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Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma

BACKGROUND: We have previously developed a novel and highly consistent PET segmentation algorithm using a multi-level Otsu method (MO-PET). The aim of this study was to evaluate the reliability of MO-PET compared to conventional PET segmentation methods for measuring (18)F-FDG (FDG) PET metabolic tu...

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Autores principales: Lee, Inki, Im, Hyung-Jun, Solaiyappan, Meiyappan, Cho, Steve Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5603470/
https://www.ncbi.nlm.nih.gov/pubmed/28921170
http://dx.doi.org/10.1186/s40658-017-0189-0
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author Lee, Inki
Im, Hyung-Jun
Solaiyappan, Meiyappan
Cho, Steve Y.
author_facet Lee, Inki
Im, Hyung-Jun
Solaiyappan, Meiyappan
Cho, Steve Y.
author_sort Lee, Inki
collection PubMed
description BACKGROUND: We have previously developed a novel and highly consistent PET segmentation algorithm using a multi-level Otsu method (MO-PET). The aim of this study was to evaluate the reliability of MO-PET compared to conventional PET segmentation methods for measuring (18)F-FDG (FDG) PET metabolic tumor volume (MTV) in patients with soft tissue sarcoma (STS). Clinical and imaging data were obtained from the Cancer Imaging Archive. Forty-eight STS patients with FDG PET/CT and MR prior to therapy were analyzed. MTV of the tumor using MO-PET was compared to other conventional methods (absolute SUV threshold values of 2.0, 2.5, or 3.0 and percentage of tumor SUVmax values of 30, 40, 50, or 60%) and gradient-based method (PET Edge™). The reference volume was defined as an MR-based gross tumor volume (GTV). Spearman, intra-class correlation, and Bland-Altman analysis were performed to evaluate the correlation and agreement of MTV to GTV. RESULTS: MTVs obtained using each conventional SUV parameter, PET Edge™, and MO-PET were highly correlated with the GTV in Spearman and intra-class correlation analysis (p < 0.05). MO-PET and PET Edge™ showed high intra-class correlation coefficient of MTV to GTV (0.93 and 0.84, respectively). The Bland-Altman bias results showed the highest agreement for MTV using MO-PET with GTV (26.0 ± 489.6 cm(3)) compared to other methods (SUV 2.0 with − 69.3 ± 765.8, 30% SUV(max) with − 255.0 ± 876.6, and PET Edge™ with − 26.46 ± 668.82 cm(3)). CONCLUSIONS: PET MTV segmented with MO-PET showed higher correlation and agreement with GTV in comparison to conventional percentage SUV(max) and absolute SUV threshold-based PET segmentation methods. MO-PET is comparable to PET Edge™. MO-PET is a reliable and consistent method for measuring tumor MTV.
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spelling pubmed-56034702017-09-27 Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma Lee, Inki Im, Hyung-Jun Solaiyappan, Meiyappan Cho, Steve Y. EJNMMI Phys Original Research BACKGROUND: We have previously developed a novel and highly consistent PET segmentation algorithm using a multi-level Otsu method (MO-PET). The aim of this study was to evaluate the reliability of MO-PET compared to conventional PET segmentation methods for measuring (18)F-FDG (FDG) PET metabolic tumor volume (MTV) in patients with soft tissue sarcoma (STS). Clinical and imaging data were obtained from the Cancer Imaging Archive. Forty-eight STS patients with FDG PET/CT and MR prior to therapy were analyzed. MTV of the tumor using MO-PET was compared to other conventional methods (absolute SUV threshold values of 2.0, 2.5, or 3.0 and percentage of tumor SUVmax values of 30, 40, 50, or 60%) and gradient-based method (PET Edge™). The reference volume was defined as an MR-based gross tumor volume (GTV). Spearman, intra-class correlation, and Bland-Altman analysis were performed to evaluate the correlation and agreement of MTV to GTV. RESULTS: MTVs obtained using each conventional SUV parameter, PET Edge™, and MO-PET were highly correlated with the GTV in Spearman and intra-class correlation analysis (p < 0.05). MO-PET and PET Edge™ showed high intra-class correlation coefficient of MTV to GTV (0.93 and 0.84, respectively). The Bland-Altman bias results showed the highest agreement for MTV using MO-PET with GTV (26.0 ± 489.6 cm(3)) compared to other methods (SUV 2.0 with − 69.3 ± 765.8, 30% SUV(max) with − 255.0 ± 876.6, and PET Edge™ with − 26.46 ± 668.82 cm(3)). CONCLUSIONS: PET MTV segmented with MO-PET showed higher correlation and agreement with GTV in comparison to conventional percentage SUV(max) and absolute SUV threshold-based PET segmentation methods. MO-PET is comparable to PET Edge™. MO-PET is a reliable and consistent method for measuring tumor MTV. Springer International Publishing 2017-09-18 /pmc/articles/PMC5603470/ /pubmed/28921170 http://dx.doi.org/10.1186/s40658-017-0189-0 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Research
Lee, Inki
Im, Hyung-Jun
Solaiyappan, Meiyappan
Cho, Steve Y.
Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title_full Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title_fullStr Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title_full_unstemmed Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title_short Comparison of novel multi-level Otsu (MO-PET) and conventional PET segmentation methods for measuring FDG metabolic tumor volume in patients with soft tissue sarcoma
title_sort comparison of novel multi-level otsu (mo-pet) and conventional pet segmentation methods for measuring fdg metabolic tumor volume in patients with soft tissue sarcoma
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5603470/
https://www.ncbi.nlm.nih.gov/pubmed/28921170
http://dx.doi.org/10.1186/s40658-017-0189-0
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