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The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma
OBJECTIVES: This study aimed to investigate the contributory role of histogram-based textural features (HBTFs) extracted from (18)fluorinefluorodeoxyglucose ((18)F-FDG) positron emission tomography/computed tomography (PET/CT) in tumoral heterogeneity (TH) evaluation and invasive lung adenocarcinoma...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Galenos Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8814553/ https://www.ncbi.nlm.nih.gov/pubmed/35114750 http://dx.doi.org/10.4274/mirt.galenos.2021.79037 |
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author | Önner, Hasan Coşkun, Nazım Erol, Mustafa Eren Karanis, Meryem İlkay |
author_facet | Önner, Hasan Coşkun, Nazım Erol, Mustafa Eren Karanis, Meryem İlkay |
author_sort | Önner, Hasan |
collection | PubMed |
description | OBJECTIVES: This study aimed to investigate the contributory role of histogram-based textural features (HBTFs) extracted from (18)fluorinefluorodeoxyglucose ((18)F-FDG) positron emission tomography/computed tomography (PET/CT) in tumoral heterogeneity (TH) evaluation and invasive lung adenocarcinoma (ILA) prognosis prediction. METHODS: This retrospective study analyzed the data of 72 patients with ILA who underwent (18)F-FDG PET/CT followed by surgical resection. The maximum standardized uptake value (SUV(max)), metabolic tumor volume, and total lesion glycolysis values were calculated for each tumor. Additionally, HBTFs were extracted from (18)F-FDG PET/CT images using the software program. ILA was classified into the following five histopathological subtypes according to the predominant pattern: Lepidic adenocarcinoma (LA), acinar adenocarcinoma, papillary adenocarcinoma, solid adenocarcinoma (SA), and micropapillary adenocarcinoma (MA). Differences between (18)F-FDG PET/CT parameters and histopathological subtypes were evaluated using non-parametric tests. The study endpoints include overall survival (OS) and progression-free survival (PFS). The prognostic values of clinicopathological factors and (18)F-FDG PET/CT parameters were evaluated using the Cox regression analyses. RESULTS: The median SUV(max) and entropy values were significantly higher in SA-MA, whereas lower in LA. The median energy-uniformity value of the LA was significantly higher than the others. Among all parameters, only skewness and kurtosis were significantly associated with lymph node involvement status. The median values for follow-up time, PFS, and OS were 31.26, 16.07, and 20.87 months, respectively. The univariate Cox regression analysis showed that lymph node involvement was the only significant predictor for PFS. The multivariate Cox regression analysis revealed that higher SUV(max) (≥11.69) and advanced stage (IIB-IIIA) were significantly associated with poorer OS [hazard ratio (HR): 3.580, p=0.024 and HR: 7.608, p=0.007, respectively]. CONCLUSION: HBTFs were tightly associated with clinicopathological factors causing TH. Among the (18)F-FDG PET/CT parameters, only skewness and kurtosis were associated with lymph node involvement, whereas SUV(max) was the only independent predictor of OS. TH measurement with HBTFs may contribute to conventional metabolic parameters in guiding precision medicine for ILA. |
format | Online Article Text |
id | pubmed-8814553 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Galenos Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-88145532022-02-16 The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma Önner, Hasan Coşkun, Nazım Erol, Mustafa Eren Karanis, Meryem İlkay Mol Imaging Radionucl Ther Original Article OBJECTIVES: This study aimed to investigate the contributory role of histogram-based textural features (HBTFs) extracted from (18)fluorinefluorodeoxyglucose ((18)F-FDG) positron emission tomography/computed tomography (PET/CT) in tumoral heterogeneity (TH) evaluation and invasive lung adenocarcinoma (ILA) prognosis prediction. METHODS: This retrospective study analyzed the data of 72 patients with ILA who underwent (18)F-FDG PET/CT followed by surgical resection. The maximum standardized uptake value (SUV(max)), metabolic tumor volume, and total lesion glycolysis values were calculated for each tumor. Additionally, HBTFs were extracted from (18)F-FDG PET/CT images using the software program. ILA was classified into the following five histopathological subtypes according to the predominant pattern: Lepidic adenocarcinoma (LA), acinar adenocarcinoma, papillary adenocarcinoma, solid adenocarcinoma (SA), and micropapillary adenocarcinoma (MA). Differences between (18)F-FDG PET/CT parameters and histopathological subtypes were evaluated using non-parametric tests. The study endpoints include overall survival (OS) and progression-free survival (PFS). The prognostic values of clinicopathological factors and (18)F-FDG PET/CT parameters were evaluated using the Cox regression analyses. RESULTS: The median SUV(max) and entropy values were significantly higher in SA-MA, whereas lower in LA. The median energy-uniformity value of the LA was significantly higher than the others. Among all parameters, only skewness and kurtosis were significantly associated with lymph node involvement status. The median values for follow-up time, PFS, and OS were 31.26, 16.07, and 20.87 months, respectively. The univariate Cox regression analysis showed that lymph node involvement was the only significant predictor for PFS. The multivariate Cox regression analysis revealed that higher SUV(max) (≥11.69) and advanced stage (IIB-IIIA) were significantly associated with poorer OS [hazard ratio (HR): 3.580, p=0.024 and HR: 7.608, p=0.007, respectively]. CONCLUSION: HBTFs were tightly associated with clinicopathological factors causing TH. Among the (18)F-FDG PET/CT parameters, only skewness and kurtosis were associated with lymph node involvement, whereas SUV(max) was the only independent predictor of OS. TH measurement with HBTFs may contribute to conventional metabolic parameters in guiding precision medicine for ILA. Galenos Publishing 2022-02 2022-02-02 /pmc/articles/PMC8814553/ /pubmed/35114750 http://dx.doi.org/10.4274/mirt.galenos.2021.79037 Text en ©Copyright 2022 by Turkish Society of Nuclear Medicine | Molecular Imaging and Radionuclide Therapy published by Galenos Yayınevi. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Önner, Hasan Coşkun, Nazım Erol, Mustafa Eren Karanis, Meryem İlkay The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title | The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title_full | The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title_fullStr | The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title_full_unstemmed | The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title_short | The Role of Histogram-Based Textural Analysis of (18)F-FDG PET/CT in Evaluating Tumor Heterogeneity and Predicting the Prognosis of Invasive Lung Adenocarcinoma |
title_sort | role of histogram-based textural analysis of (18)f-fdg pet/ct in evaluating tumor heterogeneity and predicting the prognosis of invasive lung adenocarcinoma |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8814553/ https://www.ncbi.nlm.nih.gov/pubmed/35114750 http://dx.doi.org/10.4274/mirt.galenos.2021.79037 |
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