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Peng J, Zhang Y, Zheng M, Wu Y, Deng G, Lyu J, Chen J. Predicting changes of incisor and facial profile following orthodontic treatment: a machine learning approach. Head Face Med 2025; 21:22. [PMID: 40155957 PMCID: PMC11951650 DOI: 10.1186/s13005-025-00499-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Accepted: 03/12/2025] [Indexed: 04/01/2025] Open
Abstract
BACKGROUND Facial aesthetics is one of major motivations for seeking orthodontic treatment. However, even for experienced professionals, the impact and extent of incisor and soft tissue changes remain largely empirical. With the application of interdisciplinary approach, we aim to predict the changes of incisor and profile, while identifying significant predictors. METHODS A three-layer back-propagation artificial neural network model (BP-ANN) was constructed to predict incisor and profile changes of 346 patients, they were randomly divided into training, validation and testing cohort in the ratio of 7:1.5:1.5. The input data comprised of 28 predictors (model measurements, cephalometric analysis and other relevant information). Changes of U1-SN, LI-MP, Z angle and facial convex angle were set as continuous outcomes, mean square error (MSE), mean absolute error (MAE) and coefficient of determination (R²) were used as evaluation index. Change trends of Z angle and facial convex angle were set as categorical outcomes, accuracy, precision, recall, and F1 score were used as evaluation index. Furthermore, we utilized SHapley Additive exPlanations (SHAP) method to identify significant predictors in each model. RESULTS MSE/MAE/R2 values for U1-SN were 0.0042/0.055/0.84, U1-SN, MP-SN and ANB were identified as the top three influential predictors. MSE/MAE/R2 values for L1-MP were 0.0062/0.063/0.84, L1-MP, ANB and extraction pattern were identified as the top three influential predictors. MSE/MAE/R2 values for Z angle were 0.0027/0.043/0.80, Z angle, MP-SN and LL to E-plane were considered as the top three influential indicators. MSE/MAE/R2 values for facial convex angle were 0.0042/0.050/0.73, LL to E-plane, UL to E-plane and Z angle were considered as the top three influential indicators. Accuracy/precision/recall/F1 Score of the change trend of Z angle were 0.89/1.0/0.80/0.89, Z angle, Lip incompetence and LL to E-plane made the largest contributions. Accuracy/precision/recall/F1 Score of the change trend of facial convex angel were 0.93/0.87/0.93/0.86, key contributors were LL to E-plane, UL to E-plane and Z angle. CONCLUSION BP-ANN could be a promising method for objectively predicting incisor and profile changes prior to orthodontic treatment. Such model combined with key influential predictors could provide valuable reference for decision-making process and personalized aesthetic predictions.
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Affiliation(s)
- Jing Peng
- Department of Orthodontics, School and Hospital of Stomatology, Guangdong Engineering Research Center of Oral Restoration and Reconstruction & Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Guangzhou Medical University, Guangzhou, China
- Department of Stomatology, LianZhou People's Hospital, Qingyuan, China
| | - Yan Zhang
- Department of Orthodontics, School and Hospital of Stomatology, Guangdong Engineering Research Center of Oral Restoration and Reconstruction & Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Guangzhou Medical University, Guangzhou, China
| | - Mengyu Zheng
- Department of Orthodontics, School and Hospital of Stomatology, Guangdong Engineering Research Center of Oral Restoration and Reconstruction & Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Guangzhou Medical University, Guangzhou, China
| | - Yanyan Wu
- Department of Orthodontics, School and Hospital of Stomatology, Guangdong Engineering Research Center of Oral Restoration and Reconstruction & Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Guangzhou Medical University, Guangzhou, China
| | - Guizhen Deng
- Department of Stomatology, LianZhou People's Hospital, Qingyuan, China
| | - Jun Lyu
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, 510630, China.
- Guangdong Provincial Key Laboratory of Traditional Chinese Medicine Informatization, Guangzhou, Guangdong, 510630, China.
| | - Jianming Chen
- Department of Orthodontics, School and Hospital of Stomatology, Guangdong Engineering Research Center of Oral Restoration and Reconstruction & Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Guangzhou Medical University, Guangzhou, China.
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Al-Rokhami RK, Gu H, Dang X, Li Z, Elayah SA, Zhao X, Sakran KA. 3D analysis of morphological changes, maxillary central incisor-incisive canal relationship, and root resorption in subjects with maxillary incisors protrusion who underwent non-extraction fixed appliance therapy considering demographic and skeletal factors: A retrospective study. Int Orthod 2025; 23:100993. [PMID: 40106940 DOI: 10.1016/j.ortho.2025.100993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Revised: 02/07/2025] [Accepted: 02/20/2025] [Indexed: 03/22/2025]
Abstract
INTRODUCTION To assess changes in the morphology and relationship between the maxillary central incisor and incisive canal (U1-IC) and estimate root resorption following non-extraction orthodontic treatment with fixed appliances, based on sex, age, and skeletal sagittal and facial classifications. MATERIAL AND METHODS All patients treated with maxillary incisors retraction using fixed appliances without extraction between 2015 and 2023 and met the inclusion criteria were included in the study. Measurements, including IC width, root-IC distance, cortical bone width (CBW), IC height, and root resorption, were taken before (T1) and after (T2) treatment at specified heights (H1, H2, and H3; 2mm, 4mm, and 6mm above the labial cementoenamel junction of U1). RESULTS The sample included 44 patients (88 maxillary central incisors), with 18 males, 26 females, 27 teenagers, and 17 adults. Of these, 10 were Class I, 34 Class II, 7 low facial, 27 average facial, and 10 high facial groups. Significant reductions were observed in IC width, CBW, root-IC distance, and U1 length/width after treatment, across sexes, age groups, sagittal classes, and facial groups, particularly at most heights. Class II subjects showed greater reductions in U1 root-IC distance, length, and width compared to Class I. The average root resorption was 1.01±0.68mm post-treatment, with higher resorption in males (P=0.004), Class II (P<0.001), and low facial groups (P=0.007). The post-treatment U1-IC relationship showed the highest rates of approximation (68.2%) at the H2 and H3 levels, while contact and invasion rates were highest at the H1 level (13.6% and 9.1%, respectively). U1 tooth movement, U1 length, IC height, and ABO index were significant predictors of a negative U1-IC relationship. CONCLUSIONS Maxillary incisors retraction during fixed orthodontic treatment impacts the U1-IC relationship and root resorption, with variations across demographic and skeletal groups, underscoring the importance of considering individual anatomical and skeletal factors in treatment planning.
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Affiliation(s)
- Remsh Khaled Al-Rokhami
- Zhenjiang Stomatological Hospital, Zhenjiang, Jiangsu, China; School and Hospital of Stomatology, Nanchang University, Nanchang, Jiangxi, China
| | - Hongzheng Gu
- Zhenjiang Stomatological Hospital, Zhenjiang, Jiangsu, China
| | - Xiaobao Dang
- Zhenjiang Stomatological Hospital, Zhenjiang, Jiangsu, China
| | - Zhihua Li
- School and Hospital of Stomatology, Nanchang University, Nanchang, Jiangxi, China
| | - Sadam Ahmed Elayah
- West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan, China
| | - Xing Zhao
- Zhenjiang Stomatological Hospital, Zhenjiang, Jiangsu, China
| | - Karim Ahmed Sakran
- Zhenjiang Stomatological Hospital, Zhenjiang, Jiangsu, China; School of Dentistry, Ibb University, Ibb, Yemen.
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Pan J, Lu Y, Liu A, Wang X, Wang Y, Gong S, Fang B, He H, Bai Y, Wang L, Jin Z, Li W, Chen L, Hu M, Song J, Cao Y, Wang J, Fang J, Shi J, Hou Y, Wang X, Mao J, Zhou C, Liu Y, Liu Y. Expert consensus on orthodontic treatment of protrusive facial deformities. Int J Oral Sci 2025; 17:5. [PMID: 39890790 PMCID: PMC11785726 DOI: 10.1038/s41368-024-00338-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 09/18/2024] [Accepted: 11/15/2024] [Indexed: 02/03/2025] Open
Abstract
Protrusive facial deformities, characterized by the forward displacement of the teeth and/or jaws beyond the normal range, affect a considerable portion of the population. The manifestations and morphological mechanisms of protrusive facial deformities are complex and diverse, requiring orthodontists to possess a high level of theoretical knowledge and practical experience in the relevant orthodontic field. To further optimize the correction of protrusive facial deformities, this consensus proposes that the morphological mechanisms and diagnosis of protrusive facial deformities should be analyzed and judged from multiple dimensions and factors to accurately formulate treatment plans. It emphasizes the use of orthodontic strategies, including jaw growth modification, tooth extraction or non-extraction for anterior teeth retraction, and maxillofacial vertical control. These strategies aim to reduce anterior teeth and lip protrusion, increase chin prominence, harmonize nasolabial and chin-lip relationships, and improve the facial profile of patients with protrusive facial deformities. For severe skeletal protrusive facial deformities, orthodontic-orthognathic combined treatment may be suggested. This consensus summarizes the theoretical knowledge and clinical experience of numerous renowned oral experts nationwide, offering reference strategies for the correction of protrusive facial deformities.
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Affiliation(s)
- Jie Pan
- Department of Orthodontics, Shanghai Stomatological Hospital & School of Stomatology &Shanghai Key Laboratory of Craniomaxillofacial Development and Diseases, Fudan University, Shanghai, China
| | - Yun Lu
- Department of Orthodontics, Shanghai Stomatological Hospital & School of Stomatology &Shanghai Key Laboratory of Craniomaxillofacial Development and Diseases, Fudan University, Shanghai, China
| | - Anqi Liu
- Department of Orthodontics, Shanghai Ninth People's hospital, school of medicine, Shanghai Jiao Tong university, Shanghai, China
| | - Xuedong Wang
- Department of Orthodontics, Peking University School and Hospital of Stomatology & National Center for Stomatology & National Clinical Research Center for Oral Disease, Beijing, China
| | - Yu Wang
- Department of Orthodontics, Peking University School and Hospital of Stomatology & National Center for Stomatology & National Clinical Research Center for Oral Disease, Beijing, China
| | - Shiqiang Gong
- Center of Stomatology, Tongji Hospital & School of Stomatology, Tongji Medical College, Huazhong University of Science and Technology & Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration, Wuhan, China
| | - Bing Fang
- Department of Orthodontics, Shanghai Ninth People's hospital, school of medicine, Shanghai Jiao Tong university, Shanghai, China
| | - Hong He
- Orthodontic Department, Stomatological School, Wuhan University, Wuhan, China
| | - Yuxing Bai
- Department of Orthodontics, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Lin Wang
- College of Stomatology, Nanjing Medical University, Nanjing, China
| | - Zuolin Jin
- Department of Orthodontics, School of Stomatology, The fourth military medical university, Xi'an, China
| | - Weiran Li
- Department of Orthodontics, Peking University School and Hospital of Stomatology & National Center for Stomatology & National Clinical Research Center for Oral Disease, Beijing, China
| | - Lili Chen
- Center of Stomatology, Tongji Hospital & School of Stomatology, Tongji Medical College, Huazhong University of Science and Technology & Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration, Wuhan, China
| | - Min Hu
- Department of Orthodontics, School and Hospital of Stomatology, Jilin University, Changchun, China
| | - Jinlin Song
- College of Stomatology & Chongqing Key Laboratory of Oral Diseases & Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing Medical University, Chongqing, China
| | - Yang Cao
- Hospital of Stomatology, Guanghua School of Stomatology, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Stomatology, Guangzhou, China
| | - Jun Wang
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Orthodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Jin Fang
- Department of Orthodontics, School of Stomatology, The fourth military medical university, Xi'an, China
| | - Jiejun Shi
- Department of Orthodontics, Zhejiang University Affiliated Stomatological Hospital, Hangzhou, China
| | - Yuxia Hou
- Department of Orthodontics, College of Stomatology, Xi'an Jiaotong University, Xi'an, China
| | - Xudong Wang
- Department of Oral and Cranio-maxillofacial Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Research Unit of Oral and Maxillofacial Regenerative Medicine, Chinese Academy of Medical Sciences, Shanghai, China
| | - Jing Mao
- Center of Stomatology, Tongji Hospital & School of Stomatology, Tongji Medical College, Huazhong University of Science and Technology & Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration, Wuhan, China
| | - Chenchen Zhou
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Orthodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, China.
| | - Yan Liu
- Department of Orthodontics, Peking University School and Hospital of Stomatology & National Center for Stomatology & National Clinical Research Center for Oral Disease, Beijing, China.
| | - Yuehua Liu
- Department of Orthodontics, Shanghai Stomatological Hospital & School of Stomatology &Shanghai Key Laboratory of Craniomaxillofacial Development and Diseases, Fudan University, Shanghai, China.
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Jang M, Yu SK, Lim SH, Jih MK, Jeong S. Radiologic study of the distance between the maxillary central incisor root and the incisive canal according to skeletal malocclusion classification. Sci Rep 2024; 14:16875. [PMID: 39043917 PMCID: PMC11266507 DOI: 10.1038/s41598-024-68014-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 07/18/2024] [Indexed: 07/25/2024] Open
Abstract
The aim of this study was to evaluate the distance between the maxillary central incisor root and the incisive canal based on skeletal malocclusion classification and to analyze the morphology of the incisive canal using cone-beam computed tomography (CBCT). Skeletal malocclusion was categorized into Class I, II, and III using lateral cephalometric analysis. Measurements of the distance between the maxillary central incisor root and the incisive canal were taken at two levels: 2 mm (L1) and 4 mm (L2) superior to the labial cementoenamel junction of the maxillary central incisor. At L1, the distance was found to be closer in the Class II group compared to the Class I or Class III groups. Similarly, at L2, the Class II group exhibited a closer distance than the Class III group. Interestingly, females showed a closer distance compared to males at both L1 and L2. Further analysis revealed a significant gender difference in the Class I and III groups, but not in the Class II group. These findings emphasize the significance of evaluating the distance between the maxillary central incisor root and the incisive canal in patients with skeletal Class II malocclusion, regardless of gender.
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Affiliation(s)
- Munkyeong Jang
- Department of Orthodontics, College of Dentistry, Chosun University, 303 Pilmun-Daero, Dong-Gu, Gwangju, 61452, South Korea
| | - Sun-Kyoung Yu
- Department of Oral Anatomy, College of Dentistry, Chosun University, Gwangju, South Korea
| | - Sung-Hoon Lim
- Department of Orthodontics, College of Dentistry, Chosun University, 303 Pilmun-Daero, Dong-Gu, Gwangju, 61452, South Korea
| | - Myeong-Kwan Jih
- Department of Pediatric Dentistry, College of Dentistry, Chosun University, Gwangju, South Korea
| | - Seorin Jeong
- Department of Orthodontics, College of Dentistry, Chosun University, 303 Pilmun-Daero, Dong-Gu, Gwangju, 61452, South Korea.
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Kuc AE, Kotuła J, Nawrocki J, Babczyńska A, Lis J, Kawala B, Sarul M. The Assessment of the Rank of Torque Control during Incisor Retraction and Its Impact on the Resorption of Maxillary Central Incisor Roots According to Incisive Canal Anatomy-Systematic Review. J Clin Med 2023; 12:jcm12082774. [PMID: 37109117 PMCID: PMC10144814 DOI: 10.3390/jcm12082774] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 03/26/2023] [Accepted: 04/06/2023] [Indexed: 04/29/2023] Open
Abstract
BACKGROUND Root resorption is one of the complications of orthodontic treatment, and has a varied and unclear aetiology. OBJECTIVE To evaluate the relationship between upper incisor resorption and contact with the incisive canal and the risk of resorption during orthodontic treatment associated with upper incisor retraction and torque control. SEARCH METHODS According to PRISMA guidelines, the main research question was defined in PICO. Scientific databases MEDLINE, EMBASE and the Cochrane Central Register of Controlled Trials were searched for linking keywords: Resorption of roots incisive canal, Resorption of roots nasopalatine canal, Incisive canal retraction and Nasopalatine canal retraction. SELECTION CRITERIA No time filters were applied due to the significantly limited number of studies. Publications in the English language were selected. Based on the information provided in the abstracts, articles were selected according to the following criteria: controlled clinical prospective trials and case reports. No randomised clinical trials (RCTs) or controlled clinical prospective trials (CCTs) were found. Articles unrelated to the topic of the planned study were excluded. The literature was reviewed, and the following journals were searched: American Journal of Orthodontics and Dentofacial Orthopedics, International Orthodontics, Journal of Clinical Orthodontics, Angle Orthodontist, Progress in Orthodontics, Orthodontics and Craniofacial Research, Journal of Orofacial Orthopedics, European Journal of Orthodontics and Korean Journal of Orthodontics. DATA COLLECTION AND ANALYSIS The articles were subjected to risk of bias and quality assessment using the ROBINS-I tool. RESULTS Four articles with a total of 164 participants were selected. In all studies, differences in root length were observed after contact with the incisive canal, which was statistically significant. CONCLUSIONS AND IMPLICATIONS The contact of incisor roots with the incisive canal increases the risk of resorption of these roots. IC anatomy should be considered in orthodontic diagnosis using 3D imaging. The risk of resorption complications can be reduced by appropriate planning of the movement and extent of the incisor roots (torque control) and the possible use of incisor brackets with built-in greater angulation. Registration CRD42022354125.
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Affiliation(s)
- Anna Ewa Kuc
- Department of Dentofacial Orthopedics and Orthodontics, Wroclaw Medical University, Krakowska 26, 50-425 Wroclaw, Poland
| | - Jacek Kotuła
- Department of Dentofacial Orthopedics and Orthodontics, Wroclaw Medical University, Krakowska 26, 50-425 Wroclaw, Poland
| | - Jakub Nawrocki
- Dental Star Specialist Aesthetic Dentistry Center, 15-215 Białystok, Poland
| | - Alicja Babczyńska
- Department of Dentofacial Orthopedics and Orthodontics, Wroclaw Medical University, Krakowska 26, 50-425 Wroclaw, Poland
| | - Joanna Lis
- Department of Dentofacial Orthopedics and Orthodontics, Wroclaw Medical University, Krakowska 26, 50-425 Wroclaw, Poland
| | - Beata Kawala
- Department of Dentofacial Orthopedics and Orthodontics, Wroclaw Medical University, Krakowska 26, 50-425 Wroclaw, Poland
| | - Michał Sarul
- Department of Integrated Dentistry, Wroclaw Medical University, 50-425 Wroclaw, Poland
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Al-Rokhami RK, Sakran KA, Alhammadi MS, Al-Tayar B, Al-Gumaei WS, Al-Yafrusee ES, Al-Shoaibi LH, Cao B. Tridimensional Analysis of Incisive Canal and Upper Central Incisor Approximation. Int Dent J 2022; 73:410-416. [PMID: 36153169 DOI: 10.1016/j.identj.2022.08.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 07/27/2022] [Accepted: 08/24/2022] [Indexed: 11/28/2022] Open
Abstract
OBJECTIVE The present study aimed to estimate the location of the incisive canal (IC) concerning the upper central incisor roots (U1) in order to explore the amount of incisor retraction as per the envelope of discrepancy amongst Chinese patients with different vertical facial growth patterns. METHODS This is a cross-sectional study that used a total of 207 pretreatment cone-beam computed tomography (CBCT) scans of adults with a skeletal class I relationship. Sixty-nine cases were included in each of the normodivergent, hypodivergent, and hyperdivergent facial groups. The IC volume was measured using Mimics 21 software. The IC width and IC-U1 proximity were measured using in vivo 6 software. Linear measurements were conducted at 3 vertical levels. RESULTS The IC has shown a larger volume in the hyperdivergent group and male patients. Overall, the IC has recorded linear width greater than the inter-root distance of U1 in 59.1%, 66%, and 68.8% amongst the normodivergent, hypodivergent, and hyperdivergent facial groups, respectively, and in 58.3% of males and 70.8% of females. The overall sagittal distances between the U1 and IC were 4.00 ± 0.82 mm, 4.60 ± 0.83 mm, and 3.60 ± 0.80 mm amongst the normodivergent, hypodivergent, and hyperdivergent facial groups, respectively. CONCLUSIONS The maximum sagittal distances between U1 and IC were 4.8 mm, 5.4 mm, and 4.4 mm amongst the normodivergent, hypodivergent, and hyperdivergent facial groups, respectively. Thereby, our findings have revised the retraction aspect of the envelope of discrepancy as per the different vertical facial growth patterns, which could serve a reference for the clinical practice involved considerable incisors movement, especially among Chinese patients.
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Affiliation(s)
- Remsh K Al-Rokhami
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China
| | - Karim A Sakran
- State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases and Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan, China; Department of Oral and Maxillofacial Surgery, College of Dentistry, Ibb University, Ibb, Yemen
| | - Maged S Alhammadi
- Division of Orthodontics and Dentofacial Orthopedics, Department of Preventive Dental Sciences, College of Dentistry, Jazan University, Jazan, Saudi Arabia
| | - Barakat Al-Tayar
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China
| | - Waseem S Al-Gumaei
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China
| | - Enas S Al-Yafrusee
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China
| | - Lina H Al-Shoaibi
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China
| | - Baocheng Cao
- Department of Orthodontics, School of Stomatology, Lanzhou University, Lanzhou, Gansu, China.
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