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Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs

The aim of this study was to evaluate whether textural analysis could differentiate between the two common types of lytic lesions imaged with use of radiography. Sixty-two patients were enrolled in the study with intraoral radiograph images and a histological reference study. Full textural analysis...

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Autores principales: Pociask, Elżbieta, Nurzynska, Karolina, Obuchowicz, Rafał, Bałon, Paulina, Uryga, Daniel, Strzelecki, Michał, Izworski, Andrzej, Piórkowski, Adam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8618739/
https://www.ncbi.nlm.nih.gov/pubmed/34833558
http://dx.doi.org/10.3390/s21227481
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author Pociask, Elżbieta
Nurzynska, Karolina
Obuchowicz, Rafał
Bałon, Paulina
Uryga, Daniel
Strzelecki, Michał
Izworski, Andrzej
Piórkowski, Adam
author_facet Pociask, Elżbieta
Nurzynska, Karolina
Obuchowicz, Rafał
Bałon, Paulina
Uryga, Daniel
Strzelecki, Michał
Izworski, Andrzej
Piórkowski, Adam
author_sort Pociask, Elżbieta
collection PubMed
description The aim of this study was to evaluate whether textural analysis could differentiate between the two common types of lytic lesions imaged with use of radiography. Sixty-two patients were enrolled in the study with intraoral radiograph images and a histological reference study. Full textural analysis was performed using MaZda software. For over 10,000 features, logistic regression models were applied. Fragments containing lesion edges were characterized by significant correlation of structural information. Although the input images were stored using lossy compression and their scale was not preserved, the obtained results confirmed the possibility of distinguishing between cysts and granulomas with use of textural analysis of intraoral radiographs. It was shown that the important information distinguishing the aforementioned types of lesions is located at the edges and not within the lesion.
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spelling pubmed-86187392021-11-27 Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs Pociask, Elżbieta Nurzynska, Karolina Obuchowicz, Rafał Bałon, Paulina Uryga, Daniel Strzelecki, Michał Izworski, Andrzej Piórkowski, Adam Sensors (Basel) Article The aim of this study was to evaluate whether textural analysis could differentiate between the two common types of lytic lesions imaged with use of radiography. Sixty-two patients were enrolled in the study with intraoral radiograph images and a histological reference study. Full textural analysis was performed using MaZda software. For over 10,000 features, logistic regression models were applied. Fragments containing lesion edges were characterized by significant correlation of structural information. Although the input images were stored using lossy compression and their scale was not preserved, the obtained results confirmed the possibility of distinguishing between cysts and granulomas with use of textural analysis of intraoral radiographs. It was shown that the important information distinguishing the aforementioned types of lesions is located at the edges and not within the lesion. MDPI 2021-11-10 /pmc/articles/PMC8618739/ /pubmed/34833558 http://dx.doi.org/10.3390/s21227481 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Pociask, Elżbieta
Nurzynska, Karolina
Obuchowicz, Rafał
Bałon, Paulina
Uryga, Daniel
Strzelecki, Michał
Izworski, Andrzej
Piórkowski, Adam
Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title_full Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title_fullStr Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title_full_unstemmed Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title_short Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs
title_sort differential diagnosis of cysts and granulomas supported by texture analysis of intraoral radiographs
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8618739/
https://www.ncbi.nlm.nih.gov/pubmed/34833558
http://dx.doi.org/10.3390/s21227481
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