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...
Main Authors: | , , , , |
---|---|
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 |
_version_ | 1797241461115191296 |
---|---|
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. |
first_indexed | 2024-04-24T18:23:41Z |
format | Article |
id | doaj.art-9691322a15a54ea29ac7db329fea81cb |
institution | Directory Open Access Journal |
issn | 2304-6767 |
language | English |
last_indexed | 2024-04-24T18:23:41Z |
publishDate | 2024-03-01 |
publisher | MDPI AG |
record_format | Article |
series | Dentistry Journal |
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 |
work_keys_str_mv | AT camilamiorelligirondi textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages AT sergioluciopereiradecastrolopes textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages AT celsomassahiroogawa textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages AT paulohenriquebrazsilva textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages AT andreluizferreiracosta textureanalysisoftemporomandibularjointdiscchangesassociatedwitheffusionusingmagneticresonanceimages |