Literature DB >> 28690356

Diagnostic Index: An open-source tool to classify TMJ OA condyles.

Beatriz Paniagua1, Laura Pascal2, Juan Prieto3, Jean Baptiste Vimort2, Liliane Gomes4, Marilia Yatabe5, Antonio Carlos Ruellas6, Francois Budin1, Steve Pieper7, Martin Styner3, Erika Benavides2, Lucia Cevidanes2.   

Abstract

Osteoarthritis (OA) of temporomandibular joints (TMJ) occurs in about 40% of the patients who present TMJ disorders. Despite its prevalence, OA diagnosis and treatment remain controversial since there are no clear symptoms of the disease, especially in early stages. Quantitative tools based on 3D imaging of the TMJ condyle have the potential to help characterize TMJ OA changes. The goals of the tools proposed in this study are to ultimately develop robust imaging markers for diagnosis and assessment of treatment efficacy. This work proposes to identify differences among asymptomatic controls and different clinical phenotypes of TMJ OA by means of Statistical Shape Modeling (SSM), obtained via clinical expert consensus. From three different grouping schemes (with 3, 5 and 7 groups), our best results reveal that that the majority (74.5%) of the classifications occur in agreement with the groups assigned by consensus between our clinical experts. Our findings suggest the existence of different disease-based phenotypic morphologies in TMJ OA. Our preliminary findings with statistical shape modeling based biomarkers may provide a quantitative staging of the disease. The methodology used in this study is included in an open source image analysis toolbox, to ensure reproducibility and appropriate distribution and dissemination of the solution proposed.

Entities:  

Keywords:  Classification; Computer Assisted Diagnosis; Osteoarthritis; Statistical Shape Model; Temporomandibular joint

Year:  2017        PMID: 28690356      PMCID: PMC5497834          DOI: 10.1117/12.2254070

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  9 in total

1.  Framework for the Statistical Shape Analysis of Brain Structures using SPHARM-PDM.

Authors:  Martin Styner; Ipek Oguz; Shun Xu; Christian Brechbühler; Dimitrios Pantazis; James J Levitt; Martha E Shenton; Guido Gerig
Journal:  Insight J       Date:  2006

2.  Diagnostic index of three-dimensional osteoarthritic changes in temporomandibular joint condylar morphology.

Authors:  Liliane R Gomes; Marcelo Gomes; Bryan Jung; Beatriz Paniagua; Antonio C Ruellas; João Roberto Gonçalves; Martin A Styner; Larry Wolford; Lucia Cevidanes
Journal:  J Med Imaging (Bellingham)       Date:  2015-07-07

3.  User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability.

Authors:  Paul A Yushkevich; Joseph Piven; Heather Cody Hazlett; Rachel Gimpel Smith; Sean Ho; James C Gee; Guido Gerig
Journal:  Neuroimage       Date:  2006-03-20       Impact factor: 6.556

4.  Regional 3D superimposition to assess temporomandibular joint condylar morphology.

Authors:  J Schilling; L C R Gomes; E Benavides; T Nguyen; B Paniagua; M Styner; V Boen; J R Gonçalves; L H S Cevidanes
Journal:  Dentomaxillofac Radiol       Date:  2013-10-29       Impact factor: 2.419

5.  The evolution and application of dental maxillofacial imaging modalities.

Authors:  Stuart C White; Michael J Pharoah
Journal:  Dent Clin North Am       Date:  2008-10

6.  1,500 scientists lift the lid on reproducibility.

Authors:  Monya Baker
Journal:  Nature       Date:  2016-05-26       Impact factor: 49.962

7.  3D superimposition and understanding temporomandibular joint arthritis.

Authors:  L H S Cevidanes; L R Gomes; B T Jung; M R Gomes; A C O Ruellas; J R Goncalves; J Schilling; M Styner; T Nguyen; S Kapila; B Paniagua
Journal:  Orthod Craniofac Res       Date:  2015-04       Impact factor: 1.826

Review 8.  Osteoarthritis: a tale of three tissues.

Authors:  Jonathan Samuels; Svetlana Krasnokutsky; Steven B Abramson
Journal:  Bull NYU Hosp Jt Dis       Date:  2008

9.  Research diagnostic criteria for temporomandibular disorders (RDC/TMD): development of image analysis criteria and examiner reliability for image analysis.

Authors:  Mansur Ahmad; Lars Hollender; Quentin Anderson; Krishnan Kartha; Richard Ohrbach; Edmond L Truelove; Mike T John; Eric L Schiffman
Journal:  Oral Surg Oral Med Oral Pathol Oral Radiol Endod       Date:  2009-06
  9 in total
  8 in total

1.  Minimally Invasive Approach for Diagnosing TMJ Osteoarthritis.

Authors:  B Shoukri; J C Prieto; A Ruellas; M Yatabe; J Sugai; M Styner; H Zhu; C Huang; B Paniagua; S Aronovich; L Ashman; E Benavides; P de Dumast; N T Ribera; C Mirabel; L Michoud; Z Allohaibi; M Ioshida; L Bittencourt; L Fattori; L R Gomes; L Cevidanes
Journal:  J Dent Res       Date:  2019-07-24       Impact factor: 6.116

2.  Nrf2/ARE is a key pathway for curcumin-mediated protection of TMJ chondrocytes from oxidative stress and inflammation.

Authors:  Chao Jiang; Ping Luo; Xian Li; Ping Liu; Yong Li; Jie Xu
Journal:  Cell Stress Chaperones       Date:  2020-03-02       Impact factor: 3.667

3.  Correlation of magnetic resonance imaging grades with cytokine levels of synovial fluid of patients with temporomandibular joint disorders: a cross-sectional study.

Authors:  Mu-Chen Yang; Ding-Han Wang; Hung-Ta Wu; Wan-Chun Li; Tsai-Yu Chang; Wen-Liang Lo; Ming-Lun Hsu
Journal:  Clin Oral Investig       Date:  2019-02-06       Impact factor: 3.573

4.  A web-based system for neural network based classification in temporomandibular joint osteoarthritis.

Authors:  Priscille de Dumast; Clément Mirabel; Lucia Cevidanes; Antonio Ruellas; Marilia Yatabe; Marcos Ioshida; Nina Tubau Ribera; Loic Michoud; Liliane Gomes; Chao Huang; Hongtu Zhu; Luciana Muniz; Brandon Shoukri; Beatriz Paniagua; Martin Styner; Steve Pieper; Francois Budin; Jean-Baptiste Vimort; Laura Pascal; Juan Carlos Prieto
Journal:  Comput Med Imaging Graph       Date:  2018-05-01       Impact factor: 4.790

5.  Females have greater susceptibility to develop ongoing pain and central sensitization in a rat model of temporomandibular joint pain.

Authors:  Sébastien Sannajust; Ian Imbert; Victoria Eaton; Terry Henderson; Lucy Liaw; Meghan May; Mary F Barbe; Tamara King
Journal:  Pain       Date:  2019-09       Impact factor: 7.926

6.  Assessment of dentofacial growth deviation in juvenile idiopathic arthritis: Reliability and validity of three-dimensional morphometric measures.

Authors:  Peter Stoustrup; Christian Kerting Iversen; Kasper Dahl Kristensen; Cory M Resnick; Carlalberta Verna; Sven Erik Nørholt; Shelly Abramowicz; Annelise Küseler; Paolo Maria Cattaneo; Troels Herlin; Thomas Klit Pedersen
Journal:  PLoS One       Date:  2018-03-13       Impact factor: 3.240

7.  Potential Novel Prediction of TMJ-OA: MiR-140-5p Regulates Inflammation Through Smad/TGF-β Signaling.

Authors:  Weihao Li; Shurong Zhao; Hefeng Yang; Chao Zhang; Qiang Kang; Jie Deng; Yanhua Xu; Yu Ding; Song Li
Journal:  Front Pharmacol       Date:  2019-01-23       Impact factor: 5.810

8.  Decision Support Systems in Temporomandibular Joint Osteoarthritis: A review of Data Science and Artificial Intelligence Applications.

Authors:  Jonas Bianchi; Antonio Ruellas; Juan Carlos Prieto; Tengfei Li; Reza Soroushmehr; Kayvan Najarian; Jonathan Gryak; Romain Deleat-Besson; Celia Le; Marilia Yatabe; Marcela Gurgel; Najla Al Turkestani; Beatriz Paniagua; Lucia Cevidanes
Journal:  Semin Orthod       Date:  2021-05-19       Impact factor: 1.340

  8 in total

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