Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma

Background: We investigated the relationship between genetic alterations and 18F-FDG PET/CT findings in head and neck squamous cell carcinoma (HNSC). Methods: Using mRNA-sequences of HNSC samples (480 patients) from the Cancer Genome Atlas (TCGA) portal, gene coexpression networks were constructed v...

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Main Authors: Sangwon Han, Jungsu S. Oh, Hyo Sang Lee, Jae Seung Kim
Format: Article
Language:English
Published: Elsevier 2021-02-01
Series:Translational Oncology
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1936523320304800
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spelling doaj-224da7114c2744efab22d16dac3b51c42021-01-14T04:16:43ZengElsevierTranslational Oncology1936-52332021-02-01142100988Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinomaSangwon Han0Jungsu S. Oh1Hyo Sang Lee2Jae Seung Kim3Department of Nuclear Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, KoreaDepartment of Nuclear Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea; Corresponding author.Department of Nuclear Medicine, Gangneung Asan Hospital, University of Ulsan College of Medicine, Gangneung, KoreaDepartment of Nuclear Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, KoreaBackground: We investigated the relationship between genetic alterations and 18F-FDG PET/CT findings in head and neck squamous cell carcinoma (HNSC). Methods: Using mRNA-sequences of HNSC samples (480 patients) from the Cancer Genome Atlas (TCGA) portal, gene coexpression networks were constructed via a weighted correlation network analysis (WGCNA) algorithm, and their association with the tumor-to-blood signal ratio on 18F-FDG PET/CT data (21 patients) was explored. An elastic-net regression model was developed to estimate the PET tumor-to-blood ratio from the gene networks and to derive an FDG signature score (FDGSS). The FDGSS was evaluated with regard to clinical variables and general mutational profiles, as well as alterations to oncogenic signaling pathways. Findings: The FDGSS values differed across clinical stages (p = 0.027), HPV-status (p< 0.001), and molecular subtypes of HNSC (p< 0.001). Multivariate Cox regression demonstrated that FDGSS was an independent predictor for overall (p = 0.019) and progression-free survival (p = 0.024). FDGSS positively correlated with total mutation rate (p = 0.016), aneuploidy (p < 0.001), and somatic copy number alteration scores (p < 0.001). CDKN2A in the cell cycle pathway (q = 0.014) and the TP53 gene in the TP53 pathway (q = 0.005) showed significant differences between high and low FDGSS patients. Conclusion: FDGSS based on the gene coexpression network was associated with the mutational landscape of HNSC. 18F-FDG PET/CT is therefore a valuable tool for the in vivo imaging of these cancers, being able to visualize the glucose metabolism of the tumor and allow inferences to be made on the underlying genetic alterations in the tumor.http://www.sciencedirect.com/science/article/pii/S1936523320304800Squamous cell carcinoma of head and neckPositron emission tomography computed tomographyGlycolysisMutationMachine learning
collection DOAJ
language English
format Article
sources DOAJ
author Sangwon Han
Jungsu S. Oh
Hyo Sang Lee
Jae Seung Kim
spellingShingle Sangwon Han
Jungsu S. Oh
Hyo Sang Lee
Jae Seung Kim
Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
Translational Oncology
Squamous cell carcinoma of head and neck
Positron emission tomography computed tomography
Glycolysis
Mutation
Machine learning
author_facet Sangwon Han
Jungsu S. Oh
Hyo Sang Lee
Jae Seung Kim
author_sort Sangwon Han
title Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
title_short Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
title_full Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
title_fullStr Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
title_full_unstemmed Genetic alterations associated with 18F-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
title_sort genetic alterations associated with 18f-fluorodeoxyglucose positron emission tomography/computed tomography in head and neck squamous cell carcinoma
publisher Elsevier
series Translational Oncology
issn 1936-5233
publishDate 2021-02-01
description Background: We investigated the relationship between genetic alterations and 18F-FDG PET/CT findings in head and neck squamous cell carcinoma (HNSC). Methods: Using mRNA-sequences of HNSC samples (480 patients) from the Cancer Genome Atlas (TCGA) portal, gene coexpression networks were constructed via a weighted correlation network analysis (WGCNA) algorithm, and their association with the tumor-to-blood signal ratio on 18F-FDG PET/CT data (21 patients) was explored. An elastic-net regression model was developed to estimate the PET tumor-to-blood ratio from the gene networks and to derive an FDG signature score (FDGSS). The FDGSS was evaluated with regard to clinical variables and general mutational profiles, as well as alterations to oncogenic signaling pathways. Findings: The FDGSS values differed across clinical stages (p = 0.027), HPV-status (p< 0.001), and molecular subtypes of HNSC (p< 0.001). Multivariate Cox regression demonstrated that FDGSS was an independent predictor for overall (p = 0.019) and progression-free survival (p = 0.024). FDGSS positively correlated with total mutation rate (p = 0.016), aneuploidy (p < 0.001), and somatic copy number alteration scores (p < 0.001). CDKN2A in the cell cycle pathway (q = 0.014) and the TP53 gene in the TP53 pathway (q = 0.005) showed significant differences between high and low FDGSS patients. Conclusion: FDGSS based on the gene coexpression network was associated with the mutational landscape of HNSC. 18F-FDG PET/CT is therefore a valuable tool for the in vivo imaging of these cancers, being able to visualize the glucose metabolism of the tumor and allow inferences to be made on the underlying genetic alterations in the tumor.
topic Squamous cell carcinoma of head and neck
Positron emission tomography computed tomography
Glycolysis
Mutation
Machine learning
url http://www.sciencedirect.com/science/article/pii/S1936523320304800
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