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1.
Clin Oral Investig ; 28(4): 223, 2024 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-38507031

RESUMO

OBJECTIVES: An evaluation of the effectiveness of a new computational system proposed for automatic classification, developed based on a Siamese network combined with Convolutional Neural Networks (CNNs), is presented. It aims to identify endodontic technical errors using Cone Beam Computed Tomography (CBCT). The study also aims to compare the performance of the automatic classification system with that of dentists. METHODS: One thousand endodontically treated maxillary molars sagittal and coronal reconstructions were evaluated for the quality of the endodontic treatment and the presence of periapical hypodensities by three board-certified dentists and by an oral and maxillofacial radiologist. The proposed classification system was based on a Siamese network combined with EfficientNet B1 or EfficientNet B7 networks. Accuracy, sensivity, precision, specificity, and F1-score values were calculated for automated artificial systems and dentists. Chi-square tests were performed. RESULTS: The performances were obtained for EfficienteNet B1, EfficientNet B7 and dentists. Regarding accuracy, sensivity and specificity, the best results were obtained with EfficientNet B1. Concerning precision and F1-score, the best results were obtained with EfficientNet B7. The presence of periapical hypodensity lesions was associated with endodontic technical errors. In contrast, the absence of endodontic technical errors was associated with the absence of hypodensity. CONCLUSIONS: Quality evaluation of the endodontic treatment performed by dentists and by Siamese Network combined with EfficientNet B7 or EfficientNet B1 networks was comparable with a slight superiority for the Siamese Network. CLINICAL RELEVANCE: CNNs have the potential to be used as a support and standardization tool in assessing endodontic treatment quality in clinical practice.


Assuntos
Tratamento do Canal Radicular , Tomografia Computadorizada de Feixe Cônico Espiral , Humanos , Tomografia Computadorizada de Feixe Cônico/métodos , Assistência Odontológica , Dente Molar
2.
Imaging Sci Dent ; 52(3): 267-273, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-36238703

RESUMO

Purpose: The aim of this study was to assess the influence of kilovoltage-peak (kVp) and the metal artifact reduction (MAR) tool on the detection of buccal and lingual peri-implant dehiscence in the presence of titanium-zirconia (Ti-Zr) and zirconia (Zr) implants in cone-beam computed tomography (CBCT) images. Materials and Methods: Twenty implant sites were created in the posterior region of human mandibles, including control sites (without dehiscence) and experimental sites (with dehiscence). Individually, a Ti-Zr or Zr implant was placed in each implant site. CBCT scans were performed using a Picasso Trio device, with variation in the kVp setting (70 or 90 kVp) and whether the MAR tool was used. Three oral radiologists scored the detection of dehiscence using a 5-point scale. The area under the receiver operating characteristic (ROC) curve, sensitivity, and specificity were calculated and compared by multi-way analysis of variance (α=0.05). Results: The kVp, cortical plate involved (buccal or lingual cortices), and MAR did not influence any diagnostic values (P>0.05). The material of the implant did not influence the ROC curve values (P>0.05). In contrast, the sensitivity and specificity were statistically significantly influenced by the implant material (P<0.05) with Zr implants showing higher sensitivity values and lower specificity values than Ti-Zr implants. Conclusion: The detection of peri-implant dehiscence was not influenced by kVp, use of the MAR tool, or the cortical plate. Greater sensitivity and lower specificity were shown for the detection of peri-implant dehiscence in the presence of a Zr implant.

3.
Sensors (Basel) ; 22(17)2022 Aug 28.
Artigo em Inglês | MEDLINE | ID: mdl-36080940

RESUMO

Imaging examinations are of remarkable importance for diagnostic support in Dentistry. Imaging techniques allow analysis of dental and maxillofacial tissues (e.g., bone, dentine, and enamel) that are inaccessible through clinical examination, which aids in the diagnosis of diseases as well as treatment planning. The analysis of imaging exams is not trivial; so, it is usually performed by oral and maxillofacial radiologists. The increasing demand for imaging examinations motivates the development of an automatic classification system for diagnostic support, as proposed in this paper, in which we aim to classify teeth as healthy or with endodontic lesion. The classification system was developed based on a Siamese Network combined with the use of convolutional neural networks with transfer learning for VGG-16 and DenseNet-121 networks. For this purpose, a database with 1000 sagittal and coronal sections of cone-beam CT scans was used. The results in terms of accuracy, recall, precision, specificity, and F1-score show that the proposed system has a satisfactory classification performance. The innovative automatic classification system led to an accuracy of about 70%. The work is pioneer since, to the authors knowledge, no other previous work has used a Siamese Network for the purpose of classifying teeth as healthy or with endodontic lesion, based on cone-beam computed tomography images.


Assuntos
Tomografia Computadorizada de Feixe Cônico , Dente , Redes Neurais de Computação
4.
BMC Med Imaging ; 22(1): 4, 2022 01 05.
Artigo em Inglês | MEDLINE | ID: mdl-34983424

RESUMO

BACKGROUND: This study aimed to investigate the effect of automatic exposure compensation (AEC) of intraoral radiographic systems on the gray values of dental tissues in images acquired with or without high-density material in the exposed region using different exposure times and kilovoltages. The influence of the distance of the high-density material was also investigated. METHODS: Radiographs from the molar region of two mandibles were obtained using the RVG 6100 and the Express systems, operating at 60 and 70 kV and 0.06, 0.10, and 0.16 s. Subsequently, a titanium implant was inserted in the premolar's socket and other images were acquired. Using the ImageJ software, two regions of interest were determined on the enamel, coronary dentine, root dentine, and pulp of the first and second molars to obtain their gray values. RESULTS: In the RVG 6100, the implant did not affect the gray values (p > 0.05); the increase in kV decreased it in all tissues (p < 0.05), and the exposure time affected only the root dentine and pulp. In the Express, only enamel and coronary dentine values changed (p < 0.05), decreasing with the implant presence and/or with the increase in exposure factors. The distance of the implant did not affect the results (p > 0.05). CONCLUSIONS: AEC's performance varies between the radiographic systems. Its effect on the gray values depends not only on the presence or absence of high-density material but also on the kV and exposure time used.


Assuntos
Processamento de Imagem Assistida por Computador/métodos , Radiografia Dentária Digital/métodos , Esmalte Dentário/diagnóstico por imagem , Polpa Dentária/diagnóstico por imagem , Dentina/diagnóstico por imagem , Humanos , Mandíbula/diagnóstico por imagem
5.
Clin Oral Investig ; 26(4): 3533-3545, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35064813

RESUMO

OBJECTIVES: To evaluate the effect of a collagen sponge containing simvastatin on socket healing in terms of bone microarchitecture through tomographic analysis, pain, and swelling after impacted third molar extraction. MATERIALS AND METHODS: In this single-blind, split-mouth, randomized clinical trial, 29 patients undergoing impacted third molar extraction were allocated into two groups: (i) test group, a collagen sponge containing simvastatin was inserted within the sockets; and (ii) control group, in which sockets retained the clot. Bone volume (BV), bone volume fraction (BV/TV), trabecular thickness (Tb.Th), trabecular spacing (Tb.Sp), and gray scale were evaluated using cone beam computed tomography (CBCT) acquired immediately postoperative and 3 months after surgery. Pain, swelling, and wound healing were evaluated using the 10-point visual analogue scale, three extra-oral reference measurements, and the Landry index. RESULTS: In total, 22 participants remained in the study; no loss-to-follow-up was related to the intervention. BV and BV/TV were significantly higher at 3 months postoperatively in the test group compared with the control group and were correlated with greater bone trabeculation. Pain, edema, and the Landry index revealed a greater inflammatory response in the test group during early repair. Simvastatin contributed to bone healing, with no adverse effects or postoperative complications. CONCLUSIONS: The absorbable collagen sponge containing simvastatin improved BV, BV/TV, and trabecular bone, indicating the potential of this drug to induce the formation of autogenous bone. CLINICAL RELEVANCE: Intraosseous statins represent a promising, low-cost, and easy-to-use alternative for alveolar ridge preservation and bone regeneration. TRIAL REGISTRATION: Brazilian Registry of Clinical Trials (REBEC), No. RBR-523N7R.


Assuntos
Perda do Osso Alveolar , Aumento do Rebordo Alveolar , Perda do Osso Alveolar/cirurgia , Aumento do Rebordo Alveolar/métodos , Edema/tratamento farmacológico , Humanos , Dente Serotino/cirurgia , Dor/etiologia , Sinvastatina/farmacologia , Sinvastatina/uso terapêutico , Método Simples-Cego , Extração Dentária/efeitos adversos , Alvéolo Dental/diagnóstico por imagem , Alvéolo Dental/cirurgia
6.
Rev. cir. traumatol. buco-maxilo-fac ; 20(1): 13-17, jan.-mar. 2020. tab
Artigo em Português | BBO - Odontologia, LILACS | ID: biblio-1253530

RESUMO

Introdução: Quando presente, o terceiro molar inferior (3MI) pode causar vários problemas aos pacientes, dentre esses os defeitos periodontais com comprometimento do segundo molar inferior (2MI). Esta pesquisa teve como objetivo avaliar a correlação do posicionamento dos 3MI com as alterações periodontais nos 2MI. Metodologia: Tratou-se de um estudo prospectivo de coorte, do qual participaram pacientes com presença de 3MI. As tomografias foram avaliadas, e registrada a posição do 3MI, de acordo com a classificação de Winter (vertical, mésio-angular, disto-angular e horizontal). Foram avaliadas as variáveis índice de placa, profundidade de sondagem, sangramento à sondagem, nível clínico de inserção e recessão gengival. Resultados: A amostra foi composta por 32 pacientes (42 dentes). Os dentes classificados como mésio-angulares apresentaram os maiores índices de profundidade de sondagem tanto nos sítios distais quanto nos mesiais do 2MI (média 3,41mm), em comparação às demais angulações. Sangramento à sondagem (7 dentes) e índice de placa (12 dentes) estiveram mais presentes nos dentes verticais. Nenhum dente apresentou recessão gengival. Conclusões: Os 3MI mesioangulares demonstraram os piores resultados em relação à profundidade de sondagem do 2MI, e os verticais apresentaram maior sangramento à sondagem e maior índice de placa... (AU)


Introduction: When present, the lower third molar (3MI) can cause several problems to patients, including periodontal defects with involvement of the second lower molar (2MI). The objective of this research was to evaluate the correlation of the 3MI positioning with the periodontal changes in the 2MI. Methodology: This was a prospective cohort study involving patients with 3MI. The tomographs were evaluated and the position of the 3MI was recorded according to Winter's classification (vertical, mesio-angular, distal-angular and horizontal). The variables plaque index, probing depth, bleeding on probing, clinical insertion level and gingival recession were evaluated. Results: The sample consisted of 32 patients (42 teeth). The mesioangular teeth presented the highest probing depth indices in both the distal and mesial sites of the 2MI (average 3.41mm), compared to the other angles. Bleeding the probing (7 teeth) and plaque index (12 teeth) were more present in the vertical teeth. No teeth showed gingival recession. Conclusions: The mesioangular 3MI showed the worst results in relation to the 2MI probing depth, and the vertical ones showed greater bleeding on probing and higher plaque índex... (AU)


Assuntos
Humanos , Masculino , Feminino , Cirurgia Bucal , Estudos de Coortes , Dente Serotino , Dente , Índice Periodontal , Saúde , Retração Gengival
7.
Imaging Sci Dent ; 50(4): 281-290, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33409136

RESUMO

PURPOSE: The objective of the present study was to evaluate the prevalence of dental implants positioning errors and their associations with adjacent structures and anatomical variations by means of cone-beam computed tomography (CBCT). MATERIALS AND METHODS: CBCT images of 207 patients (584 dental implants) were evaluated by 2 oral radiologists. The distance between the implant and the adjacent teeth/implants was measured and classified as adequate (≥1.5 mm and ≥3 mm, respectively) or inadequate. The presence of thread exposure, cortical perforation, implant dehiscence, implant penetration into adjacent structures, and anatomical variations was also recorded. The incisor canal diameter and the depth of the concavity of the submandibular fossa were measured in order to evaluate their correlations with the frequency of implant penetration in these structures. Descriptive analyses, the Fisher exact test, and Spearman correlation analysis were performed (α=0.05). RESULTS: The overall prevalence of positioning errors was 82.9%. The most common error was the inadequate distance between the implant and the adjacent teeth/implants. The presence of anatomical variations did not significantly influence the overall prevalence of errors (P>0.05). There was a positive correlation between the diameter of the incisor canal and the frequency of implant penetration in this structure (r=0.232, P<0.05). CONCLUSION: There was a high prevalence of dental implant positioning errors, and positioning errors were not associated with the presence of anatomical variations. Professionals should be aware of the space available for implant placement during the preoperative planning stage.

8.
Indian J Dent Res ; 30(5): 665-669, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31854354

RESUMO

OBJECTIVES: : The aim of this study was to assess, using the CDR Wireless®, the effect of different exposure times on caries detection and pixel intensity values. MATERIALS AND METHODS: Forty teeth were x-rayed using a Schick CDR Wireless sensor at eight different exposure times - 0.06, 0.10, 0.13, 0.16, 0.20, 0.25, 0.30, and 0.32 s. Four observers evaluated the images for presence of carious lesions scoring proximal surfaces of each tooth on a 5-point scale. Scores were compared to histological sections of the teeth. Accuracy was evaluated by means of ROC curve analysis. Radiographs of an aluminum step wedge were obtained using the same eight exposure times. Pixel intensity measurements were obtained, and mean pixel values were statistically analyzed using linear regression. RESULTS: The Az for each exposure time varied from 0.53 to 0.62. Two-way analysis of variance and Tukey test demonstrated that the exposure time of 0.25 s presented the best result and was significantly higher than 0.30 s and 0.35 s. In regard to mean pixel values, two different behaviors were observed, and the exposure time of 0.20 s presented mean pixel values in both phases. CONCLUSION: The performance of the exposure times from 0.06 s to 0.25 s was satisfactory for proximal caries detection, and 0.25 s is the best as indicated for this finality. CLINICAL RELEVANCE: Considering that a reduction of exposure time represents a reduction of patient exposure dose, and this reduction cannot neglect image quality, the behavior of any digital system must be carefully evaluated.


Assuntos
Cárie Dentária , Radiografia Dentária Digital , Humanos , Dente Molar , Variações Dependentes do Observador , Curva ROC
10.
Braz. dent. j ; 29(1): 99-104, Jan.-Feb. 2018. tab, graf
Artigo em Inglês | LILACS | ID: biblio-888715

RESUMO

Abstract Imaging exams have important role in diagnosis of cemento-osseous dysplasia (COD). Cone beam computed tomography (CBCT) stands out for allowing three-dimensional image evaluation. This study aimed to assess the prevalence of cases diagnosed as COD on CBCT scans, as well identify the main imaging features related to these lesions. An analysis was performed in a database containing 22,400 radiological reports, in which all cases showing some type of COD were initially selected. These CBCT exams were reevaluated to confirm the radiographic diagnosis and determine the prevalence and distribution of the types of COD with regard to gender, age and preferred location, while describing its most common imaging aspects. Data were presented using descriptive analyses. There were 82 cases diagnosed as COD in the CBCT images (prevalence of 0.4%). The distribution of patients was 11 (13.4%) male and 71 (86.6%) female, with a mean age of 49.8 years (age-range 17-85 years). There were 47 (57.3%) cases of periapical COD, 23 (28%) of focal COD and 12 (14.6%) of florid COD. The mandible was more affected than the maxilla. In most cases, the lesions were mixed or hyperdense. All COD had well-defined limits and there were no cases of tooth displacement. In conclusion, periapical COD was the most common type and the most affected bone was the mandible. Imaging evaluation is critical for diagnosis and dentists should bear in mind all possible radiographic presentations of COD in order to prevent misleading diagnoses and consequently, inadequate treatments.


Resumo Os exames por imagem têm papel importante no diagnóstico da displasia cemento-óssea (DCO). A tomografia computadorizada por feixe cônico (TCFC) se destaca por permitir a avaliação tridimensional da imagem. O objetivo neste estudo foi avaliar a prevalência de casos diagnosticados como DCO nos exames de TCFC, bem como identificar as principais características de imagem relacionadas a essas lesões. Uma análise foi realizada em um banco de dados contendo 22.400 laudos radiológicos, no qual todos os casos que apresentavam algum tipo de DCO foram inicialmente selecionados. Estes exames foram reavaliados para confirmar o diagnóstico radiográfico e determinar a prevalência e distribuição dos tipos de DCO em relação ao sexo, idade e localização preferencial, além de descrever seus aspectos imaginológicos mais comuns. Os dados foram apresentados por meio de análise descritiva. Oitenta e dois casos foram diagnosticados como DCO nas imagens de TCFC (prevalência de 0,4%). A distribuição dos pacientes foi de 11 (13,4%) homens e 71 (86,6%) mulheres, com idade média de 49,8 anos (faixa etária de 17 a 85 anos). Houve 47 (57,3%) casos de DCO periapical, 23 (28%) de DCO focal e 12 (14,6%) de DCO florida. A mandíbula foi mais afetada que a maxila. Na maioria dos casos, as lesões foram mistas ou hiperdensas. Todas as DCO apresentaram limites bem definidos e não houve casos de deslocamento dentário. Em conclusão, a DCO periapical foi o tipo mais comum e o osso mais afetado foi a mandíbula. A avaliação da imagem é crítica para o seu diagnóstico e os dentistas devem ter em mente todas as possíveis apresentações radiográficas da DCO, a fim de prevenir diagnósticos enganosos e, conseqüentemente, tratamentos inadequados.


Assuntos
Humanos , Masculino , Feminino , Adolescente , Adulto , Pessoa de Meia-Idade , Idoso , Idoso de 80 Anos ou mais , Adulto Jovem , Cementoma/diagnóstico por imagem , Tomografia Computadorizada de Feixe Cônico/métodos
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