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Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis

Texture analysis is viewed as a method to enhance the diagnosis power of classical B-mode ultrasound image. The present paper aims to evaluate and eliminate the dependence between the human expert and the performance of such a texture analysis system in predicting the cirrhosis in chronic hepatitis...

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Autores principales: Vicas, Cristian, Lupsor, Monica, Socaciu, Mihai, Nedevschi, Sergiu, Badea, Radu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3249599/
https://www.ncbi.nlm.nih.gov/pubmed/22229041
http://dx.doi.org/10.1155/2012/346713
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author Vicas, Cristian
Lupsor, Monica
Socaciu, Mihai
Nedevschi, Sergiu
Badea, Radu
author_facet Vicas, Cristian
Lupsor, Monica
Socaciu, Mihai
Nedevschi, Sergiu
Badea, Radu
author_sort Vicas, Cristian
collection PubMed
description Texture analysis is viewed as a method to enhance the diagnosis power of classical B-mode ultrasound image. The present paper aims to evaluate and eliminate the dependence between the human expert and the performance of such a texture analysis system in predicting the cirrhosis in chronic hepatitis C patients. 125 consecutive chronic hepatitis C patients were included in this study. Ultrasound images were acquired from each patient and four human experts established regions of interest. Textural analysis tool was evaluated. The performance of this approach depends highly on the human expert that establishes the regions of interest (P < 0.05). The novel algorithm that automatically establishes regions of interest can be compared with a trained radiologist. In classical form met in the literature, the noninvasive diagnosis through texture analysis has limited utility in clinical practice. The automatic ROI establishment tool is very useful in eliminating the expert-dependent variability.
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spelling pubmed-32495992012-01-06 Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis Vicas, Cristian Lupsor, Monica Socaciu, Mihai Nedevschi, Sergiu Badea, Radu Comput Math Methods Med Research Article Texture analysis is viewed as a method to enhance the diagnosis power of classical B-mode ultrasound image. The present paper aims to evaluate and eliminate the dependence between the human expert and the performance of such a texture analysis system in predicting the cirrhosis in chronic hepatitis C patients. 125 consecutive chronic hepatitis C patients were included in this study. Ultrasound images were acquired from each patient and four human experts established regions of interest. Textural analysis tool was evaluated. The performance of this approach depends highly on the human expert that establishes the regions of interest (P < 0.05). The novel algorithm that automatically establishes regions of interest can be compared with a trained radiologist. In classical form met in the literature, the noninvasive diagnosis through texture analysis has limited utility in clinical practice. The automatic ROI establishment tool is very useful in eliminating the expert-dependent variability. Hindawi Publishing Corporation 2012 2011-12-21 /pmc/articles/PMC3249599/ /pubmed/22229041 http://dx.doi.org/10.1155/2012/346713 Text en Copyright © 2012 Cristian Vicas et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Vicas, Cristian
Lupsor, Monica
Socaciu, Mihai
Nedevschi, Sergiu
Badea, Radu
Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title_full Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title_fullStr Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title_full_unstemmed Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title_short Influence of Expert-Dependent Variability over the Performance of Noninvasive Fibrosis Assessment in Patients with Chronic Hepatitis C by Means of Texture Analysis
title_sort influence of expert-dependent variability over the performance of noninvasive fibrosis assessment in patients with chronic hepatitis c by means of texture analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3249599/
https://www.ncbi.nlm.nih.gov/pubmed/22229041
http://dx.doi.org/10.1155/2012/346713
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