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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2019
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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. |
format | Online Article Text |
id | pubmed-6533412 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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