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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2021
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oai:doaj.org-article:38b6a419283f4af6ab805bc7d67e2c1e2021-11-25T18:56:48ZDifferential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs10.3390/s212274811424-8220https://doaj.org/article/38b6a419283f4af6ab805bc7d67e2c1e2021-11-01T00:00:00Zhttps://www.mdpi.com/1424-8220/21/22/7481https://doaj.org/toc/1424-8220The 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.Elżbieta PociaskKarolina NurzynskaRafał ObuchowiczPaulina BałonDaniel UrygaMichał StrzeleckiAndrzej IzworskiAdam PiórkowskiMDPI AGarticletexture featuresclassificationperiapical lesionsintraoral radiographytSNEgranulomasChemical technologyTP1-1185ENSensors, Vol 21, Iss 7481, p 7481 (2021) |
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DOAJ |
| collection |
DOAJ |
| language |
EN |
| topic |
texture features classification periapical lesions intraoral radiography tSNE granulomas Chemical technology TP1-1185 |
| spellingShingle |
texture features classification periapical lesions intraoral radiography tSNE granulomas Chemical technology TP1-1185 Elżbieta Pociask Karolina Nurzynska Rafał Obuchowicz Paulina Bałon Daniel Uryga Michał Strzelecki Andrzej Izworski Adam Piórkowski Differential Diagnosis of Cysts and Granulomas Supported by Texture Analysis of Intraoral Radiographs |
| 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 |
article |
| author |
Elżbieta Pociask Karolina Nurzynska Rafał Obuchowicz Paulina Bałon Daniel Uryga Michał Strzelecki Andrzej Izworski Adam Piórkowski |
| author_facet |
Elżbieta Pociask Karolina Nurzynska Rafał Obuchowicz Paulina Bałon Daniel Uryga Michał Strzelecki Andrzej Izworski Adam Piórkowski |
| author_sort |
Elżbieta Pociask |
| title |
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_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_sort |
differential diagnosis of cysts and granulomas supported by texture analysis of intraoral radiographs |
| publisher |
MDPI AG |
| publishDate |
2021 |
| url |
https://doaj.org/article/38b6a419283f4af6ab805bc7d67e2c1e |
| work_keys_str_mv |
AT elzbietapociask differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT karolinanurzynska differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT rafałobuchowicz differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT paulinabałon differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT danieluryga differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT michałstrzelecki differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT andrzejizworski differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs AT adampiorkowski differentialdiagnosisofcystsandgranulomassupportedbytextureanalysisofintraoralradiographs |
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1718410516830879744 |