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Shoukri B, Prieto J, Ruellas A, Yatabe M, Sugai J, Styner M, Zhu H, Huang C, Paniagua B, Aronovich S, Ashman L, Benavides E, de Dumast P, Ribera N, Mirabel C, Michoud L, Allohaibi Z, Ioshida M, Bittencourt L, Fattori L, Gomes L, Cevidanes L. Minimally Invasive Approach for Diagnosing TMJ Osteoarthritis. J Dent Res 2019; 98:1103-1111. [PMID: 31340134 PMCID: PMC6704428 DOI: 10.1177/0022034519865187] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
This study's objectives were to test correlations among groups of biomarkers that are associated with condylar morphology and to apply artificial intelligence to test shape analysis features in a neural network (NN) to stage condylar morphology in temporomandibular joint osteoarthritis (TMJOA). Seventeen TMJOA patients (39.9 ± 11.7 y) experiencing signs and symptoms of the disease for less than 10 y and 17 age- and sex-matched control subjects (39.4 ± 15.2 y) completed a questionnaire, had a temporomandibular joint clinical exam, had blood and saliva samples drawn, and had high-resolution cone beam computed tomography scans taken. Serum and salivary levels of 17 inflammatory biomarkers were quantified using protein microarrays. A NN was trained with 259 other condyles to detect and classify the stage of TMJOA and then compared to repeated clinical experts' classifications. Levels of the salivary biomarkers MMP-3, VE-cadherin, 6Ckine, and PAI-1 were correlated to each other in TMJOA patients and were significantly correlated with condylar morphological variability on the posterior surface of the condyle. In serum, VE-cadherin and VEGF were correlated with one another and with significant morphological variability on the anterior surface of the condyle, while MMP-3 and CXCL16 presented statistically significant associations with variability on the anterior surface, lateral pole, and superior-posterior surface of the condyle. The range of mouth opening variables were the clinical markers with the most significant associations with morphological variability at the medial and lateral condylar poles. The repeated clinician consensus classification had 97.8% agreement on degree of degeneration within 1 group difference. Predictive analytics of the NN's staging of TMJOA compared to the repeated clinicians' consensus revealed 73.5% and 91.2% accuracy. This study demonstrated significant correlations among variations in protein expression levels, clinical symptoms, and condylar surface morphology. The results suggest that 3-dimensional variability in TMJOA condylar morphology can be comprehensively phenotyped by the NN.
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Affiliation(s)
- B. Shoukri
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - J.C. Prieto
- Department of Psychiatry, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - A. Ruellas
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - M. Yatabe
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - J. Sugai
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - M. Styner
- Department of Psychiatry, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - H. Zhu
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - C. Huang
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | | | - S. Aronovich
- Department Oral and Maxillofacial Surgery and Hospital Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L. Ashman
- Department Oral and Maxillofacial Surgery and Hospital Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - E. Benavides
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - P. de Dumast
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - N.T. Ribera
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - C. Mirabel
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L. Michoud
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - Z. Allohaibi
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - M. Ioshida
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L. Bittencourt
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L. Fattori
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L.R. Gomes
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L. Cevidanes
- Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
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Tai F, Li JW, Sun J, Zheng MH, Wink J, Basta M, Fischer J, Kovach S, Tall J, Håkanson BS, Pålstedt J, Thorell A, Huntington C, Cox T, Blair L, Lincourt A, Prasad T, Kercher K, Heniford BT, Augenstein V, Strömberg H, Hellman P, Sandblom G, Gunnarsson U, Hope W, Bringman S, Chudy M, Romanowski C, Jones P, Jacombs A, Roussos E, Read J, Dardano A, Boesel T, Edye M, Ibrahim N, Lyo V, Tufaga M, Shin UK, Primus F, Harris H, Iesalnieks I, Di Cerbo F, Baladov M, Ikhlawi K, Azoury S, Rodriguez-Unda N, Soares K, Hicks C, Baltodano P, Poruk K, Hu L, Cooney C, Cornell P, Burce K, Eckhauser F, Garvey E, Zuhlke T, Jaroszewski D, Egan J, Jamshidi R, Graziano K, McMahon L, Rodriquez-Unda N, Fattori L, Leva A, Coppola S, Gianotti L, Baccay F, Alemayehu H, Singh J, Lo I, Amin A, Harrington A, Benvenuti H, Cho D, George F, Cate S. Abdominal Wall Miscellaneous. Hernia 2015; 19 Suppl 1:S5-S12. [PMID: 26518860 DOI: 10.1007/bf03355319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- F Tai
- Department of Surgery, Cathay General Hospital, Taipei, Taiwan
| | - J W Li
- Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | | | | | - J Wink
- Division of Plastic Surgery, University of Pennsylvania, Philadelphia, USA
| | - M Basta
- Division of Plastic Surgery, University of Pennsylvania, Philadelphia, USA
| | - J Fischer
- Division of Plastic Surgery, University of Pennsylvania, Philadelphia, USA
| | - S Kovach
- Division of Plastic Surgery, University of Pennsylvania, Philadelphia, USA
| | - J Tall
- Department of Clinical Science, Danderyds Hospital & Department of Surgery, Ersta Hospital, Karolinska Institutet, Stockholm, Sweden.,Department of Surgery, Norrtälje Hospital, Stockholm, Sweden
| | - B S Håkanson
- Department of Clinical Science, Danderyds Hospital & Department of Surgery, Ersta Hospital, Karolinska Institutet, Stockholm, Sweden
| | - J Pålstedt
- Department of Clinical Science, Danderyds Hospital & Department of Surgery, Ersta Hospital, Karolinska Institutet, Stockholm, Sweden
| | - A Thorell
- Department of Clinical Science, Danderyds Hospital & Department of Surgery, Ersta Hospital, Karolinska Institutet, Stockholm, Sweden
| | - C Huntington
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - T Cox
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - L Blair
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - A Lincourt
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - T Prasad
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - K Kercher
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - B T Heniford
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | - V Augenstein
- Department of GI and Minimally Invasive Surgery, Carolinas Medical Center, Charlotte, USA
| | | | | | - G Sandblom
- Karolinska Institutet, Stockholm, Sweden
| | | | - W Hope
- Dept of Surgery, New Hanover Regional Medical Center, Wilmington, USA
| | - S Bringman
- Södertälje Hospital, Dept of Surgery, Karolinska Institutet, Södertälje, Sweden
| | - M Chudy
- Dept of Surgery, Ayr Hospital, Ayr, UK
| | - C Romanowski
- Clinical Development, ETHICON, Johnson & Johnson Global Surgery Group, Somerville, USA
| | - P Jones
- Clinical Development, ETHICON, Johnson & Johnson Global Surgery Group, Livingston, UK
| | - A Jacombs
- Australian School of Advanced Medicine, Macquarie University, Sydney, Australia
| | - E Roussos
- Macquarie University Hospital, Sydney, Australia
| | - J Read
- Castlereagh Imaging, Sydney, Australia
| | - A Dardano
- Boca Raton Regional Hospital, Florida, USA
| | - T Boesel
- Macquarie University Hospital, Sydney, Australia.,Univeristy of Western Sydney, Sydney, Australia
| | - M Edye
- Macquarie University Hospital, Sydney, Australia
| | - N Ibrahim
- Macquarie University Hospital, Sydney, Australia
| | - V Lyo
- Division of General Surgery, University of California San Francisco, San Francisco, USA
| | - M Tufaga
- Division of General Surgery, University of California San Francisco, San Francisco, USA
| | - U K Shin
- Division of General Surgery, University of California San Francisco, San Francisco, USA
| | - F Primus
- Division of General Surgery, University of California San Francisco, San Francisco, USA
| | - H Harris
- Division of General Surgery, University of California San Francisco, San Francisco, USA
| | | | | | - M Baladov
- Marienhospital Gelsenkirchen, Gelsenkirchen, Germany
| | - K Ikhlawi
- Marienhospital Gelsenkirchen, Gelsenkirchen, Germany
| | - S Azoury
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA
| | - N Rodriguez-Unda
- Department of Plastic and Reconstructive Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicin, Baltimore, USA
| | - K Soares
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - C Hicks
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - P Baltodano
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - K Poruk
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA
| | - L Hu
- School of Medicine, Johns Hopkins University, Baltimore, USA
| | - C Cooney
- Department of Plastic and Reconstructive Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicin, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - P Cornell
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - K Burce
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,Department of Plastic and Reconstructive Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicin, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | - F Eckhauser
- Department of Surgery, The Johns Hopkins Hospital, Johns Hopkins University School of Medicine, Baltimore, USA.,School of Medicine, Johns Hopkins University, Baltimore, USA
| | | | | | | | - J Egan
- Phoenix Children's Hospital, Phoenix, USA
| | - R Jamshidi
- Phoenix Children's Hospital, Phoenix, USA
| | - K Graziano
- Phoenix Children's Hospital, Phoenix, USA
| | - L McMahon
- Phoenix Children's Hospital, Phoenix, USA
| | | | - L Fattori
- Department of Surgery, AO San Gerardo, Monza, Italy
| | | | | | | | - F Baccay
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - H Alemayehu
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - J Singh
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - I Lo
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - A Amin
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - A Harrington
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - H Benvenuti
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - D Cho
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - F George
- Department of General Surgery, New York Medical College, Valhalla, USA
| | - S Cate
- Department of General Surgery, New York Medical College, Valhalla, USA
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