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Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches

This study was to evaluate the accuracy, consistency, and efficiency of three liver volumetry methods— one interactive method, an in‐house‐developed 3D medical Image Analysis (3DMIA) system, one automatic active shape model (ASM)‐based segmentation, and one automatic probabilistic atlas (PA)‐guided...

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Autores principales: Cai, Wei, He, Baochun, Fan, Yingfang, Fang, Chihua, Jia, Fucang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5690519/
https://www.ncbi.nlm.nih.gov/pubmed/27929487
http://dx.doi.org/10.1120/jacmp.v17i6.6485
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author Cai, Wei
He, Baochun
Fan, Yingfang
Fang, Chihua
Jia, Fucang
author_facet Cai, Wei
He, Baochun
Fan, Yingfang
Fang, Chihua
Jia, Fucang
author_sort Cai, Wei
collection PubMed
description This study was to evaluate the accuracy, consistency, and efficiency of three liver volumetry methods— one interactive method, an in‐house‐developed 3D medical Image Analysis (3DMIA) system, one automatic active shape model (ASM)‐based segmentation, and one automatic probabilistic atlas (PA)‐guided segmentation method on clinical contrast‐enhanced CT images. Forty‐two datasets, including 27 normal liver and 15 space‐occupying liver lesion patients, were retrospectively included in this study. The three methods — one semiautomatic 3DMIA, one automatic ASM‐based, and one automatic PA‐based liver volumetry — achieved an accuracy with VD (volume difference) of [Formula: see text] , and 3.06% in the normal group, respectively, and with VD of [Formula: see text] , and 4.14% in the space‐occupying lesion group, respectively. However, the three methods achieved an efficiency of 27.63 mins, 1.26 mins, 1.18 mins on average, respectively, compared with the manual volumetry, which took 43.98 mins. The high intraclass correlation coefficient between the three methods and the manual method indicated an excellent agreement on liver volumetry. Significant differences in segmentation time were observed between the three methods (3DMIA, ASM, and PA) and the manual volumetry ([Formula: see text]), as well as between the automatic volumetries (ASM and PA) and the semiautomatic volumetry (3DMIA) ([Formula: see text]). The semiautomatic interactive 3DMIA, automatic ASM‐based, and automatic PA‐based liver volumetry agreed well with manual gold standard in both the normal liver group and the space‐occupying lesion group. The ASM‐ and PA‐based automatic segmentation have better efficiency in clinical use. PACS number(s): 87.55.‐x
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spelling pubmed-56905192018-04-02 Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches Cai, Wei He, Baochun Fan, Yingfang Fang, Chihua Jia, Fucang J Appl Clin Med Phys Radiation Oncology Physics This study was to evaluate the accuracy, consistency, and efficiency of three liver volumetry methods— one interactive method, an in‐house‐developed 3D medical Image Analysis (3DMIA) system, one automatic active shape model (ASM)‐based segmentation, and one automatic probabilistic atlas (PA)‐guided segmentation method on clinical contrast‐enhanced CT images. Forty‐two datasets, including 27 normal liver and 15 space‐occupying liver lesion patients, were retrospectively included in this study. The three methods — one semiautomatic 3DMIA, one automatic ASM‐based, and one automatic PA‐based liver volumetry — achieved an accuracy with VD (volume difference) of [Formula: see text] , and 3.06% in the normal group, respectively, and with VD of [Formula: see text] , and 4.14% in the space‐occupying lesion group, respectively. However, the three methods achieved an efficiency of 27.63 mins, 1.26 mins, 1.18 mins on average, respectively, compared with the manual volumetry, which took 43.98 mins. The high intraclass correlation coefficient between the three methods and the manual method indicated an excellent agreement on liver volumetry. Significant differences in segmentation time were observed between the three methods (3DMIA, ASM, and PA) and the manual volumetry ([Formula: see text]), as well as between the automatic volumetries (ASM and PA) and the semiautomatic volumetry (3DMIA) ([Formula: see text]). The semiautomatic interactive 3DMIA, automatic ASM‐based, and automatic PA‐based liver volumetry agreed well with manual gold standard in both the normal liver group and the space‐occupying lesion group. The ASM‐ and PA‐based automatic segmentation have better efficiency in clinical use. PACS number(s): 87.55.‐x John Wiley and Sons Inc. 2016-11-08 /pmc/articles/PMC5690519/ /pubmed/27929487 http://dx.doi.org/10.1120/jacmp.v17i6.6485 Text en © 2016 The Authors. This is an open access article under the terms of the Creative Commons Attribution (http://creativecommons.org/licenses/by/3.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Radiation Oncology Physics
Cai, Wei
He, Baochun
Fan, Yingfang
Fang, Chihua
Jia, Fucang
Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title_full Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title_fullStr Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title_full_unstemmed Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title_short Comparison of liver volumetry on contrast‐enhanced CT images: one semiautomatic and two automatic approaches
title_sort comparison of liver volumetry on contrast‐enhanced ct images: one semiautomatic and two automatic approaches
topic Radiation Oncology Physics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5690519/
https://www.ncbi.nlm.nih.gov/pubmed/27929487
http://dx.doi.org/10.1120/jacmp.v17i6.6485
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