Literature DB >> 33633160

Utility of CT texture analysis to differentiate olfactory neuroblastoma from sinonasal squamous cell carcinoma.

Masaki Ogawa1, Satoshi Osaga2, Norio Shiraki3, Daisuke Kawakita4, Nobuhiro Hanai5, Tsuneo Tamaki6, Satoshi Tsukahara7, Takatsune Kawaguchi8, Misugi Urano8, Yuta Shibamoto8.   

Abstract

The purpose of this study was to examine differences in texture features between olfactory neuroblastoma (ONB) and sinonasal squamous cell carcinoma (SCC) on contrast-enhanced CT (CECT) images, and to evaluate the predictive accuracy of texture analysis compared to radiologists' interpretations. Forty-three patients with pathologically-diagnosed primary nasal and paranasal tumor (17 ONB and 26 SCC) were included. We extracted 42 texture features from tumor regions on CECT images obtained before treatment. In univariate analysis, each texture features were compared, with adjustment for multiple comparisons. In multivariate analysis, the elastic net was used to select useful texture features and to construct a texture-based prediction model with leave-one-out cross-validation. The prediction accuracy was compared with two radiologists' visual interpretations. In univariate analysis, significant differences were observed for 28 of 42 texture features between ONB and SCC, with areas under the receiver operating characteristic curve between 0.68 and 0.91 (median: 0.80). In multivariate analysis, the elastic net model selected 18 texture features that contributed to differentiation. It tended to show slightly higher predictive accuracy than radiologists' interpretations (86% and 74%, respectively; P = 0.096). In conclusion, several texture features contributed to differentiation of ONB from SCC, and the texture-based prediction model was considered useful.

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Year:  2021        PMID: 33633160      PMCID: PMC7907098          DOI: 10.1038/s41598-021-84048-5

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  24 in total

1.  Computed Tomography Radiomics Predicts HPV Status and Local Tumor Control After Definitive Radiochemotherapy in Head and Neck Squamous Cell Carcinoma.

Authors:  Marta Bogowicz; Oliver Riesterer; Kristian Ikenberg; Sonja Stieb; Holger Moch; Gabriela Studer; Matthias Guckenberger; Stephanie Tanadini-Lang
Journal:  Int J Radiat Oncol Biol Phys       Date:  2017-06-15       Impact factor: 7.038

2.  Practical guidelines for handling head and neck computed tomography artifacts for quantitative image analysis.

Authors:  Rachel B Ger; Daniel F Craft; Dennis S Mackin; Shouhao Zhou; Rick R Layman; A Kyle Jones; Hesham Elhalawani; Clifton D Fuller; Rebecca M Howell; Heng Li; R Jason Stafford; Laurence E Court
Journal:  Comput Med Imaging Graph       Date:  2018-09-15       Impact factor: 4.790

Review 3.  Imaging Characteristics of Olfactory Neuroblastoma (Esthesioneuroblastoma).

Authors:  Arthur B Dublin; Matthew Bobinski
Journal:  J Neurol Surg B Skull Base       Date:  2015-09-14

4.  Primary diffuse large B-cell lymphoma of the ethmoid sinus.

Authors:  Tadashi Terada
Journal:  Int J Clin Exp Pathol       Date:  2011-11-03

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

Authors:  K Buch; A Fujita; B Li; Y Kawashima; M M Qureshi; O Sakai
Journal:  AJNR Am J Neuroradiol       Date:  2015-04-02       Impact factor: 3.825

6.  CT assessment of tumor heterogeneity and the potential for the prediction of human papillomavirus status in oropharyngeal squamous cell carcinoma.

Authors:  Francesco Mungai; Giovanni Battista Verrone; Michele Pietragalla; Valentina Berti; Gloria Addeo; Isacco Desideri; Luigi Bonasera; Vittorio Miele
Journal:  Radiol Med       Date:  2019-03-25       Impact factor: 3.469

7.  Radiomics signature on 3T dynamic contrast-enhanced magnetic resonance imaging for estrogen receptor-positive invasive breast cancers: Preliminary results for correlation with Oncotype DX recurrence scores.

Authors:  Kyung Jin Nam; Hyunjin Park; Eun Sook Ko; Yaeji Lim; Hwan-Ho Cho; Jeong Eon Lee
Journal:  Medicine (Baltimore)       Date:  2019-06       Impact factor: 1.817

8.  The utility of MRI histogram and texture analysis for the prediction of histological diagnosis in head and neck malignancies.

Authors:  Noriyuki Fujima; Akihiro Homma; Taisuke Harada; Yukie Shimizu; Khin Khin Tha; Satoshi Kano; Takatsugu Mizumachi; Ruijiang Li; Kohsuke Kudo; Hiroki Shirato
Journal:  Cancer Imaging       Date:  2019-02-04       Impact factor: 3.909

9.  The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping.

Authors:  Alex Zwanenburg; Martin Vallières; Mahmoud A Abdalah; Hugo J W L Aerts; Vincent Andrearczyk; Aditya Apte; Saeed Ashrafinia; Spyridon Bakas; Roelof J Beukinga; Ronald Boellaard; Marta Bogowicz; Luca Boldrini; Irène Buvat; Gary J R Cook; Christos Davatzikos; Adrien Depeursinge; Marie-Charlotte Desseroit; Nicola Dinapoli; Cuong Viet Dinh; Sebastian Echegaray; Issam El Naqa; Andriy Y Fedorov; Roberto Gatta; Robert J Gillies; Vicky Goh; Michael Götz; Matthias Guckenberger; Sung Min Ha; Mathieu Hatt; Fabian Isensee; Philippe Lambin; Stefan Leger; Ralph T H Leijenaar; Jacopo Lenkowicz; Fiona Lippert; Are Losnegård; Klaus H Maier-Hein; Olivier Morin; Henning Müller; Sandy Napel; Christophe Nioche; Fanny Orlhac; Sarthak Pati; Elisabeth A G Pfaehler; Arman Rahmim; Arvind U K Rao; Jonas Scherer; Muhammad Musib Siddique; Nanna M Sijtsema; Jairo Socarras Fernandez; Emiliano Spezi; Roel J H M Steenbakkers; Stephanie Tanadini-Lang; Daniela Thorwarth; Esther G C Troost; Taman Upadhaya; Vincenzo Valentini; Lisanne V van Dijk; Joost van Griethuysen; Floris H P van Velden; Philip Whybra; Christian Richter; Steffen Löck
Journal:  Radiology       Date:  2020-03-10       Impact factor: 29.146

10.  Radiomics strategies for risk assessment of tumour failure in head-and-neck cancer.

Authors:  Martin Vallières; Emily Kay-Rivest; Léo Jean Perrin; Xavier Liem; Christophe Furstoss; Hugo J W L Aerts; Nader Khaouam; Phuc Felix Nguyen-Tan; Chang-Shu Wang; Khalil Sultanem; Jan Seuntjens; Issam El Naqa
Journal:  Sci Rep       Date:  2017-08-31       Impact factor: 4.379

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