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Yang P, Zhu M, Guo Y, Su C, Wang Y, Bai Y, Zhang N. Evaluation of midpalatal suture maturation stage in 5- to 20-year-olds using cone-beam computed tomography. Am J Orthod Dentofacial Orthop 2024:S0889-5406(24)00319-6. [PMID: 39254609 DOI: 10.1016/j.ajodo.2024.07.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 07/18/2024] [Accepted: 07/28/2024] [Indexed: 09/11/2024]
Abstract
INTRODUCTION This study aimed to evaluate the midpalatal suture (MPS) maturation stages using the cone-beam computed tomography classification method in Chinese children aged 5-10 years, adolescents aged 11-15 years, and postadolescents aged 16-20 years and identify a correlation between maturation stage and age and sex. METHODS Axial sections of tomographic images from 717 participants (369 female and 348 male participants) aged 5-20 years were used to classify the maturation stage of the MPS (stages A, B, C, D, and E). Kappa statistics were used to evaluate the measurement error. The chi-square test was applied to analyze the differences in the distribution of MPS stages by age group and by sex among all participants, as well as the adolescent group. The Fisher exact test was employed to assess the differences in MPS stage distribution by sex among children aged 5-10 years and among the postadolescent group. The Mann-Whitney U test was used to assess the potential variance in age distribution between stages C and D. RESULTS The most prevalent maturation stage was stage C (40.3%). Of the total population, 69.4% had MPS in stages A, B, or C. A significant difference in age distribution was observed between stage C and stage D (P <0.001). The distribution of the MPS maturation stage significantly varied by age group (P <0.001) and sex (P <0.001). CONCLUSIONS The distribution of participants in advanced maturation stages increases with age. Female patients generally experience earlier MPS maturation than male patients, particularly between the ages of 11-20 years.
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Affiliation(s)
- Pan Yang
- Department of Oral and Maxillofacial Radiology, School of Stomatology, Capital Medical University, Beijing, China
| | - Mengyao Zhu
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing, China
| | - Yiman Guo
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing, China
| | - Chengjun Su
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing, China
| | - Yajie Wang
- Department of Engineering Physics, Tsinghua University, Beijing, China
| | - Yuxing Bai
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing, China
| | - Ning Zhang
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing, China.
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Zhu M, Yang P, Bian C, Zuo F, Guo Z, Wang Y, Wang Y, Bai Y, Zhang N. Convolutional neural network-assisted diagnosis of midpalatal suture maturation stage in cone-beam computed tomography. J Dent 2024; 141:104808. [PMID: 38101505 DOI: 10.1016/j.jdent.2023.104808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Revised: 12/09/2023] [Accepted: 12/12/2023] [Indexed: 12/17/2023] Open
Abstract
OBJECTIVES The selection of treatment for maxillary expansion is closely related to the calcification degree of the midpalatal suture. A classification method for individual assessment of the morphology of midpalatal suture in cone-beam computed tomography (CBCT) is useful for evaluating the calcification degree. Currently, convolutional neural networks (CNNs) have been introduced into the field of oral and maxillofacial imaging diagnosis. This study validated the ability of CNN models in assessing the maturation stage of the midpalatal suture. METHODS The existing CNN model ResNet50 was trained to locate the CBCT transverse plane which contained a complete midpalatal suture. ResNet18, ResNet50, RessNet101, Inception-v3, and Efficientnetv2-s models were trained to evaluate the midpalatal suture maturation stage. Multi-class classification metrics, accuracy, recall, precision, F1-score, and area under the curve values from the receiver operating characteristic curve were used to evaluate the performance of the models, and gradient-weighted class activation map technology was utilised to visualise five midpalatal suture maturation stages for each model. RESULTS Resnet50 demonstrated an accuracy of 99.74 % in identifying the transverse plane that contained the complete midpalatal suture. The highest accuracies achieved on the two-stage, three-stage, and five-stage maturation classification tests were 95.15, 88.06, and 75.37 %, all of which exceeded the average accuracy of three experienced orthodontists. CONCLUSIONS The CNN model can locate the plane of the midpalatal suture in CBCT images and can assist clinicians in assessing the maturation stage of the midpalatal suture to select the means of maxillary expansion. CLINICAL SIGNIFICANCE The application of artificial intelligence on CBCT midpalatal suture plane localisation and maturation stage evaluation enhances diagnostic and treatment efficiency and accuracy of individual assessment of midpalatal suture calcification degree. Additionally, it assists the clinical palatal expansion technique in achieving ideal results.
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Affiliation(s)
- Mengyao Zhu
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing 100050, China
| | - Pan Yang
- Department of Oral and Maxillofacial Radiology, School of Stomatology, Capital Medical University, Beijing 100050, China
| | - Ce Bian
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing 100050, China
| | - Feifei Zuo
- LargeV Instrument Corp., Ltd., Beijing 100084, China
| | - Zhongmin Guo
- LargeV Instrument Corp., Ltd., Beijing 100084, China
| | - Yufeng Wang
- LargeV Instrument Corp., Ltd., Beijing 100084, China
| | - Yajie Wang
- Department of Engineering Physics, Tsinghua University, Beijing 100084, China; LargeV Instrument Corp., Ltd., Beijing 100084, China
| | - Yuxing Bai
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing 100050, China
| | - Ning Zhang
- Department of Orthodontics, School of Stomatology, Capital Medical University, Beijing 100050, China.
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Bharti L, Daigavane P, Shrivastav S, Kamble R, Bharadwaj S, Shirbhate U, Bhargava A. Expanding Horizons: A Case Report of Cleft Expansion in the Mixed Dentition Stage. Cureus 2023; 15:e51091. [PMID: 38274940 PMCID: PMC10808886 DOI: 10.7759/cureus.51091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 12/25/2023] [Indexed: 01/27/2024] Open
Abstract
A nine-year-old boy with a cleft lip and palate had midface retrusion as a result of maxillary complex growth inhibition. He sought treatment for total crossbite with a Class III skeletal pattern. The maxillary expansion widened the maxilla to improve the sagittal and transverse skeletal relationship. In skeletal Class III patients with a repaired cleft lip and palate, maxillary expansion and protraction usually provide effective improvement. The individual growth of the maxilla and mandible is crucial to the success of the orthopedic procedure.
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Affiliation(s)
- Lovely Bharti
- Orthodontics & Dentofacial Orthopedics, Sharad Pawar Dental College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Pallavi Daigavane
- Orthodontics & Dentofacial Orthopedics, Sharad Pawar Dental College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Sunita Shrivastav
- Orthodontics & Dentofacial Orthopedics, Sharad Pawar Dental College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ranjit Kamble
- Orthodontics & Dentofacial Orthopedics, Sharad Pawar Dental College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Shourya Bharadwaj
- Orthodontics and Dentofacial Orthopaedics, Jaipur Dental College and Hospital, Jaipur, IND
| | - Unnati Shirbhate
- Periodontics, Sharad Pawar Dental College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Aksha Bhargava
- Oral and Maxillofacial Surgery, Mahatma Gandhi Medical College and Research Institute, Jaipur, IND
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Inchingolo AD, Ferrara I, Viapiano F, Netti A, Campanelli M, Buongiorno S, Latini G, Carpentiere V, Ciocia AM, Ceci S, Patano A, Piras F, Cardarelli F, Nemore D, Malcangi G, Di Noia A, Mancini A, Inchingolo AM, Marinelli G, Rapone B, Bordea IR, Scarano A, Lorusso F, Di Venere D, Inchingolo F, Dipalma G. Rapid Maxillary Expansion on the Adolescent Patient: Systematic Review and Case Report. CHILDREN 2022; 9:children9071046. [PMID: 35884030 PMCID: PMC9317392 DOI: 10.3390/children9071046] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 07/04/2022] [Accepted: 07/11/2022] [Indexed: 11/28/2022]
Abstract
Aim: In the literature, many studies and articles are investigating new devices and approaches to achieve rapid palate expansion through the opening of the palatal suture, and evaluating the skeletal, dental, and soft tissue effects. The purpose of this review was to assess how palatal expansion is performed in adolescent patients with permanent dentition. Furthermore, it was reported as an example of successful orthodontic treatment of an 11-year-old female patient affected by maxillary skeletal transverse deficiency, in permanent dentition. Methods: A search of the literature was conducted on PubMed, Cochrane, Scopus, Embase, and Web of Science databases. Inclusion criteria were the year of publication between 2017 and 2022, patients aged 10 to 16 years in permanent dentition, with transversal discrepancy, treated with tooth-borne, bone-borne, hybrid palatal expanders. Results: A total of 619 articles were identified by the electronic search, and finally, a total of 16 papers were included in the qualitative analysis. Conclusions: From this study, it was assessed that MARPE is more predictable, and it determines a more significant expansion of the suture than the Hyrax expander, with fewer side effects.
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Affiliation(s)
- Alessio Danilo Inchingolo
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Irene Ferrara
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Fabio Viapiano
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Anna Netti
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Merigrazia Campanelli
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Silvio Buongiorno
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Giulia Latini
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Vincenzo Carpentiere
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Anna Maria Ciocia
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Sabino Ceci
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Assunta Patano
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Fabio Piras
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Filippo Cardarelli
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Damiano Nemore
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Giuseppina Malcangi
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Angela Di Noia
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Antonio Mancini
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Angelo Michele Inchingolo
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Grazia Marinelli
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Biagio Rapone
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
- Correspondence: (B.R.); (I.R.B.); (F.I.); Tel.: +39-3477619817 (B.R.); +40-744919319 (I.R.B.); +39-3312111104 (F.I.)
| | - Ioana Roxana Bordea
- Department of Oral Rehabilitation, Faculty of Dentistry, Iuliu Hațieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
- Correspondence: (B.R.); (I.R.B.); (F.I.); Tel.: +39-3477619817 (B.R.); +40-744919319 (I.R.B.); +39-3312111104 (F.I.)
| | - Antonio Scarano
- Department of Innovative Technologies in Medicine and Dentistry, University of Chieti-Pescara, 66100 Chieti, Italy; (A.S.); (F.L.)
| | - Felice Lorusso
- Department of Innovative Technologies in Medicine and Dentistry, University of Chieti-Pescara, 66100 Chieti, Italy; (A.S.); (F.L.)
| | - Daniela Di Venere
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
| | - Francesco Inchingolo
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
- Correspondence: (B.R.); (I.R.B.); (F.I.); Tel.: +39-3477619817 (B.R.); +40-744919319 (I.R.B.); +39-3312111104 (F.I.)
| | - Gianna Dipalma
- Department of Interdisciplinary Medicine, University of Bari “Aldo Moro”, 70124 Bari, Italy; (A.D.I.); (I.F.); (F.V.); (A.N.); (M.C.); (S.B.); (G.L.); (V.C.); (A.M.C.); (S.C.); (A.P.); (F.P.); (F.C.); (D.N.); (G.M.); (A.D.N.); (A.M.); (A.M.I.); (G.M.); (D.D.V.); (G.D.)
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