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Research ArticleHead and Neck Imaging

Using Texture Analysis to Determine Human Papillomavirus Status of Oropharyngeal Squamous Cell Carcinomas on CT

K. Buch, A. Fujita, B. Li, Y. Kawashima, M.M. Qureshi and O. Sakai
American Journal of Neuroradiology July 2015, 36 (7) 1343-1348; DOI: https://doi.org/10.3174/ajnr.A4285
K. Buch
aFrom the Departments of Radiology (K.B., A.F., B.L., Y.K., O.S.)
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A. Fujita
aFrom the Departments of Radiology (K.B., A.F., B.L., Y.K., O.S.)
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B. Li
aFrom the Departments of Radiology (K.B., A.F., B.L., Y.K., O.S.)
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Y. Kawashima
aFrom the Departments of Radiology (K.B., A.F., B.L., Y.K., O.S.)
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M.M. Qureshi
bRadiation Oncology (M.M.Q., O.S.)
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O. Sakai
aFrom the Departments of Radiology (K.B., A.F., B.L., Y.K., O.S.)
bRadiation Oncology (M.M.Q., O.S.)
cOtolaryngology–Head and Neck Surgery (O.S.), Boston Medical Center, Boston University School of Medicine, Boston, Massachusetts.
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Abstract

BACKGROUND AND PURPOSE: Human papillomavirus–associated oropharyngeal squamous cell carcinoma is increasing in prevalence and typically occurs in younger patients than human papillomavirus–negative squamous cell carcinoma. While imaging features of human papillomavirus–positive versus human papillomavirus–negative squamous cell carcinoma nodal metastases have been described, characteristics distinguishing human papillomavirus–positive from human papillomavirus–negative primary squamous cell carcinomas have not been well established. The purpose of this project was to evaluate the use of texture features to distinguish human papillomavirus–positive and human papillomavirus–negative primary oropharyngeal squamous cell carcinoma.

MATERIALS AND METHODS: Following institutional review board approval, 40 patients with primary oropharyngeal squamous cell carcinoma and known human papillomavirus status who underwent contrast-enhanced CT between December 2009 and October 2013 were included in this study. Segmentation of the primary lesion was manually performed with a semiautomated graphical-user interface. Following segmentation, an in-house-developed texture analysis program extracted 42 texture features from each segmented volume. A t test was used to evaluate differences in texture parameters between human papillomavirus–positive and human papillomavirus–negative squamous cell carcinomas.

RESULTS: Of the 40 included patients, 29 had human papillomavirus–positive oropharyngeal squamous cell carcinoma and 11 had human papillomavirus–negative oropharyngeal squamous cell carcinoma. Significant differences were seen in the histogram parameters median (P = .006) and entropy (P = .016) and squamous cell carcinoma entropy (P = .043).

CONCLUSIONS: There are statistically significant differences in some texture features between human papillomavirus–positive and human papillomavirus–negative oropharyngeal tumors. Texture analysis may be considered an adjunct to the evaluation of human papillomavirus status and characterization of squamous cell carcinoma.

ABBREVIATIONS:

FDR
false discovery rate
GLCM
gray-level co-occurrence matrix
GLGM
gray-level gradient matrix
GLRL
gray-level run-length
HPV
human papillomavirus
SCC
squamous cell carcinoma
  • © 2015 by American Journal of Neuroradiology
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American Journal of Neuroradiology: 36 (7)
American Journal of Neuroradiology
Vol. 36, Issue 7
1 Jul 2015
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K. Buch, A. Fujita, B. Li, Y. Kawashima, M.M. Qureshi, O. Sakai
Using Texture Analysis to Determine Human Papillomavirus Status of Oropharyngeal Squamous Cell Carcinomas on CT
American Journal of Neuroradiology Jul 2015, 36 (7) 1343-1348; DOI: 10.3174/ajnr.A4285

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Using Texture Analysis to Determine Human Papillomavirus Status of Oropharyngeal Squamous Cell Carcinomas on CT
K. Buch, A. Fujita, B. Li, Y. Kawashima, M.M. Qureshi, O. Sakai
American Journal of Neuroradiology Jul 2015, 36 (7) 1343-1348; DOI: 10.3174/ajnr.A4285
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  • Prediction of Human Papillomavirus Status and Overall Survival in Patients with Untreated Oropharyngeal Squamous Cell Carcinoma: Development and Validation of CT-Based Radiomics
  • Prediction of Tumor Grade and Nodal Status in Oropharyngeal and Oral Cavity Squamous-cell Carcinoma Using a Radiomic Approach
  • CT Texture Analysis of Cervical Lymph Nodes on Contrast-Enhanced [18F] FDG-PET/CT Images to Differentiate Nodal Metastases from Reactive Lymphadenopathy in HIV-Positive Patients with Head and Neck Squamous Cell Carcinoma
  • CT Texture Analysis Potentially Predicts Local Failure in Head and Neck Squamous Cell Carcinoma Treated with Chemoradiotherapy
  • CT Texture Analysis: Defining and Integrating New Biomarkers for Advanced Oncologic Imaging in Precision Medicine: A Comment on "CT Texture Analysis Potentially Predicts Local Failure in Head and Neck Squamous Cell Carcinoma Treated with Chemoradiotherapy"
  • MRI-Based Texture Analysis to Differentiate Sinonasal Squamous Cell Carcinoma from Inverted Papilloma
  • Quantitative Assessment of Variation in CT Parameters on Texture Features: Pilot Study Using a Nonanatomic Phantom
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