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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8618739 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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