymphedema. The initial findings are encouraging and a large clinical study is warranted to further evaluate this 2D ultrasound strain imaging technology. Public Library of Science 2017-08-30 /pmc/articles/PMC5576739/ /pubmed/28854199 http://dx.doi.org/10.1371/journal.pone.0181250 Text en © 2017 Yang et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Yang, Xiaofeng
Torres, Mylin
Kirkpatrick, Stephanie
Curran, Walter J.
Liu, Tian
Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title_full Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title_fullStr Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title_full_unstemmed Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title_short Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study
title_sort ultrasound 2d strain measurement for arm lymphedema using deformable registration: a feasibility study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5576739/
https://www.ncbi.nlm.nih.gov/pubmed/28854199
http://dx.doi.org/10.1371/journal.pone.0181250
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