Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
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
_version_ 1782459945131704320
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
work_keys_str_mv AT forgacsattila astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT palljonssonhermann astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT dahlbommagnus astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT daverfreddie astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT ddifrancomatthew astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT oppositsgabor astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT kkrizsanaron astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT garaiildiko astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT czerninjohannes astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT vargajozsef astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT tronlajos astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT balkaylaszlo astudyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT forgacsattila studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT palljonssonhermann studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT dahlbommagnus studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT daverfreddie studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT ddifrancomatthew studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT oppositsgabor studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT kkrizsanaron studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT garaiildiko studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT czerninjohannes studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT vargajozsef studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT tronlajos studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages
AT balkaylaszlo studyonthebasiccriteriaforselectingheterogeneityparametersoff18fdgpetimages