Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images

The purpose of this study was to identify changes in the temporomandibular joint disc affected by effusion by using texture analysis of magnetic resonance images (MRIs). Methods: A total of 223 images of the TMJ, 42 with joint effusion and 181 without, were analyzed. Three consecutive slices were th...

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Main Authors: Camila Miorelli Girondi, Sérgio Lúcio Pereira de Castro Lopes, Celso Massahiro Ogawa, Paulo Henrique Braz-Silva, Andre Luiz Ferreira Costa
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Dentistry Journal
Subjects:
Online Access:https://www.mdpi.com/2304-6767/12/3/82
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author Camila Miorelli Girondi
Sérgio Lúcio Pereira de Castro Lopes
Celso Massahiro Ogawa
Paulo Henrique Braz-Silva
Andre Luiz Ferreira Costa
author_facet Camila Miorelli Girondi
Sérgio Lúcio Pereira de Castro Lopes
Celso Massahiro Ogawa
Paulo Henrique Braz-Silva
Andre Luiz Ferreira Costa
author_sort Camila Miorelli Girondi
collection DOAJ
description The purpose of this study was to identify changes in the temporomandibular joint disc affected by effusion by using texture analysis of magnetic resonance images (MRIs). Methods: A total of 223 images of the TMJ, 42 with joint effusion and 181 without, were analyzed. Three consecutive slices were then exported to MaZda software, in which two oval ROIs (one in the anterior band and another in the intermediate zone of the joint disc) were determined in each slice and eleven texture parameters were calculated by using a gray-level co-occurrence matrix. Spearman’s correlation coefficient test was used to assess the correlation between texture variables and to select variables for analysis. The Mann–Whitney test was used to compare the groups. Results: The significance level was set at 5%, with the results demonstrating that there was no high correlation between the parameter directions. It was possible to observe a trend between the average parameters, in which the group with effusion always had smaller values than the group without effusion, except for the parameter measuring the difference in entropy. Conclusion: The trend towards lower overall values for the texture parameters suggested a different behavior between TMJ discs affected by effusion and those not affected, indicating that there may be intrinsic changes.
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spelling doaj.art-9691322a15a54ea29ac7db329fea81cb2024-03-27T13:33:04ZengMDPI AGDentistry Journal2304-67672024-03-011238210.3390/dj12030082Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance ImagesCamila Miorelli Girondi0Sérgio Lúcio Pereira de Castro Lopes1Celso Massahiro Ogawa2Paulo Henrique Braz-Silva3Andre Luiz Ferreira Costa4Department of Stomatology, School of Dentistry, University of São Paulo (USP), São Paulo 05508-220, SP, BrazilDepartment of Diagnosis and Surgery, São José dos Campos School of Dentistry, São Paulo State University (UNESP), São José dos Campos 12245-000, SP, BrazilPostgraduate Program in Dentistry, Cruzeiro do Sul University (UNICSUL), São Paulo 01506-000, SP, BrazilDepartment of Stomatology, School of Dentistry, University of São Paulo (USP), São Paulo 05508-220, SP, BrazilPostgraduate Program in Dentistry, Cruzeiro do Sul University (UNICSUL), São Paulo 01506-000, SP, BrazilThe purpose of this study was to identify changes in the temporomandibular joint disc affected by effusion by using texture analysis of magnetic resonance images (MRIs). Methods: A total of 223 images of the TMJ, 42 with joint effusion and 181 without, were analyzed. Three consecutive slices were then exported to MaZda software, in which two oval ROIs (one in the anterior band and another in the intermediate zone of the joint disc) were determined in each slice and eleven texture parameters were calculated by using a gray-level co-occurrence matrix. Spearman’s correlation coefficient test was used to assess the correlation between texture variables and to select variables for analysis. The Mann–Whitney test was used to compare the groups. Results: The significance level was set at 5%, with the results demonstrating that there was no high correlation between the parameter directions. It was possible to observe a trend between the average parameters, in which the group with effusion always had smaller values than the group without effusion, except for the parameter measuring the difference in entropy. Conclusion: The trend towards lower overall values for the texture parameters suggested a different behavior between TMJ discs affected by effusion and those not affected, indicating that there may be intrinsic changes.https://www.mdpi.com/2304-6767/12/3/82texture analysiscomputer-aided diagnosisdiagnostic imagingMRITMJTMD
spellingShingle Camila Miorelli Girondi
Sérgio Lúcio Pereira de Castro Lopes
Celso Massahiro Ogawa
Paulo Henrique Braz-Silva
Andre Luiz Ferreira Costa
Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
Dentistry Journal
texture analysis
computer-aided diagnosis
diagnostic imaging
MRI
TMJ
TMD
title Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
title_full Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
title_fullStr Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
title_full_unstemmed Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
title_short Texture Analysis of Temporomandibular Joint Disc Changes Associated with Effusion Using Magnetic Resonance Images
title_sort texture analysis of temporomandibular joint disc changes associated with effusion using magnetic resonance images
topic texture analysis
computer-aided diagnosis
diagnostic imaging
MRI
TMJ
TMD
url https://www.mdpi.com/2304-6767/12/3/82
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AT sergioluciopereiradecastrolopes textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages
AT celsomassahiroogawa textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages
AT paulohenriquebrazsilva textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages
AT andreluizferreiracosta textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages