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Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study
BACKGROUND: Accuracy and precision assessment in radiomic features is important for the determination of their potential to characterize cancer lesions. In this regard, simulation of different imaging conditions using specialized phantoms is increasingly being investigated. In this study, the design...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314050/ https://www.ncbi.nlm.nih.gov/pubmed/35178781 http://dx.doi.org/10.1002/mp.15537 |
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author | Kalisvaart, Gijsbert M. van Velden, Floris H.P. Hernández‐Girón, Irene Meijer, Karin M. Ghesquiere‐Dierickx, Laura M.H. Brink, Wyger M. Webb, Andrew de Geus‐Oei, Lioe‐Fee Slump, Cornelis H. Kuznetsov, Dimitri V. Schaart, Dennis R. Grootjans, Willem |
author_facet | Kalisvaart, Gijsbert M. van Velden, Floris H.P. Hernández‐Girón, Irene Meijer, Karin M. Ghesquiere‐Dierickx, Laura M.H. Brink, Wyger M. Webb, Andrew de Geus‐Oei, Lioe‐Fee Slump, Cornelis H. Kuznetsov, Dimitri V. Schaart, Dennis R. Grootjans, Willem |
author_sort | Kalisvaart, Gijsbert M. |
collection | PubMed |
description | BACKGROUND: Accuracy and precision assessment in radiomic features is important for the determination of their potential to characterize cancer lesions. In this regard, simulation of different imaging conditions using specialized phantoms is increasingly being investigated. In this study, the design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomics quantification in hybrid imaging is presented. METHODS: A modular multimodality imaging phantom was constructed that could simulate different patterns of heterogeneous uptake and enhancement patterns in positron emission tomography (PET), single‐photon emission computed tomography (SPECT), computed tomography (CT), and magnetic resonance (MR) imaging. The phantom was designed to be used as an insert in the standard NEMA‐NU2 IEC body phantom casing. The entire phantom insert is composed of three segments, each containing three separately fillable compartments. The fillable compartments between segments had different sizes in order to simulate heterogeneous patterns at different spatial scales. The compartments were separately filled with different ratios of (99m)Tc‐pertechnetate, (18)F‐fluorodeoxyglucose ([(18)F]FDG), iodine‐ and gadolinium‐based contrast agents for SPECT, PET, CT, and T(1)‐weighted MR imaging respectively. Image acquisition was performed using standard oncological protocols on all modalities and repeated five times for repeatability assessment. A total of 93 radiomic features were calculated. Variability was assessed by determining the coefficient of quartile variation (CQV) of the features. Comparison of feature repeatability at different modalities and spatial scales was performed using Kruskal‐Wallis‐, Mann‐Whitney U‐, one‐way ANOVA‐ and independent t‐tests. RESULTS: Heterogeneous uptake and enhancement could be simulated on all four imaging modalities. Radiomic features in SPECT were significantly less stable than in all other modalities. Features in PET were significantly less stable than in MR and CT. A total of 20 features, particularly in the gray‐level co‐occurrence matrix (GLCM) and gray‐level run‐length matrix (GLRLM) class, were found to be relatively stable in all four modalities for all three spatial scales of heterogeneous patterns (with CQV < 10%). CONCLUSION: The phantom was suitable for simulating heterogeneous uptake and enhancement patterns in [(18)F]FDG‐PET, (99m)Tc‐SPECT, CT, and T(1)‐weighted MR images. The results of this work indicate that the phantom might be useful for the further development and optimization of imaging protocols for radiomic quantification in hybrid imaging modalities. |
format | Online Article Text |
id | pubmed-9314050 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93140502022-07-30 Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study Kalisvaart, Gijsbert M. van Velden, Floris H.P. Hernández‐Girón, Irene Meijer, Karin M. Ghesquiere‐Dierickx, Laura M.H. Brink, Wyger M. Webb, Andrew de Geus‐Oei, Lioe‐Fee Slump, Cornelis H. Kuznetsov, Dimitri V. Schaart, Dennis R. Grootjans, Willem Med Phys QUANTITATIVE IMAGING AND IMAGE PROCESSING BACKGROUND: Accuracy and precision assessment in radiomic features is important for the determination of their potential to characterize cancer lesions. In this regard, simulation of different imaging conditions using specialized phantoms is increasingly being investigated. In this study, the design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomics quantification in hybrid imaging is presented. METHODS: A modular multimodality imaging phantom was constructed that could simulate different patterns of heterogeneous uptake and enhancement patterns in positron emission tomography (PET), single‐photon emission computed tomography (SPECT), computed tomography (CT), and magnetic resonance (MR) imaging. The phantom was designed to be used as an insert in the standard NEMA‐NU2 IEC body phantom casing. The entire phantom insert is composed of three segments, each containing three separately fillable compartments. The fillable compartments between segments had different sizes in order to simulate heterogeneous patterns at different spatial scales. The compartments were separately filled with different ratios of (99m)Tc‐pertechnetate, (18)F‐fluorodeoxyglucose ([(18)F]FDG), iodine‐ and gadolinium‐based contrast agents for SPECT, PET, CT, and T(1)‐weighted MR imaging respectively. Image acquisition was performed using standard oncological protocols on all modalities and repeated five times for repeatability assessment. A total of 93 radiomic features were calculated. Variability was assessed by determining the coefficient of quartile variation (CQV) of the features. Comparison of feature repeatability at different modalities and spatial scales was performed using Kruskal‐Wallis‐, Mann‐Whitney U‐, one‐way ANOVA‐ and independent t‐tests. RESULTS: Heterogeneous uptake and enhancement could be simulated on all four imaging modalities. Radiomic features in SPECT were significantly less stable than in all other modalities. Features in PET were significantly less stable than in MR and CT. A total of 20 features, particularly in the gray‐level co‐occurrence matrix (GLCM) and gray‐level run‐length matrix (GLRLM) class, were found to be relatively stable in all four modalities for all three spatial scales of heterogeneous patterns (with CQV < 10%). CONCLUSION: The phantom was suitable for simulating heterogeneous uptake and enhancement patterns in [(18)F]FDG‐PET, (99m)Tc‐SPECT, CT, and T(1)‐weighted MR images. The results of this work indicate that the phantom might be useful for the further development and optimization of imaging protocols for radiomic quantification in hybrid imaging modalities. John Wiley and Sons Inc. 2022-02-28 2022-05 /pmc/articles/PMC9314050/ /pubmed/35178781 http://dx.doi.org/10.1002/mp.15537 Text en © 2022 The Authors. Medical Physics published by Wiley Periodicals LLC on behalf of American Association of Physicists in Medicine. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | QUANTITATIVE IMAGING AND IMAGE PROCESSING Kalisvaart, Gijsbert M. van Velden, Floris H.P. Hernández‐Girón, Irene Meijer, Karin M. Ghesquiere‐Dierickx, Laura M.H. Brink, Wyger M. Webb, Andrew de Geus‐Oei, Lioe‐Fee Slump, Cornelis H. Kuznetsov, Dimitri V. Schaart, Dennis R. Grootjans, Willem Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title | Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title_full | Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title_fullStr | Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title_full_unstemmed | Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title_short | Design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: A feasibility study |
title_sort | design and evaluation of a modular multimodality imaging phantom to simulate heterogeneous uptake and enhancement patterns for radiomic quantification in hybrid imaging: a feasibility study |
topic | QUANTITATIVE IMAGING AND IMAGE PROCESSING |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314050/ https://www.ncbi.nlm.nih.gov/pubmed/35178781 http://dx.doi.org/10.1002/mp.15537 |
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