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Huqh MZU, Abdullah JY, Wong LS, Jamayet NB, Alam MK, Rashid QF, Husein A, Ahmad WMAW, Eusufzai SZ, Prasadh S, Subramaniyan V, Fuloria NK, Fuloria S, Sekar M, Selvaraj S. Clinical Applications of Artificial Intelligence and Machine Learning in Children with Cleft Lip and Palate-A Systematic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph191710860. [PMID: 36078576 PMCID: PMC9518587 DOI: 10.3390/ijerph191710860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 08/22/2022] [Indexed: 05/03/2023]
Abstract
OBJECTIVE The objective of this systematic review was (a) to explore the current clinical applications of AI/ML (Artificial intelligence and Machine learning) techniques in diagnosis and treatment prediction in children with CLP (Cleft lip and palate), (b) to create a qualitative summary of results of the studies retrieved. MATERIALS AND METHODS An electronic search was carried out using databases such as PubMed, Scopus, and the Web of Science Core Collection. Two reviewers searched the databases separately and concurrently. The initial search was conducted on 6 July 2021. The publishing period was unrestricted; however, the search was limited to articles involving human participants and published in English. Combinations of Medical Subject Headings (MeSH) phrases and free text terms were used as search keywords in each database. The following data was taken from the methods and results sections of the selected papers: The amount of AI training datasets utilized to train the intelligent system, as well as their conditional properties; Unilateral CLP, Bilateral CLP, Unilateral Cleft lip and alveolus, Unilateral cleft lip, Hypernasality, Dental characteristics, and sagittal jaw relationship in children with CLP are among the problems studied. RESULTS Based on the predefined search strings with accompanying database keywords, a total of 44 articles were found in Scopus, PubMed, and Web of Science search results. After reading the full articles, 12 papers were included for systematic analysis. CONCLUSIONS Artificial intelligence provides an advanced technology that can be employed in AI-enabled computerized programming software for accurate landmark detection, rapid digital cephalometric analysis, clinical decision-making, and treatment prediction. In children with corrected unilateral cleft lip and palate, ML can help detect cephalometric predictors of future need for orthognathic surgery.
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Affiliation(s)
- Mohamed Zahoor Ul Huqh
- Orthodontic Unit, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
| | - Johari Yap Abdullah
- Craniofacial Imaging Lab, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
- Correspondence: (J.Y.A.); (L.S.W.); (S.S.)
| | - Ling Shing Wong
- Faculty of Health and Life Sciences, INTI International University, Nilai 71800, Malaysia
- Correspondence: (J.Y.A.); (L.S.W.); (S.S.)
| | - Nafij Bin Jamayet
- Division of Clinical Dentistry (Prosthodontics), School of Dentistry, International Medical University, Bukit Jalil, Kuala Lumpur 57000, Malaysia
| | - Mohammad Khursheed Alam
- Orthodontic Division, Preventive Dentistry Department, College of Dentistry, Jouf University, Sakaka 72345, Saudi Arabia
| | - Qazi Farah Rashid
- Prosthodontic Unit, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
| | - Adam Husein
- Prosthodontic Unit, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
| | - Wan Muhamad Amir W. Ahmad
- Department of Biostatistics, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
| | - Sumaiya Zabin Eusufzai
- Department of Biostatistics, School of Dental Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian, Kota Bharu 16150, Malaysia
| | - Somasundaram Prasadh
- National Dental Center Singapore, 5 Second Hospital Avenue, Singapore 168938, Singapore
| | | | | | | | - Mahendran Sekar
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Health Sciences, Royal College of Medicine Perak, Universiti Kuala Lumpur, Ipoh 30450, Malaysia
| | - Siddharthan Selvaraj
- Faculty of Dentistry, AIMST University, Bedong 08100, Malaysia
- Correspondence: (J.Y.A.); (L.S.W.); (S.S.)
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Alam MK, Alfawzan AA, Haque S, Mok PL, Marya A, Venugopal A, Jamayet NB, Siddiqui AA. Sagittal Jaw Relationship of Different Types of Cleft and Non-cleft Individuals. Front Pediatr 2021; 9:651951. [PMID: 34026687 PMCID: PMC8132962 DOI: 10.3389/fped.2021.651951] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 04/06/2021] [Indexed: 01/19/2023] Open
Abstract
To investigate whether the craniofacial sagittal jaw relationship in patients with non-syndromic cleft differed from non-cleft (NC) individuals by artificial intelligence (A.I.)-driven lateral cephalometric (Late. Ceph.) analysis. The study group comprised 123 subjects with different types of clefts including 29 = BCLP (bilateral cleft lip and palate), 41 = UCLP (unilateral cleft lip and palate), 9 = UCLA (unilateral cleft lip and alveolus), 13 = UCL (unilateral cleft lip) and NC = 31. The mean age was 14.77 years. SNA, SNB, ANB angle and Wits appraisal was measured in lateral cephalogram using a new innovative A.I driven Webceph software. Two-way ANOVA and multiple-comparison statistics tests were applied to see the differences between gender and among different types of clefts vs. NC individuals. A significant decrease (p < 0.005) in SNA, ANB, Wits appraisal was observed in different types of clefts vs. NC individuals. SNB (p > 0.005) showed insignificant variables in relation to type of clefts. No significant difference was also found in terms of gender in relation to any type of clefts and NC group. The present study advocates a decrease in sagittal development (SNA, ANB and Wits appraisal) in different types of cleft compared to NC individuals.
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Affiliation(s)
- Mohammad Khursheed Alam
- Orthodontic Division, Department of Preventive Dental Science, College of Dentistry, Jouf University, Sakaka, Saudi Arabia
| | - Ahmed Ali Alfawzan
- Department of Preventive Dentistry, College of Dentistry in Ar Rass, Qassim University, Ar Rass, Saudi Arabia
| | | | - Pooi Ling Mok
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka, Saudi Arabia.,Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang, Malaysia
| | - Anand Marya
- Section of Orthodontics, University of Puthisastra, Phnom Penh, Cambodia
| | - Adith Venugopal
- Department of Orthodontics, Saveetha Dental College, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, India
| | - Nafij Bin Jamayet
- Division of Clinical Dentistry (Prosthodontics), School of Dentistry, International Medical University, Kuala Lumpur, Malaysia
| | - Ammar A Siddiqui
- Department of Community Dentistry, College of Dentistry, Bakhtawar Amin Medical and Dental College, Multan, Pakistan
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Haque S, Khamis MF, Alam MK, Wan Ahmad AWM. The Assessment of 3D Digital Models Using GOSLON Yardstick Index: Exploring Confounding Factors Responsible for Unfavourable Treatment Outcome in Multi-Population Children With UCLP. Front Pediatr 2021; 9:646830. [PMID: 34262887 PMCID: PMC8273310 DOI: 10.3389/fped.2021.646830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 05/28/2021] [Indexed: 11/13/2022] Open
Abstract
To evaluate dental arch relationship (DAR) using GOSLON Yardstick and also to explore the association between multiple factors (age, gender, UCLP types, UCLP side, Family history of cleft, family history of Class III malocclusion, techniques of cheiloplasty, techniques of palatoplasty) and DAR in children unilateral cleft lip and palate (UCLP) in different populations. Two hundred fifty-five laser scanned 3D digital models (LS3DM) of UCLP children (5-12 years) from Malaysia, Bangladesh, and Pakistan were included. The intra- and inter-examiner agreements were evaluated by kappa statistics, to compare the GOSLON mean score between the populations and to explore the responsible factors that affect DAR, one way ANOVA, and crude logistic regression analysis was used, respectively. The mean GOSLON score was 2.97; 3.40 and 3.09 in Malaysia, Bangladesh, and Pakistan, respectively. Twenty seven, 40, and 30 subjects were in unfavourable (category rating 4 and 5) groups in Malaysia, Bangladesh, and Pakistan, respectively. A significant association was found between techniques of palatoplasty (p = 0.03; p = 0.04 and p = 0.04 in Malaysia, Bangladesh, and Pakistan, respectively) and unfavourable DAR. Different cheiloplasty techniques (p = 0.04) and gender (p = 0.03) also exhibited noteworthy associations with unfavourable DAR in the Bangladeshi population. Bardach techniques of palatoplasty were significantly associated with unfavourable DAR in all three populations. Moreover, male UCLP and modified Millard techniques of cheiloplasty were also associated with unfavourable DAR in the Bangladeshi population.
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Affiliation(s)
- Sanjida Haque
- Orthodontic Unit, School of Dental Sciences, Universiti Sains Malaysia, Kota Bharu, Malaysia
| | - Mohd Fadhli Khamis
- Oral Biology and Forensic Odontology Unit, School of Dental Sciences, Universiti Sains Malaysia, Kota Bharu, Malaysia.,Forensic Odontology Unit, Hospital Universiti Sains Malaysia, Kota Bharu, Malaysia
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Alam MK, Alfawzan AA. Dental Characteristics of Different Types of Cleft and Non-cleft Individuals. Front Cell Dev Biol 2020; 8:789. [PMID: 32984313 PMCID: PMC7477047 DOI: 10.3389/fcell.2020.00789] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2020] [Accepted: 07/28/2020] [Indexed: 12/13/2022] Open
Abstract
Objective The objective of this study was to compare the novel artificial intelligence (A.I.)-driven lateral cephalometric (Late. Ceph.) analysis of 14 different dental characteristics (DC) among different types of cleft lip and palate (CLP) and non-cleft (NC) individuals. Materials and Methods A retrospective study was conducted on 123 individuals [31 = NC, 29 = BCLP (bilateral cleft lip and palate), 41 = UCLP (unilateral cleft lip and palate), 9 = UCLA (unilateral cleft lip and alveolus), and 13 = UCL (unilateral cleft lip)] with an average age of 14.77 years. Demographic details were gathered from the clinical records. A novel artificial intelligence-driven Webceph software has been used for the Late. Ceph. analysis. A total of 14 different types of angular and linear DC measurements were analyzed and compared among groups. Two-way ANOVA and multiple-comparison statistics tests were applied to see the differences between gender and among different types of CLP versus NC subjects. Results Of the 14 DC tested, no significant gender disparities were found (p > 0.05). In relation to different types of CLP versus NC subjects, 8 over 14 DC were statistically significant (p < 001 to p = 0.03). Six other DC variables show insignificant (p > 0.05) noteworthy alterations in relation to type of CLP. Conclusion Based on the results, type of CLP revealed significantly altered DC compared to NC. Among different types of CLP, BCLP exhibited a maximum alteration in different DC.
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Affiliation(s)
- Mohammad Khursheed Alam
- Orthodontic Division, Department of Preventive Dental Science, College of Dentistry, Jouf University, Sakaka, Saudi Arabia
| | - Ahmed Ali Alfawzan
- Department of Preventive Dentistry, College of Dentistry in Ar Rass, Qassim University, Ar Rass, Saudi Arabia
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Thierens LA, Lewyllie A, Temmerman L, De Roo NM, Verdonck A, Cadenas de Llano Perula M, Willems G, De Pauw GA. A retrospective intercenter comparison of two surgical protocols through the dental arch relationship of 5- to 6-year-old unilateral cleft patients. Clin Oral Investig 2018; 23:1777-1784. [PMID: 30171346 DOI: 10.1007/s00784-018-2601-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 08/22/2018] [Indexed: 10/28/2022]
Abstract
OBJECTIVES The objectives of this retrospective equivalence trial were to assess the dental arch relationship of 5- to 6-year-old patients with unilateral cleft lip and palate (UCLP) treated in two specialized cleft centers with a different surgical protocol using the 5-Year-Olds' Index and the modified Huddart/Bodenham scoring system, and to determine the correlation between these two scoring indices. MATERIALS AND METHODS The dental arch relationship of seventy-three 5- to 6-year-old patients with complete UCLP was evaluated on plaster casts using the 5-Year-Olds' Index and the modified Huddart/Bodenham scoring system. The sagittal occlusion, overbite, and overjet were also recorded. Inter- and intra-examiner agreement was determined using Intraclass Correlation Coefficients. RESULTS A good to very good inter- and intra-examiner agreement was found. No significant mean difference in outcome based on the 5-Year-Olds' Index, the modified Huddart/Bodenham scoring system, overjet, or overbite was detected. For mean difference in sagittal occlusion, the hypothesis that both centers are clinically equivalent was confirmed. A strong negative correlation (rs = - 0.832) between the 5-Year-Olds' Index and the modified Huddart/Bodenham scoring system was found. CONCLUSIONS The dental arch relationship of 5- to 6-year-old unilateral cleft patients treated in two Belgian cleft centers is clinically equivalent based on sagittal occlusion, despite substantial differences in their treatment protocol. Clinical equivalence for other parameters was not confirmed. There is a strong correlation between the 5-Year-Olds' Index and the modified Huddart/Bodenham scoring system. CLINICAL RELEVANCE A well-implemented treatment protocol for cleft patients is of the utmost importance, but case load and skill of the surgeon are also important factors for the quality of the results.
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Affiliation(s)
- Laurent Am Thierens
- Oral Health Sciences, Department of Orthodontics, Ghent University, C. Heymanslaan 10, 9000, Ghent, Belgium. .,Centre for Congenital Facial Anomalies, Ghent University Hospital, C. Heymanslaan 10, 9000, Ghent, Belgium.
| | - Arianne Lewyllie
- Department of Oral Health Sciences-Orthodontics, KU Leuven and Dentistry, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium
| | - Liesbeth Temmerman
- Oral Health Sciences, Department of Orthodontics, Ghent University, C. Heymanslaan 10, 9000, Ghent, Belgium
| | - Noëmi Mc De Roo
- Oral Health Sciences, Department of Orthodontics, Ghent University, C. Heymanslaan 10, 9000, Ghent, Belgium
| | - An Verdonck
- Department of Oral Health Sciences-Orthodontics, KU Leuven and Dentistry, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium.,Leuven Cleft Lip and Palate Team, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium
| | - Maria Cadenas de Llano Perula
- Department of Oral Health Sciences-Orthodontics, KU Leuven and Dentistry, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium.,Leuven Cleft Lip and Palate Team, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium
| | - Guy Willems
- Department of Oral Health Sciences-Orthodontics, KU Leuven and Dentistry, University Hospitals Leuven, Kapucijnenvoer 7, 3000, Leuven, Belgium
| | - Guy Am De Pauw
- Oral Health Sciences, Department of Orthodontics, Ghent University, C. Heymanslaan 10, 9000, Ghent, Belgium.,Centre for Congenital Facial Anomalies, Ghent University Hospital, C. Heymanslaan 10, 9000, Ghent, Belgium
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Zin MNM, Alam MK, Haque S, Imanishi T, Toriya J, Osuga N, Razak NHA. The Assessment of Treatment Outcome by Evaluation of Dental Arch Relationships in Unilateral Cleft Lip and Palate Children using mHB Scoring System. J HARD TISSUE BIOL 2017. [DOI: 10.2485/jhtb.26.195] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Mazida Najwa Md. Zin
- Department of Oral and Maxillofacial Surgery, School of Dental Science, Universiti Sains Malaysia
| | | | - Sanjida Haque
- Orthodontic Unit, School of Dental Science, Universiti Sains Malaysia
| | - Tohru Imanishi
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Jin Toriya
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Naoto Osuga
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Noor Hayati Abd. Razak
- Department of Oral and Maxillofacial Surgery, School of Dental Science, Universiti Sains Malaysia
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Ahmed Asif J, Khursheed Alam M, Imanishi T, Mukai A, Yusa T, Haque S, Pohchi A. Treatment Outcome and Factors Affecting Dental Arch Relationship in Malay Children with Unilateral Cleft Lip and Palate (UCLP). J HARD TISSUE BIOL 2016. [DOI: 10.2485/jhtb.25.371] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Jawaad Ahmed Asif
- Department of Oral and Maxillofacial Surgery, School of Dental Science, Universiti Sains Malaysia
| | | | - Tohru Imanishi
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Ayako Mukai
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Tatsunori Yusa
- Department of Pediatric Dentistry, Matsumoto Dental University School of Dentistry
| | - Sanjida Haque
- Orthodontic Unit, School of Dental Science, Universiti Sains Malaysia
| | - Abdullah Pohchi
- Department of Oral and Maxillofacial Surgery, School of Dental Science, Universiti Sains Malaysia
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