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Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer

PURPOSE: The purpose of this study was to determine if (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging ((18)F-FDG PET/MRI) features are associated with contemporaneous metastases in patients with oesophageal/gastroesophageal cancer. METHODS: Following IRB approval an...

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Autores principales: Baiocco, Serena, Sah, Bert-Ram, Mallia, Andrew, Kelly-Morland, Christian, Neji, Radhouene, Stirling, J. James, Jeljeli, Sami, Bevilacqua, Alessandro, Cook, Gary J. R., Goh, Vicky
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6533412/
https://www.ncbi.nlm.nih.gov/pubmed/30919055
http://dx.doi.org/10.1007/s00259-019-04306-7
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author Baiocco, Serena
Sah, Bert-Ram
Mallia, Andrew
Kelly-Morland, Christian
Neji, Radhouene
Stirling, J. James
Jeljeli, Sami
Bevilacqua, Alessandro
Cook, Gary J. R.
Goh, Vicky
author_facet Baiocco, Serena
Sah, Bert-Ram
Mallia, Andrew
Kelly-Morland, Christian
Neji, Radhouene
Stirling, J. James
Jeljeli, Sami
Bevilacqua, Alessandro
Cook, Gary J. R.
Goh, Vicky
author_sort Baiocco, Serena
collection PubMed
description PURPOSE: The purpose of this study was to determine if (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging ((18)F-FDG PET/MRI) features are associated with contemporaneous metastases in patients with oesophageal/gastroesophageal cancer. METHODS: Following IRB approval and informed consent, patients underwent a staging PET/MRI following (18)F-FDG injection (326 ± 28 MBq) and 156 ± 23 min uptake time. First-order histogram and second-order grey level co-occurrence matrix features were computed for PET standardized uptake value (SUV) and MRI T1-W, T2-W, diffusion weighted (DWI) and apparent diffusion coefficient (ADC) images for the whole tumour volume. K-means clustering assessed the correlation of feature-pairs with metastases. Multivariate analysis of variance (MANOVA) was performed to assess the statistical separability of the groups identified by feature-pairs. Sensitivity (SN), specificity (SP), positive predictive value (PPV), negative predictive value (NPV), and accuracy (ACC) were calculated for these features and compared with SUV(max), ADC(mean) and maximum diameter alone for predicting contemporaneous metastases. RESULTS: Twenty patients (18 males, 2 female; median 67 years, range 52–86) comprised the final study cohort; ten patients had metastases. Lower second-order SUV entropy combined with higher second-order ADC entropy were the best feature-pair for discriminating metastatic patients, MANOVA p value <0.001 (SN = 80%, SP = 80%, PPV = 80%, NPV = 80%, ACC = 80%). SUV(max) (SN = 30%, SP = 80%, PPV = 60%, NPV = 53%, ACC = 55%), ADC(mean) (SN = 20%, SP = 70%, PPV = 40%, NPV = 47%, ACC = 45%) and tumour maximum diameter (SN = 10%, SP = 90%, PPV = 50%, NPV = 50%, ACC = 50%) had poorer sensitivity and accuracy. CONCLUSION: High ADC entropy combined with low SUV entropy is associated with a higher prevalence of metastases and a promising initial signature for future study. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00259-019-04306-7) contains supplementary material, which is available to authorized users.
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spelling pubmed-65334122019-06-07 Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer Baiocco, Serena Sah, Bert-Ram Mallia, Andrew Kelly-Morland, Christian Neji, Radhouene Stirling, J. James Jeljeli, Sami Bevilacqua, Alessandro Cook, Gary J. R. Goh, Vicky Eur J Nucl Med Mol Imaging Original Article PURPOSE: The purpose of this study was to determine if (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging ((18)F-FDG PET/MRI) features are associated with contemporaneous metastases in patients with oesophageal/gastroesophageal cancer. METHODS: Following IRB approval and informed consent, patients underwent a staging PET/MRI following (18)F-FDG injection (326 ± 28 MBq) and 156 ± 23 min uptake time. First-order histogram and second-order grey level co-occurrence matrix features were computed for PET standardized uptake value (SUV) and MRI T1-W, T2-W, diffusion weighted (DWI) and apparent diffusion coefficient (ADC) images for the whole tumour volume. K-means clustering assessed the correlation of feature-pairs with metastases. Multivariate analysis of variance (MANOVA) was performed to assess the statistical separability of the groups identified by feature-pairs. Sensitivity (SN), specificity (SP), positive predictive value (PPV), negative predictive value (NPV), and accuracy (ACC) were calculated for these features and compared with SUV(max), ADC(mean) and maximum diameter alone for predicting contemporaneous metastases. RESULTS: Twenty patients (18 males, 2 female; median 67 years, range 52–86) comprised the final study cohort; ten patients had metastases. Lower second-order SUV entropy combined with higher second-order ADC entropy were the best feature-pair for discriminating metastatic patients, MANOVA p value <0.001 (SN = 80%, SP = 80%, PPV = 80%, NPV = 80%, ACC = 80%). SUV(max) (SN = 30%, SP = 80%, PPV = 60%, NPV = 53%, ACC = 55%), ADC(mean) (SN = 20%, SP = 70%, PPV = 40%, NPV = 47%, ACC = 45%) and tumour maximum diameter (SN = 10%, SP = 90%, PPV = 50%, NPV = 50%, ACC = 50%) had poorer sensitivity and accuracy. CONCLUSION: High ADC entropy combined with low SUV entropy is associated with a higher prevalence of metastases and a promising initial signature for future study. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00259-019-04306-7) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2019-03-27 2019 /pmc/articles/PMC6533412/ /pubmed/30919055 http://dx.doi.org/10.1007/s00259-019-04306-7 Text en © The Author(s) 2019 Open Access This 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 Article
Baiocco, Serena
Sah, Bert-Ram
Mallia, Andrew
Kelly-Morland, Christian
Neji, Radhouene
Stirling, J. James
Jeljeli, Sami
Bevilacqua, Alessandro
Cook, Gary J. R.
Goh, Vicky
Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title_full Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title_fullStr Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title_full_unstemmed Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title_short Exploratory radiomic features from integrated (18)F-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
title_sort exploratory radiomic features from integrated (18)f-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging are associated with contemporaneous metastases in oesophageal/gastroesophageal cancer
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6533412/
https://www.ncbi.nlm.nih.gov/pubmed/30919055
http://dx.doi.org/10.1007/s00259-019-04306-7
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