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Liang J, Wang R, Rao S, Xu F, Xiang J, Wang B, Yan T. Dual-View Dual-Boundary Dual U-Nets for Multiscale Segmentation of Oral CBCT Images. LECTURE NOTES IN COMPUTER SCIENCE 2025:48-62. [DOI: 10.1007/978-981-97-8499-8_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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Jianu DM, Marin A. Invited Discussion on "Cone-Beam Computed Tomography for Objective Diagnosis of Age-Related Soft Tissue Changes in Lower Face and Neck". Aesthetic Plast Surg 2023; 47:2378-2379. [PMID: 37640812 DOI: 10.1007/s00266-023-03561-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 08/01/2023] [Indexed: 08/31/2023]
Affiliation(s)
- Dana Mihaela Jianu
- ProEstetica Medical Center, Str. Paris, 40 A, 011814, Bucharest, Romania.
| | - Andrei Marin
- St. John Hospital, Vitan Barzesti 13, 042122, Bucharest, Romania
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Pinto Nicodemo O, Fiori-Chíncaro GA, Agudelo-Botero AM, Llaguno-Rubio JM, García Díaz R. [Radiation dose permitted in dentistry patients. A review]. REVISTA CIENTÍFICA ODONTOLÓGICA 2023; 11:e144. [PMID: 38303741 PMCID: PMC10832395 DOI: 10.21142/2523-2754-1101-2023-144] [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: 01/10/2023] [Accepted: 03/01/2023] [Indexed: 02/03/2024] Open
Abstract
In dental practice, the use of imaging has increased over the years, generating an increase in the radiation dose for the dental patient. One factor under discussion is the amount of dose used in patients, men, women and children, at different stages of their life, due to the scientific evidence of the harmful effects of ionizing radiation. This review of the literature analyzed the characteristics of radiation and its effects in relation to the doses administered, and its equivalences in dental practice in panoramic periapical radiographs and cone beam tomographies. A search of the literature was carried out in the main information sources such as Medline (via PubMed), SEVIER, SCIELO, and LILACS, using the search terms with a date limitation of the last 10 years. The selected articles had to include information regarding the keywords used, including "Dental Offices, Radiation Dose, X-Rays, Ambulatory Care."
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Affiliation(s)
- Omar Pinto Nicodemo
- Carrera de Estomatologia, Universidad Mayor, Real y Pontificia de San Francisco Xavier de Chuquisaca. Sucre, Bolivia. Universidad Mayor de San Francisco Xavier Carrera de Estomatologia Universidad Mayor, Real y Pontificia de San Francisco Xavier de Chuquisaca Sucre Bolivia
| | - Gustavo Adolfo Fiori-Chíncaro
- Division de Radiologia Bucal y Maxilofacial, Instituto Latinoamericano de Altos Estudios en Estomatologia. Lima, Peru. , Division de Radiologia Bucal y Maxilofacial Instituto Latinoamericano de Altos Estudios en Estomatologia Lima Peru
| | - Ana María Agudelo-Botero
- Facultad de Estomatologia, Universidad Autonoma de Manizales. Manizales, Colombia. Universidad Autonoma de Manizales Facultad de Estomatologia Universidad Autonoma de Manizales Manizales Colombia
| | - Jhoana M Llaguno-Rubio
- Division de Radiologia Bucal y Maxilofacial, Instituto Latinoamericano de Altos Estudios en Estomatologia. Lima, Peru. , Division de Radiologia Bucal y Maxilofacial Instituto Latinoamericano de Altos Estudios en Estomatologia Lima Peru
| | - Rosaura García Díaz
- Facultad de Estomatologia, Universidad de Guadalajara. Guadalajara, Mexico. Universidad de Guadalajara Facultad de Estomatologia Universidad de Guadalajara Guadalajara Mexico
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Zhang L, Xu F, Li Y, Zhang H, Xi Z, Xiang J, Wang B. A lightweight convolutional neural network model with receptive field block for C-shaped root canal detection in mandibular second molars. Sci Rep 2022; 12:17373. [PMID: 36253430 PMCID: PMC9576767 DOI: 10.1038/s41598-022-20411-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 09/13/2022] [Indexed: 01/10/2023] Open
Abstract
Rapid and accurate detection of a C-shaped root canal on mandibular second molars can assist dentists in diagnosis and treatment. Oral panoramic radiography is one of the most effective methods of determining the root canal of teeth. There are already some traditional methods based on deep learning to learn the characteristics of C-shaped root canal tooth images. However, previous studies have shown that the accuracy of detecting the C-shaped root canal still needs to be improved. And it is not suitable for implementing these network structures with limited hardware resources. In this paper, a new lightweight convolutional neural network is designed, which combined with receptive field block (RFB) for optimizing feature extraction. In order to optimize the hardware resource requirements of the model, a lightweight, multi-branch, convolutional neural network model was developed in this study. To improve the feature extraction ability of the model for C-shaped root canal tooth images, RFB has been merged with this model. RFB has achieved excellent results in target detection and classification. In the multiscale receptive field block, some small convolution kernels are used to replace the large convolution kernels, which allows the model to extract detailed features and reduce the computational complexity. Finally, the accuracy and area under receiver operating characteristics curve (AUC) values of C-shaped root canals on the image data of our mandibular second molars were 0.9838 and 0.996, respectively. The results show that the deep learning model proposed in this paper is more accurate and has lower computational complexity than many other similar studies. In addition, score-weighted class activation maps (Score-CAM) were generated to localize the internal structure that contributed to the predictions.
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Affiliation(s)
- Lijuan Zhang
- grid.464423.3Department of Oral Medicine, Shanxi Provincial People’s Hospital, Taiyuan, China
| | - Feng Xu
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
| | - Ying Li
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
| | - Huimin Zhang
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
| | - Ziyi Xi
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
| | - Jie Xiang
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
| | - Bin Wang
- grid.440656.50000 0000 9491 9632College of Information and Computer, Taiyuan University of Technology, No. 79, Yingze West Street, Taiyuan, 030024 Shanxi China
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Kunzendorf B, Naujokat H, Wiltfang J. Indications for 3-D diagnostics and navigation in dental implantology with the focus on radiation exposure: a systematic review. Int J Implant Dent 2021; 7:52. [PMID: 34041613 PMCID: PMC8155130 DOI: 10.1186/s40729-021-00328-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 03/18/2021] [Indexed: 11/23/2022] Open
Abstract
Background Dental implants are a common restorative method used to replace missing teeth. Implant placement techniques guided by three-dimensional imaging and navigation are becoming more widely available. Objective The present review focused on the following questions: 1. What are the advantages and disadvantages of 2-D versus 3-D imaging in dental implantology? 2. What are the advantages and disadvantages of freehand implant placement in comparison with navigation-guided implant placement? Methods A systematic review was performed, based on the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) statement. The following libraries were searched for relevant literature: PubMed, Embase, Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften (AWMF) Online, and the Cochrane Library. The risk of bias was assessed using the Scottish Intercollegiate Guidelines Network (SiGN) checklist. A total of 70 studies were included after screening, and the evidence from these was gathered for review. Results Three-dimensional imaging is advantageous in terms of image quality, and it provides a distortion-free evaluation of the implant site. However, it is also associated with higher costs and increased radiation exposure. Dynamic and static navigation are equal in accuracy and are both more accurate compared with the freehand method. No benefit in terms of implant survival could be demonstrated within the first 5 years for any specific method. Discussion A panoramic X-ray with a reference body often provides sufficient imaging and is the primary method for two-dimensional imaging. Cone beam computed tomography with low-dose protocol settings should be used if three-dimensional imaging is needed. Navigational support should be considered in the event of especially complex cases. Conclusion The guidance technique used for implant placement should be decided on an individual basis. With the increasing availability of three-dimensional imaging, there should also be an increase in awareness of radiation exposure. Supplementary Information The online version contains supplementary material available at 10.1186/s40729-021-00328-9.
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Affiliation(s)
- Burkhard Kunzendorf
- Department of Oral and Maxillofacial Surgery, University Hospital of Schleswig-Holstein, Campus Kiel, Arnold-Heller-Straße 3, 24105, Kiel, Germany.
| | - Hendrik Naujokat
- Department of Oral and Maxillofacial Surgery, University Hospital of Schleswig-Holstein, Campus Kiel, Arnold-Heller-Straße 3, 24105, Kiel, Germany
| | - Jörg Wiltfang
- Department of Oral and Maxillofacial Surgery, University Hospital of Schleswig-Holstein, Campus Kiel, Arnold-Heller-Straße 3, 24105, Kiel, Germany
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Jha N, Kim YJ, Lee Y, Lee JY, Lee WJ, Sung SJ. Projected lifetime cancer risk from cone-beam computed tomography for orthodontic treatment. Korean J Orthod 2021; 51:189-198. [PMID: 33984226 PMCID: PMC8133899 DOI: 10.4041/kjod.2021.51.3.189] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 10/20/2020] [Accepted: 12/09/2020] [Indexed: 11/10/2022] Open
Abstract
Objective To estimate the projected cancer risk attributable to diagnostic cone-beam computed tomography (CBCT) performed under different exposure settings for orthodontic purposes in children and adults. Methods We collected a list of CBCT machines and their specifications from 38 orthodontists. Organ doses were estimated using median and maximum exposure settings of 105 kVp/156.8 mAs and 130 kVp/200 mAs, respectively. The projected cancer risk attributable to CBCT procedures performed 1-3 times within 2 years was calculated for children (aged 5 and 10 years) and adult (aged 20, 30, and 40 years) male and female patients. Results For maximum exposure settings, the mean lifetime fractional ratio (LFR) was 14.28% for children and 0.91% for adults; this indicated that the risk to children was 16 times the risk to adults. For median exposure settings, the mean LFR was 5.25% and 0.58% for children and adults, respectively. The risk of cancer decreased with increasing age. For both median and maximum exposure settings, females showed a higher risk of cancer than did males in all age groups. Cancer risk increased with an increase in the frequency of CBCT procedures within a given period. Conclusions The projected dental CBCT-associated cancer risk spans over a wide range depending on the machine parameters and image acquisition settings. Children and female patients are at a higher risk of developing cancer associated with diagnostic CBCT. Therefore, the use of diagnostic CBCT should be justified, and protective measures should be taken to minimize the harmful biological effects of radiation.
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Affiliation(s)
- Nayansi Jha
- Department of Dentistry, University of Ulsan College of Medicine, Seoul, Korea
| | - Yoon-Ji Kim
- Department of Orthodontics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | | | | | - Won Jin Lee
- Department of Preventive Medicine, Korea University College of Medicine, Seoul, Korea
| | - Sang-Jin Sung
- Department of Orthodontics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Granado-Abasto LA, Llaguno-Rubio JM, Fiori-Chíncaro GA, Medina-Ocampo PE. Imaging studies used as aid in the diagnosis of cleidocranial dysplasia. A review. REVISTA CIENTÍFICA ODONTOLÓGICA 2021; 9:e063. [PMID: 38465273 PMCID: PMC10919793 DOI: 10.21142/2523-2754-0902-2021-063] [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: 03/28/2021] [Accepted: 06/02/2021] [Indexed: 03/12/2024] Open
Abstract
Cleidocranial dysplasia (CCD), also known as Marie-Sainton syndrome, is a rare disorder of autosomal dominant type that presents specific characteristics at the skeletal and dental level. The diagnosis of CCD is based on clinical and radiographic findings. Panoramic, cephalometric and anterior poster radiographs have been used for its diagnosis in dentistry. However, these radiological techniques have limitations, and advances in technology with new imaging studies such as magnetic resonance imaging (MRI) and ultrasound have emerged, contributing to the diagnosis of CCD. Therefore, the aim of this review was to identify and describe current imaging studies that contribute to both the diagnosis and adequate and efficient treatment planning of CCD, and describe the clinical and radiographic characteristics of patients with this syndrome.
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Affiliation(s)
- Laura A Granado-Abasto
- Facultad de Odontología, Universidad Mayor de San Simón. Cochabamba, Bolivia. Universidad Mayor de San Simón Facultad de Odontología Universidad Mayor de San Simón Cochabamba Bolivia
| | - Jhoana M Llaguno-Rubio
- División de Radiología Bucal y Maxilofacial, Carrera de Estomatología, Universidad Científica del Sur. Lima, Perú. , , Universidad Científica del Sur División de Radiología Bucal y Maxilofacial Carrera de Estomatología Universidad Científica del Sur Lima Peru
| | - Gustavo A Fiori-Chíncaro
- División de Radiología Bucal y Maxilofacial, Carrera de Estomatología, Universidad Científica del Sur. Lima, Perú. , , Universidad Científica del Sur División de Radiología Bucal y Maxilofacial Carrera de Estomatología Universidad Científica del Sur Lima Peru
| | - Paola E Medina-Ocampo
- División de Radiología Bucal y Maxilofacial, Carrera de Estomatología, Universidad Científica del Sur. Lima, Perú. , , Universidad Científica del Sur División de Radiología Bucal y Maxilofacial Carrera de Estomatología Universidad Científica del Sur Lima Peru
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Tolentino EDS, Amoroso-Silva PA, Alcalde MP, Yamashita FC, Iwaki LCV, Rubira-Bullen IRF, Duarte MAH. Comparison of limited- and large-volume cone-beam computed tomography using a small voxel size for detecting isthmuses in mandibular molars. Imaging Sci Dent 2021; 51:27-34. [PMID: 33828958 PMCID: PMC8007390 DOI: 10.5624/isd.20200144] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 09/03/2020] [Accepted: 09/23/2020] [Indexed: 11/24/2022] Open
Abstract
Purpose This study was performed to compare the ability of limited- and large-volume cone-beam computed tomography (CBCT) to display isthmuses in the apical root canals of mandibular molars. Materials and Methods Forty human mandibular first molars with isthmuses in the apical 3 mm of mesial roots were scanned by micro-computed tomography (micro-CT), and their thickness, area, and length were recorded. The samples were examined using 2 CBCT systems, using the smallest voxels and field of view available for each device. The Mann-Whitney, Friedman, and Dunn multiple comparison tests were performed (α=0.05). Results The 3D Accuitomo 170 and i-Cat devices detected 77.5% and 75.0% of isthmuses, respectively (P>0.05). For length measurements, there were significant differences between micro-CT and both 3D Accuitomo 170 and i-Cat (P<0.05). Conclusion Both CBCT systems performed similarly and did not detect isthmuses in the apical third in some cases. CBCT still does not equal the performance of micro-CT in isthmus detection, but it is nonetheless a valuable tool in endodontic practice.
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Affiliation(s)
| | | | - Murilo Priori Alcalde
- Department of Operative Dentistry, Endodontics and Dental Materials, Bauru School of Dentistry, University of Sao Paulo, Bauru, Brazil, Brazil
| | | | | | | | - Marco Antônio Húngaro Duarte
- Department of Operative Dentistry, Endodontics and Dental Materials, Bauru School of Dentistry, University of Sao Paulo, Bauru, Brazil, Brazil
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Dalessandri D, Tonni I, Laffranchi L, Migliorati M, Isola G, Visconti L, Bonetti S, Paganelli C. 2D vs. 3D Radiological Methods for Dental Age Determination around 18 Years: A Systematic Review. APPLIED SCIENCES 2020; 10:3094. [DOI: 10.3390/app10093094] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The age of a living human being can be determined by applying a number of different methods; the most diffused are skeletal and dental methods, both principally based on X-rays examinations. This systematic review assesses the current evidence regarding the accuracy and reliability of Cone Beam Computed Tomography (CBCT) vs. Orthopantomography (OPG) in age determination. A computerized systematic literature search of studies published up to January 2020 was conducted without language restrictions in order to identify articles comparing CBCT vs. OPG in dental anatomy evaluation, articles evaluating the accuracy of dental methods for age estimation, both with CT and OPG exams, and articles comparing CBCT vs. OPG in terms of radiation dose. CBCT was found to be more accurate compared to OPG in dental anatomy evaluation. When analyzing young adults, an estimation error of two years is considered forensically acceptable. The radiation dose of a CBCT exam is higher compared to an OPG exam. However, the difference is not as marked with small Fields Of View (FOV) and low-resolution protocols. Final conclusion was that a small FOV CBCT centered on the mandibular angle of a young patient is an accurate and safe method for dental age estimation around the age of 18.
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Affiliation(s)
- Domenico Dalessandri
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
| | - Ingrid Tonni
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
| | - Laura Laffranchi
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
| | - Marco Migliorati
- Department of Orthodontics, School of Dentistry, University of Genova, Largo Rossana Benzi 10, 16132 Genova, Italy
| | - Gaetano Isola
- School of Dentistry, Department of General Surgery and Medical and Surgical Specialties, University of Catania, Via S. Sofia 78, 95123 Catania, Italy
| | - Luca Visconti
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
| | - Stefano Bonetti
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
| | - Corrado Paganelli
- School of Dentistry, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Piazzale Spedali Civili 1, 25123 Brescia, Italy
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Lee Y, Hong IK, Chun Y. Prediction of painful temporomandibular joint osteoarthritis in juvenile patients using bone scintigraphy. Clin Exp Dent Res 2019; 5:225-235. [PMID: 31249703 PMCID: PMC6585587 DOI: 10.1002/cre2.175] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2018] [Revised: 01/16/2019] [Accepted: 01/29/2019] [Indexed: 11/28/2022] Open
Abstract
The study aims to evaluate whether bone scintigraphy is effective in diagnosing temporomandibular joint (TMJ) osteoarthritis (OA) in juvenile patients. A retrospective study was conducted with 356 consecutive patients with TMJ-OA who were clinically assessed according to the Research Diagnostic Criteria for Temporomandibular Disorders. Patients were assigned to three groups based on their ages: Group 1: aged 12-16 years; Group 2: aged 17-19 years; and Group 3: aged 20 years. Additionally, we performed qualitative and quantitative analyses of bone scintigraphy images for the TMJ uptake ratio of the involved joint. The diagnostic rate of TMJ-OA (n = 356, 100%), and the overall presence of subjective pain (n = 282, 77.3%) was closest to the results of bone scintigraphy (n = 333, 91.2%). In addition, reported TMJ pain was significantly associated only with the results of bone scintigraphy and not with the results of panoramic radiography or cone beam computed tomography (CBCT) in all age groups. With CBCT as the reference standard, the optimal cutoff values of the uptake ratio for the diagnosis of TMJ-OA were 2.171 and 2.017 in Groups 1 and 2, respectively (P value < 0.05). Our results suggest that bone scintigraphy can be considered a useful modality for diagnosing TMJ-OA in juvenile patients.
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Affiliation(s)
- Yeon‐Hee Lee
- Department of Orofacial Pain and Oral MedicineKyung Hee University Dental HospitalSeoulSouth Korea
| | - Il Ki Hong
- Department of Nuclear MedicineKyung Hee University College of Medicine, Kyung Hee University HospitalSeoulSouth Korea
| | - Yang‐Hyun Chun
- Department of Orofacial Pain and Oral MedicineKyung Hee University Dental HospitalSeoulSouth Korea
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Marinescu IR, Bănică AC, Mercuţ V, Gheorghe AG, Drăghici EC, Cojocaru MO, Scrieciu M, Popescu SM. Root Resorption Diagnostic: Role of Digital Panoramic Radiography. CURRENT HEALTH SCIENCES JOURNAL 2019; 45:156-166. [PMID: 31624642 PMCID: PMC6778303 DOI: 10.12865/chsj.45.02.05] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Accepted: 06/15/2019] [Indexed: 11/18/2022]
Abstract
INTRODUCTION Root resorption is a pathological process characterized by loss of dental root substance, caused by bacterial infections, traumatic injuries or chemical irritation. Root resorption might be accidentally observed on digital panoramic radiography. OBJECTIVE The objective of the study was to identify characteristic radiological aspects for the different types of root resorption that could be observed on digital panoramic radiography, to make an easier diagnostic of root resorption. MATERIAL AND METHOD The retrospective study used the X-ray base from the Oral Rehabilitation and Dental Prosthetics Clinic of UMF Craiova to identify the most representative images for different types of root resorption. Digital panoramic radiographies were analysed by two investigators, of which the most suggestive images were selected and described. RESULTS Digital panoramic radiographies and dental charts of 240 patients were analyzed. 113 cases of root resorption were identified. External inflammatory root resorption (EIRR) was present in 27.07% of studied cases, external cervical root resorption (ECRR) was identified in 10.83% of all studied cases, external replacement root resorption (ERRR) was diagnosed in 7.08% of studied cases and internal root resorption (IRR) was the most rare type of root resorption, with only 2.08% from all studied cases. 16 cases were selected to describe the radiologic features of different types of root resorption, featuring the most interesting images of root resorption evident on digital panoramic radiographies. DISCUSSION Comparative analyses have been made between our results and the results of other specific studies, with both similar and different values. The radiological features which lead to the diagnostic of each type of RR were highlighted, assessing the causes that caused the lesions, as well as the treatment recommendations. CONCLUSIONS Digital panoramic radiography is a useful tool to identify root resorption, since it has become the most common radiological investigation for diagnostic in dentistry. Description of radiological aspects of different types of root resorption on panoramic digital radiography allows faster diagnosis. Still, the CBCT may be recommended in some cases to confirm the diagnosis.
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Affiliation(s)
- I R Marinescu
- Department of Oral Rehabilitation, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - A C Bănică
- PhD Student, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - V Mercuţ
- Department of Prosthetic Dentistry, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - A G Gheorghe
- Department of Endodontics, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - E C Drăghici
- Department of Oral Rehabilitation, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - M O Cojocaru
- Department of Oral Rehabilitation, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - M Scrieciu
- Department of Prosthetic Dentistry, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
| | - S M Popescu
- Department of Oral Rehabilitation, Faculty of Dental Medicine, University of Medicine and Pharmacy of Craiova, Romania
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Hiraiwa T, Ariji Y, Fukuda M, Kise Y, Nakata K, Katsumata A, Fujita H, Ariji E. A deep-learning artificial intelligence system for assessment of root morphology of the mandibular first molar on panoramic radiography. Dentomaxillofac Radiol 2018; 48:20180218. [PMID: 30379570 DOI: 10.1259/dmfr.20180218] [Citation(s) in RCA: 140] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
OBJECTIVES: The distal root of the mandibular first molar occasionally has an extra root, which can directly affect the outcome of endodontic therapy. In this study, we examined the diagnostic performance of a deep learning system for classification of the root morphology of mandibular first molars on panoramic radiographs. Dental cone-beam CT (CBCT) was used as the gold standard. METHODS: CBCT images and panoramic radiographs of 760 mandibular first molars from 400 patients who had not undergone root canal treatments were analyzed. Distal roots were examined on CBCT images to determine the presence of a single or extra root. Image patches of the roots were segmented from panoramic radiographs and applied to a deep learning system, and its diagnostic performance in the classification of root morphplogy was examined. RESULTS: Extra roots were observed in 21.4% of distal roots on CBCT images. The deep learning system had diagnostic accuracy of 86.9% for the determination of whether distal roots were single or had extra roots. CONCLUSIONS: The deep learning system showed high accuracy in the differential diagnosis of a single or extra root in the distal roots of mandibular first molars.
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Affiliation(s)
- Teruhiko Hiraiwa
- 1 Department of Oral and Maxillofacial Radiology, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
| | - Yoshiko Ariji
- 1 Department of Oral and Maxillofacial Radiology, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
| | - Motoki Fukuda
- 1 Department of Oral and Maxillofacial Radiology, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
| | - Yoshitaka Kise
- 1 Department of Oral and Maxillofacial Radiology, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
| | - Kazuhiko Nakata
- 2 Department of Endodontics, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
| | - Akitoshi Katsumata
- 3 Department of Oral Radiology, Asahi University School of Dentistry , Mizuho , Japan
| | - Hiroshi Fujita
- 4 Department of Electrical, Electronic and Computer Faculty of Engineering, Gifu University , Gifu , Japan
| | - Eiichiro Ariji
- 1 Department of Oral and Maxillofacial Radiology, Aichi-Gakuin University School of Dentistry , Nagoya , Japan
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