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The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis

Background: Central necrosis can be detected on [(18)F]FDG PET/CT as a region with little to no tracer uptake. Currently, there is no consensus regarding the inclusion of regions of central necrosis during volume of interest (VOI) delineation for radiomic analysis. The aim of this study was to asses...

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Autores principales: Noortman, Wyanne A., Vriens, Dennis, Mooij, Charlotte D. Y., Slump, Cornelis H., Aarntzen, Erik H., van Berkel, Anouk, Timmers, Henri J. L. M., Bussink, Johan, Meijer, Tineke W. H., de Geus-Oei, Lioe-Fee, van Velden, Floris H. P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304274/
https://www.ncbi.nlm.nih.gov/pubmed/34359379
http://dx.doi.org/10.3390/diagnostics11071296
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author Noortman, Wyanne A.
Vriens, Dennis
Mooij, Charlotte D. Y.
Slump, Cornelis H.
Aarntzen, Erik H.
van Berkel, Anouk
Timmers, Henri J. L. M.
Bussink, Johan
Meijer, Tineke W. H.
de Geus-Oei, Lioe-Fee
van Velden, Floris H. P.
author_facet Noortman, Wyanne A.
Vriens, Dennis
Mooij, Charlotte D. Y.
Slump, Cornelis H.
Aarntzen, Erik H.
van Berkel, Anouk
Timmers, Henri J. L. M.
Bussink, Johan
Meijer, Tineke W. H.
de Geus-Oei, Lioe-Fee
van Velden, Floris H. P.
author_sort Noortman, Wyanne A.
collection PubMed
description Background: Central necrosis can be detected on [(18)F]FDG PET/CT as a region with little to no tracer uptake. Currently, there is no consensus regarding the inclusion of regions of central necrosis during volume of interest (VOI) delineation for radiomic analysis. The aim of this study was to assess how central necrosis affects radiomic analysis in PET. Methods: Forty-three patients, either with non-small cell lung carcinomas (NSCLC, n = 12) or with pheochromocytomas or paragangliomas (PPGL, n = 31), were included retrospectively. VOIs were delineated with and without central necrosis. From all VOIs, 105 radiomic features were extracted. Differences in radiomic features between delineation methods were assessed using a paired t-test with Benjamini–Hochberg multiple testing correction. In the PPGL cohort, performances of the radiomic models to predict the noradrenergic biochemical profile were assessed by comparing the areas under the receiver operating characteristic curve (AUC) for both delineation methods. Results: At least 65% of the features showed significant differences between VOI(vital-tumour) and VOI(gross-tumour) (65%, 79% and 82% for the NSCLC, PPGL and combined cohort, respectively). The AUCs of the radiomic models were not significantly different between delineation methods. Conclusion: In both tumour types, almost two-third of the features were affected, demonstrating that the impact of whether or not to include central necrosis in the VOI on the radiomic feature values is significant. Nevertheless, predictive performances of both delineation methods were comparable. We recommend that radiomic studies should report whether or not central necrosis was included during delineation.
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spelling pubmed-83042742021-07-25 The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis Noortman, Wyanne A. Vriens, Dennis Mooij, Charlotte D. Y. Slump, Cornelis H. Aarntzen, Erik H. van Berkel, Anouk Timmers, Henri J. L. M. Bussink, Johan Meijer, Tineke W. H. de Geus-Oei, Lioe-Fee van Velden, Floris H. P. Diagnostics (Basel) Article Background: Central necrosis can be detected on [(18)F]FDG PET/CT as a region with little to no tracer uptake. Currently, there is no consensus regarding the inclusion of regions of central necrosis during volume of interest (VOI) delineation for radiomic analysis. The aim of this study was to assess how central necrosis affects radiomic analysis in PET. Methods: Forty-three patients, either with non-small cell lung carcinomas (NSCLC, n = 12) or with pheochromocytomas or paragangliomas (PPGL, n = 31), were included retrospectively. VOIs were delineated with and without central necrosis. From all VOIs, 105 radiomic features were extracted. Differences in radiomic features between delineation methods were assessed using a paired t-test with Benjamini–Hochberg multiple testing correction. In the PPGL cohort, performances of the radiomic models to predict the noradrenergic biochemical profile were assessed by comparing the areas under the receiver operating characteristic curve (AUC) for both delineation methods. Results: At least 65% of the features showed significant differences between VOI(vital-tumour) and VOI(gross-tumour) (65%, 79% and 82% for the NSCLC, PPGL and combined cohort, respectively). The AUCs of the radiomic models were not significantly different between delineation methods. Conclusion: In both tumour types, almost two-third of the features were affected, demonstrating that the impact of whether or not to include central necrosis in the VOI on the radiomic feature values is significant. Nevertheless, predictive performances of both delineation methods were comparable. We recommend that radiomic studies should report whether or not central necrosis was included during delineation. MDPI 2021-07-19 /pmc/articles/PMC8304274/ /pubmed/34359379 http://dx.doi.org/10.3390/diagnostics11071296 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Noortman, Wyanne A.
Vriens, Dennis
Mooij, Charlotte D. Y.
Slump, Cornelis H.
Aarntzen, Erik H.
van Berkel, Anouk
Timmers, Henri J. L. M.
Bussink, Johan
Meijer, Tineke W. H.
de Geus-Oei, Lioe-Fee
van Velden, Floris H. P.
The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title_full The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title_fullStr The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title_full_unstemmed The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title_short The Influence of the Exclusion of Central Necrosis on [(18)F]FDG PET Radiomic Analysis
title_sort influence of the exclusion of central necrosis on [(18)f]fdg pet radiomic analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304274/
https://www.ncbi.nlm.nih.gov/pubmed/34359379
http://dx.doi.org/10.3390/diagnostics11071296
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