Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis

Detalhes bibliográficos
Autor(a) principal: Ricardo, Ana Lúcia Franco
Data de Publicação: 2022
Outros Autores: Silva, Gabriel Araújo da, Ogawa, Celso Massahiro, Nussi, Amanda D., Rosa, Catharina Simione de, Martins, Jaqueline Serra, Lopes, Sérgio Lúcio Pereira de Castro [UNESP], Appenzeller, Simone, Braz-Silva, Paulo Henrique, Costa, Andre Luiz Ferreira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1007/s11282-022-00641-y
http://hdl.handle.net/11449/240613
Resumo: Objectives: Juvenile idiopathic arthritis (JIA) is a chronic inflammatory disease that affects the joints and other organs, including the development of the former in a growing child. This study aimed to evaluate the feasibility of texture analysis (TA) based on magnetic resonance imaging (MRI) to provide biomarkers that serve to identify patients likely to progress to temporomandibular joint damage by associating JIA with age, gender and disease onset age. Methods: The radiological database was retrospectively reviewed. A total of 45 patients were first divided into control group (23) and JIA group (22). TA was performed using grey-level co-occurrence matrix (GLCM) parameters, in which 11 textural parameters were calculated using MaZda software. These 11 parameters were ranked based on the p value obtained with ANOVA and then correlated with age, gender and disease onset age. Results: Significant differences in texture parameters of condyle were demonstrated between JIA group and control group (p < 0.05). There was a progressive loss of uniformity in the grayscale pixels of MRI with an increasing age in JIA group. Conclusions: MRI TA of the condyle can make it possible to detect the alterations in bone marrow of patients with JIA and promising tool which may help the image analysis.
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spelling Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritisBoneComputer-assisted diagnosisDiagnostic imagingQuantitative assessmentRadiomicsObjectives: Juvenile idiopathic arthritis (JIA) is a chronic inflammatory disease that affects the joints and other organs, including the development of the former in a growing child. This study aimed to evaluate the feasibility of texture analysis (TA) based on magnetic resonance imaging (MRI) to provide biomarkers that serve to identify patients likely to progress to temporomandibular joint damage by associating JIA with age, gender and disease onset age. Methods: The radiological database was retrospectively reviewed. A total of 45 patients were first divided into control group (23) and JIA group (22). TA was performed using grey-level co-occurrence matrix (GLCM) parameters, in which 11 textural parameters were calculated using MaZda software. These 11 parameters were ranked based on the p value obtained with ANOVA and then correlated with age, gender and disease onset age. Results: Significant differences in texture parameters of condyle were demonstrated between JIA group and control group (p < 0.05). There was a progressive loss of uniformity in the grayscale pixels of MRI with an increasing age in JIA group. Conclusions: MRI TA of the condyle can make it possible to detect the alterations in bone marrow of patients with JIA and promising tool which may help the image analysis.Postgraduate Program in Dentistry Cruzeiro Do Sul University (UNICSUL)Division of Oral Radiology Department of Oral Diagnosis Piracicaba Dental School University of Campinas (UNICAMP)Department of Stomatology School of Dentistry University of São Paulo (USP)Rheumatology Department Faculty of Medical Sciences University of Campinas (UNICAMP), SPDepartment of Diagnosis and Surgery São José Dos Campos School of Dentistry São Paulo State University (UNESP), SPDepartment of Diagnosis and Surgery São José Dos Campos School of Dentistry São Paulo State University (UNESP), SPCruzeiro Do Sul University (UNICSUL)Universidade Estadual de Campinas (UNICAMP)Universidade de São Paulo (USP)Universidade Estadual Paulista (UNESP)Ricardo, Ana Lúcia FrancoSilva, Gabriel Araújo daOgawa, Celso MassahiroNussi, Amanda D.Rosa, Catharina Simione deMartins, Jaqueline SerraLopes, Sérgio Lúcio Pereira de Castro [UNESP]Appenzeller, SimoneBraz-Silva, Paulo HenriqueCosta, Andre Luiz Ferreira2023-03-01T20:25:01Z2023-03-01T20:25:01Z2022-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1007/s11282-022-00641-yOral Radiology.1613-96740911-6028http://hdl.handle.net/11449/24061310.1007/s11282-022-00641-y2-s2.0-85135612031Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengOral Radiologyinfo:eu-repo/semantics/openAccess2023-03-01T20:25:01Zoai:repositorio.unesp.br:11449/240613Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T20:18:25.124081Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
title Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
spellingShingle Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
Ricardo, Ana Lúcia Franco
Bone
Computer-assisted diagnosis
Diagnostic imaging
Quantitative assessment
Radiomics
title_short Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
title_full Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
title_fullStr Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
title_full_unstemmed Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
title_sort Magnetic resonance imaging texture analysis for quantitative evaluation of the mandibular condyle in juvenile idiopathic arthritis
author Ricardo, Ana Lúcia Franco
author_facet Ricardo, Ana Lúcia Franco
Silva, Gabriel Araújo da
Ogawa, Celso Massahiro
Nussi, Amanda D.
Rosa, Catharina Simione de
Martins, Jaqueline Serra
Lopes, Sérgio Lúcio Pereira de Castro [UNESP]
Appenzeller, Simone
Braz-Silva, Paulo Henrique
Costa, Andre Luiz Ferreira
author_role author
author2 Silva, Gabriel Araújo da
Ogawa, Celso Massahiro
Nussi, Amanda D.
Rosa, Catharina Simione de
Martins, Jaqueline Serra
Lopes, Sérgio Lúcio Pereira de Castro [UNESP]
Appenzeller, Simone
Braz-Silva, Paulo Henrique
Costa, Andre Luiz Ferreira
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Cruzeiro Do Sul University (UNICSUL)
Universidade Estadual de Campinas (UNICAMP)
Universidade de São Paulo (USP)
Universidade Estadual Paulista (UNESP)
dc.contributor.author.fl_str_mv Ricardo, Ana Lúcia Franco
Silva, Gabriel Araújo da
Ogawa, Celso Massahiro
Nussi, Amanda D.
Rosa, Catharina Simione de
Martins, Jaqueline Serra
Lopes, Sérgio Lúcio Pereira de Castro [UNESP]
Appenzeller, Simone
Braz-Silva, Paulo Henrique
Costa, Andre Luiz Ferreira
dc.subject.por.fl_str_mv Bone
Computer-assisted diagnosis
Diagnostic imaging
Quantitative assessment
Radiomics
topic Bone
Computer-assisted diagnosis
Diagnostic imaging
Quantitative assessment
Radiomics
description Objectives: Juvenile idiopathic arthritis (JIA) is a chronic inflammatory disease that affects the joints and other organs, including the development of the former in a growing child. This study aimed to evaluate the feasibility of texture analysis (TA) based on magnetic resonance imaging (MRI) to provide biomarkers that serve to identify patients likely to progress to temporomandibular joint damage by associating JIA with age, gender and disease onset age. Methods: The radiological database was retrospectively reviewed. A total of 45 patients were first divided into control group (23) and JIA group (22). TA was performed using grey-level co-occurrence matrix (GLCM) parameters, in which 11 textural parameters were calculated using MaZda software. These 11 parameters were ranked based on the p value obtained with ANOVA and then correlated with age, gender and disease onset age. Results: Significant differences in texture parameters of condyle were demonstrated between JIA group and control group (p < 0.05). There was a progressive loss of uniformity in the grayscale pixels of MRI with an increasing age in JIA group. Conclusions: MRI TA of the condyle can make it possible to detect the alterations in bone marrow of patients with JIA and promising tool which may help the image analysis.
publishDate 2022
dc.date.none.fl_str_mv 2022-01-01
2023-03-01T20:25:01Z
2023-03-01T20:25:01Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1007/s11282-022-00641-y
Oral Radiology.
1613-9674
0911-6028
http://hdl.handle.net/11449/240613
10.1007/s11282-022-00641-y
2-s2.0-85135612031
url http://dx.doi.org/10.1007/s11282-022-00641-y
http://hdl.handle.net/11449/240613
identifier_str_mv Oral Radiology.
1613-9674
0911-6028
10.1007/s11282-022-00641-y
2-s2.0-85135612031
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Oral Radiology
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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