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A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images
Textural analysis might give new insights into the quantitative characterization of metabolically active tumors. More than thirty textural parameters have been investigated in former F18-FDG studies already. The purpose of the paper is to declare basic requirements as a selection strategy to identif...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5063296/ https://www.ncbi.nlm.nih.gov/pubmed/27736888 http://dx.doi.org/10.1371/journal.pone.0164113 |
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author | Forgacs, Attila Pall Jonsson, Hermann Dahlbom, Magnus Daver, Freddie D. DiFranco, Matthew Opposits, Gabor K. Krizsan, Aron Garai, Ildiko Czernin, Johannes Varga, Jozsef Tron, Lajos Balkay, Laszlo |
author_facet | Forgacs, Attila Pall Jonsson, Hermann Dahlbom, Magnus Daver, Freddie D. DiFranco, Matthew Opposits, Gabor K. Krizsan, Aron Garai, Ildiko Czernin, Johannes Varga, Jozsef Tron, Lajos Balkay, Laszlo |
author_sort | Forgacs, Attila |
collection | PubMed |
description | Textural analysis might give new insights into the quantitative characterization of metabolically active tumors. More than thirty textural parameters have been investigated in former F18-FDG studies already. The purpose of the paper is to declare basic requirements as a selection strategy to identify the most appropriate heterogeneity parameters to measure textural features. Our predefined requirements were: a reliable heterogeneity parameter has to be volume independent, reproducible, and suitable for expressing quantitatively the degree of heterogeneity. Based on this criteria, we compared various suggested measures of homogeneity. A homogeneous cylindrical phantom was measured on three different PET/CT scanners using the commonly used protocol. In addition, a custom-made inhomogeneous tumor insert placed into the NEMA image quality phantom was imaged with a set of acquisition times and several different reconstruction protocols. PET data of 65 patients with proven lung lesions were retrospectively analyzed as well. Four heterogeneity parameters out of 27 were found as the most attractive ones to characterize the textural properties of metabolically active tumors in FDG PET images. These four parameters included Entropy, Contrast, Correlation, and Coefficient of Variation. These parameters were independent of delineated tumor volume (bigger than 25–30 ml), provided reproducible values (relative standard deviation< 10%), and showed high sensitivity to changes in heterogeneity. Phantom measurements are a viable way to test the reliability of heterogeneity parameters that would be of interest to nuclear imaging clinicians. |
format | Online Article Text |
id | pubmed-5063296 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-50632962016-11-04 A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images Forgacs, Attila Pall Jonsson, Hermann Dahlbom, Magnus Daver, Freddie D. DiFranco, Matthew Opposits, Gabor K. Krizsan, Aron Garai, Ildiko Czernin, Johannes Varga, Jozsef Tron, Lajos Balkay, Laszlo PLoS One Research Article Textural analysis might give new insights into the quantitative characterization of metabolically active tumors. More than thirty textural parameters have been investigated in former F18-FDG studies already. The purpose of the paper is to declare basic requirements as a selection strategy to identify the most appropriate heterogeneity parameters to measure textural features. Our predefined requirements were: a reliable heterogeneity parameter has to be volume independent, reproducible, and suitable for expressing quantitatively the degree of heterogeneity. Based on this criteria, we compared various suggested measures of homogeneity. A homogeneous cylindrical phantom was measured on three different PET/CT scanners using the commonly used protocol. In addition, a custom-made inhomogeneous tumor insert placed into the NEMA image quality phantom was imaged with a set of acquisition times and several different reconstruction protocols. PET data of 65 patients with proven lung lesions were retrospectively analyzed as well. Four heterogeneity parameters out of 27 were found as the most attractive ones to characterize the textural properties of metabolically active tumors in FDG PET images. These four parameters included Entropy, Contrast, Correlation, and Coefficient of Variation. These parameters were independent of delineated tumor volume (bigger than 25–30 ml), provided reproducible values (relative standard deviation< 10%), and showed high sensitivity to changes in heterogeneity. Phantom measurements are a viable way to test the reliability of heterogeneity parameters that would be of interest to nuclear imaging clinicians. Public Library of Science 2016-10-13 /pmc/articles/PMC5063296/ /pubmed/27736888 http://dx.doi.org/10.1371/journal.pone.0164113 Text en © 2016 Forgacs 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 Forgacs, Attila Pall Jonsson, Hermann Dahlbom, Magnus Daver, Freddie D. DiFranco, Matthew Opposits, Gabor K. Krizsan, Aron Garai, Ildiko Czernin, Johannes Varga, Jozsef Tron, Lajos Balkay, Laszlo A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title | A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title_full | A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title_fullStr | A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title_full_unstemmed | A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title_short | A Study on the Basic Criteria for Selecting Heterogeneity Parameters of F18-FDG PET Images |
title_sort | study on the basic criteria for selecting heterogeneity parameters of f18-fdg pet images |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5063296/ https://www.ncbi.nlm.nih.gov/pubmed/27736888 http://dx.doi.org/10.1371/journal.pone.0164113 |
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