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Radiomic texture mapping improves visualization of simulated condylar bone lesions in CBCT. 放射学纹理映射提高了模拟髁突骨病变在CBCT中的可视化。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-14 DOI: 10.1093/dmfr/twag003
Victoria Geisa Brito de Oliveira, Larissa Ferreira Ribeiro, Jeniffer de Paula Reis, Mônica Ghislaine Oliveira Alves, André Luiz Ferreira Costa, Sérgio Lúcio Pereira de Castro Lopes

Objectives: This study aimed to assess whether texture feature maps (TFMs) derived from CBCT images improve the detection of small simulated condylar defects and to examine the influence of voxel size.

Methods: Eight dry mandibles received three spherical defects (0.9, 1.0, 1.2 mm) in each condyle. CBCT scans were performed at voxel sizes of 0.20 mm and 0.40 mm. Sagittal and coronal slices were exported and processed in MaZda software to generate GLCM-based texture maps (contrast, entropy, etc). Three experienced radiologists independently evaluated randomized images for the presence of cortical defects. Kappa, McNemar, and Fisher tests (α = 0.05) were used.

Results: Contrast-based TFMs yielded the highest diagnostic performance, with Kappa values ranging from 0.78-1.00 and significant improvement over unprocessed images (p < 0.05). Entropy maps showed the poorest performance. There was no significant effect of voxel size or defect dimension. TFMs enhanced interobserver agreement.

Conclusions: Texture feature maps, especially based on contrast, may enhance visualization of subtle condylar bone defects independent of voxel size. This post-processing approach could provide a low-dose adjunct to improve CBCT diagnostic confidence in TMJ imaging.

Advances in knowledge: This study introduces the use of texture feature maps in CBCT evaluation of the mandibular condyle, demonstrating that contrast-based mapping enhances detection of subtle bone defects and may support early TMJ diagnosis.

目的:本研究旨在评估基于CBCT图像的纹理特征图(tfm)是否能改善模拟髁突小缺陷的检测,并研究体素大小的影响。方法:8例干性下颌骨各髁突3个球形缺损(0.9、1.0、1.2 mm)。在体素尺寸为0.20 mm和0.40 mm时进行CBCT扫描。在马自达软件中导出矢状面和冠状面切片并进行处理,生成基于glcm的纹理图(对比度、熵等)。三位经验丰富的放射科医生独立评估随机图像是否存在皮质缺损。采用Kappa、McNemar和Fisher检验(α = 0.05)。结果:基于对比度的tfm具有最高的诊断性能,Kappa值在0.78-1.00之间,与未经处理的图像相比有显著改善(p)。结论:纹理特征图,特别是基于对比度的纹理特征图,可以增强与体素大小无关的微妙髁突骨缺损的可视化。这种后处理方法可以提供低剂量辅助,以提高CBCT在TMJ成像中的诊断可信度。知识进展:本研究介绍了纹理特征图在下颌髁的CBCT评估中的应用,表明基于对比度的映射增强了对细微骨缺陷的检测,并可能支持早期TMJ诊断。
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引用次数: 0
Age and Gender Based Variations in Upper Pharyngeal Airway Space: A Retrospective Study on the Upper Egypt Population. 基于年龄和性别的上咽气道空间变化:对上埃及人群的回顾性研究。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-14 DOI: 10.1093/dmfr/twag005
Dina Gamil Anis, Rania Yousif ElMasry, Maha Eshaq Amer, Norhan Aly Abdelhaleem, Nermien Aly Mohamed

Objectives: Upper airway assessment is crucial due to its impact on craniofacial growth and airway-related disorders. This retrospective observational cross-sectional study aimed to evaluate the upper pharyngeal airway space volume and minimum cross-sectional area in a normal sample from Upper Egypt population, analyzing age and gender-related variations using cone-beam computed tomography.

Methods: Ninety cone beam computed tomography scans of patients aged 18 to 60 years were evaluated. The sample was divided into three groups (Group I: ≤20 years, Group II: 21-40 years, and Group III: >40 years). Each group was further divided into two subgroups according to gender. Nasopharyngeal, oropharyngeal, hypopharyngeal, and total airway volumes, as well as the minimum cross-sectional area, were calculated using Dolphin 3D® software. Two-way ANOVA with Bonferroni post hoc test was used for statistical analysis.

Results: The findings revealed significant gender differences. Males exhibited larger airway dimensions across all age groups except for nasopharyngeal volumes in adults over 20 years. A decline in airway volumes and minimum cross-sectional area in individuals over 40 years. The most constricted airway area predominantly occurred in the oropharynx. A strong positive correlation exists between minimum cross-sectional area and airway volumes. Very good inter- and intra-observer agreement.

Conclusions: Upper pharyngeal airway dimensions in a sample of the Upper Egyptian population are influenced by age and gender, highlighting the need for age and gender specific considerations in the diagnosis and treatment.

Advances in knowledge: This study is the first to evaluate age and gender-related variations in upper pharyngeal airway volume within the Upper Egypt population. Also, it introduces a discriminant model that provides a probabilistic classification of the site of minimum cross-sectional area with 62.2% accuracy.

目的:上气道评估是至关重要的,因为它影响颅面生长和气道相关疾病。这项回顾性观察性横断面研究旨在评估上埃及人群正常样本的上咽气道空间体积和最小横截面积,并使用锥束计算机断层扫描分析年龄和性别相关的变化。方法:对90例年龄在18 ~ 60岁的患者进行锥形束计算机断层扫描。将样本分为3组(I组≤20岁,II组21 ~ 40岁,III组0 ~ 40岁)。每组按性别又分为两个亚组。使用Dolphin 3D®软件计算鼻咽、口咽、下咽和气道总容积以及最小横截面积。采用Bonferroni事后检验的双因素方差分析进行统计分析。结果:性别差异显著。除了20岁以上的成年人鼻咽容积外,所有年龄组的男性气道尺寸都较大。40岁以上患者气道体积和最小横截面积下降。最狭窄的气道区域主要发生在口咽部。最小横截面积与气道容积呈正相关。非常好的观察员之间和内部协议。结论:上埃及人口样本的上咽气道尺寸受年龄和性别的影响,突出了在诊断和治疗中需要考虑年龄和性别的具体因素。知识进展:这项研究首次评估了上埃及人口中年龄和性别相关的上咽气道容积变化。同时引入了判别模型,对最小截面积位置进行了概率分类,准确率为62.2%。
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引用次数: 0
Disinfection of photostimulable phosphor plates with chlorhexidine-based substances does not affect image quality of radiographs. 用氯己定基物质对光刺激荧光粉板消毒不影响x光片的成像质量。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-14 DOI: 10.1093/dmfr/twag004
C P Borge, I F Correia-Dantas, D C Ruiz, T Gonzalez-Passos, D Q Freitas, A Farias-Gomes

Objectives: To evaluate image quality of radiographs obtained with photostimulable phosphor (PSP) plates after cleaning with 2% chlorhexidine.

Methods: Eight PSP plates were used: four from Express system and four from VistaScan system. Two plates from each system were wiped with 2% chlorhexidine in aqueous solution (CHX AQ), and the other two plates from each system with 2% chlorhexidine in alcoholic solution (CHX AL). Before cleaning and after every five cleaning cycles (up to 100 cleanings), two radiographs of an acrylic block and two of an aluminum step wedge were acquired with each PSP plate. The image's gray values were measured to assess image brightness, noise, uniformity, and contrast. Two-way repeated measures ANOVA followed by Sidak's post hoc test analyzed the influence of the number of cleanings and substance type on these parameters (α = 0.05).

Results: Considering the number of cleanings, image brightness varied for CHX AL in the Express system and CHX AQ in the VistaScan system, with no consistent pattern (p < 0.05). Noise varied for both substances in the VistaScan system, also without a clear pattern (p < 0.05). In the Express system, regarding the substance type, CHX AL resulted in lower brightness and CHX AQ in lower noise after 75 cleanings (p < 0.05). Contrast and uniformity were not affected by either the number of cleanings or the substance type (p > 0.05). Despite numerical variations in some objective parameters, overall image quality remained stable across all cleanings for both substances. No artefacts were observed in the images.

Conclusion: Regarding image quality, 2% chlorhexidine-whether aqueous or alcohol-based-can be recommended for PSP plates cleaning.

目的:评价光刺激荧光粉(PSP)片经2%氯己定清洗后的成像质量。方法:使用8块PSP板:4块来自Express系统,4块来自VistaScan系统。每个体系用2%氯己定水溶液(CHX AQ)擦拭两个板,每个体系用2%氯己定醇溶液(CHX AL)擦拭另外两个板。在清洗之前和之后,每五个清洗周期(多达100次清洗),获得两个丙烯酸块和两个铝台阶楔形的x光片与每个PSP板。测量图像的灰度值以评估图像的亮度、噪声、均匀性和对比度。双向重复测量方差分析采用Sidak事后检验分析清洗次数和物质类型对这些参数的影响(α = 0.05)。结果:考虑清洗次数,Express系统中CHX AL和vista系统中CHX AQ的图像亮度存在差异,但无一致规律(p < 0.05)。尽管在一些客观参数的数值变化,整体图像质量保持稳定在所有清洗两种物质。在图像中没有观察到人工制品。结论:考虑到图像质量,推荐2%的氯己定(无论是水基还是醇基)用于PSP平板清洗。
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引用次数: 0
Correlation between temporomandibular joint space and different degrees of anterior disc displacement: a systematic review. 颞下颌关节间隙与不同程度前椎间盘移位的相关性:一项系统综述。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-14 DOI: 10.1093/dmfr/twag002
Yingxuan Teng, Jiayang Chen, Ruohan Ma, Shuo Wang, Gang Li

Objective: This review aims to systematically summarize the current studies on the correlation between different degrees of anterior disc displacement (ADD) and temporomandibular joint (TMJ) space.

Materials and methods: Study protocol was carried out based on the preferred reporting items for systematic review and meta-analysis protocols (PRISMA). The PubMed, Scopus, Web of Science and China National Knowledge Infrastructure (CNKI) databases were searched to find the relevant articles from database up to February 13, 2025. Studies that evaluated the correlation between ADD and TMJ spaces were included. We excluded intervention studies, case reports, case series, reviews, systematic reviews, opinion articles, book chapters, and studies involving populations with comorbidities potentially affecting the joints. The risk of bias was assessed using the QUADAS-2 tool.

Results: Of the 1109 articles retrieved, a total of 10 articles on the correlation between different degrees of ADD and TMJ spaces were included after evaluation of the title, abstract, and full text. Throughout different degree of anterior disc displacement (ADD), variations in anterior joint space (AJS) and posterior joint space (PJS) exist due to condyle displacement. When the progresses further to anterior disc displacement without reduction (ADDWoR), the superior joint space (SJS) becomes narrow.

Conclusion: There was a stepwise correlation between the TMJ spaces and the degree of ADD. The AJS and PJS tends to be various in different ADD groups, and the SJS tends to be narrowed in ADDWoR patients. Future studies should standardize methodologies to validate its clinical applicability.

目的:系统总结不同程度前盘移位(ADD)与颞下颌关节(TMJ)间隙相关性的研究现状。材料和方法:研究方案基于系统评价和荟萃分析方案(PRISMA)的首选报告项目进行。检索PubMed、Scopus、Web of Science和CNKI数据库,检索截至2025年2月13日的相关文章。包括评估ADD与颞下颌关节间隙相关性的研究。我们排除了干预研究、病例报告、病例系列、综述、系统综述、观点文章、书籍章节和涉及可能影响关节的合并症人群的研究。使用QUADAS-2工具评估偏倚风险。结果:在检索到的1109篇文献中,经标题、摘要、全文评价,共纳入10篇不同程度ADD与TMJ空间相关的文献。在不同程度的椎间盘前移位(ADD)中,由于髁突移位,存在关节前间隙(AJS)和关节后间隙(PJS)的变化。当进一步发展为无复位前盘移位(ADDWoR)时,上关节间隙(SJS)变得狭窄。结论:颞下颌关节间隙与ADD程度呈逐步相关,不同ADD组的AJS和PJS有不同的趋势,ADDWoR患者的SJS有变窄的趋势。未来的研究应规范方法以验证其临床适用性。
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引用次数: 0
Artificial intelligence-based fully automatic 3D paranasal sinus segmentation. 基于人工智能的全自动3D鼻窦分割。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf057
Meryem Kaygısız Yiğit, Alp Pınarbaşı, Meryem Etöz, Şuayip Burak Duman, İbrahim Şevki Bayrakdar

Objectives: Precise 3D segmentation of paranasal sinuses is essential for accurate diagnosis and treatment. This study aimed to develop a fully automated segmentation algorithm for the paranasal sinuses using the nnU-Net v2 architecture.

Methods: The nnU-Net v2-based segmentation algorithm was developed using Python 3.6.1 and the PyTorch library, and its performance was evaluated on a dataset of 97 cone beam CT (CBCT) scans. Ground truth annotations were manually generated by expert radiologists using the 3D Slicer software, employing a polygonal labelling technique across sagittal, coronal, and axial planes. Model performance was assessed using several quantitative metrics, including accuracy, Dice coefficient (DC), sensitivity, precision, Jaccard index, area under the curve (AUC), and 95% Hausdorff distance (95% HD).

Results: The nnU-Net v2-based algorithm demonstrated high segmentation performance across all paranasal sinuses. DC values were 0.94 for the frontal, 0.95 for the sphenoid, 0.97 for the maxillary, and 0.88 for the ethmoid sinuses. Accuracy scores exceeded 99% for all sinuses. The 95% HD values were 0.51 mm for both the frontal and maxillary sinuses, 0.85 mm for the sphenoid sinus, and 1.17 mm for the ethmoid sinus. Jaccard indices were 0.90, 0.91, 0.94, and 0.80, respectively.

Conclusions: This study highlights the high accuracy and precision of the nnU-Net v2-based CNN model in the fully automated segmentation of paranasal sinuses from CBCT images. The results suggest that the proposed model can significantly contribute to clinical decision-making processes, facilitating diagnostic and therapeutic procedures.

目的:精确的鼻窦三维分割是准确诊断和治疗的必要条件。本研究旨在利用nnU-Net v2架构开发一种完全自动化的鼻窦分割算法。方法:基于Python 3.6.1和PyTorch库开发基于nnU-Net v2的分割算法,并在97个锥束ct扫描数据集上对其性能进行评价。地面真相注释是由放射科专家使用3D切片器软件手动生成的,在矢状面、冠状面和轴向面采用多边形标记技术。使用几个定量指标评估模型的性能,包括准确性、Dice系数(DC)、灵敏度、精度、Jaccard指数、曲线下面积(AUC)和95% Hausdorff距离(95% HD)。结果:基于nnU-Net v2的算法在所有鼻窦中表现出较高的分割性能。额骨的Dice Coefficient (DC)值为0.94,蝶窦为0.95,上颌为0.97,筛窦为0.88。所有鼻窦的准确率评分均超过99%。额窦和上颌窦的95% Hausdorff距离(95% HD)均为0.51 mm,蝶窦为0.85 mm,筛窦为1.17 mm。Jaccard指数分别为0.90、0.91、0.94和0.80。结论:本研究突出了基于nnU-Net v2的CNN模型在CBCT图像中鼻窦的全自动分割中具有较高的准确性和精密度。结果表明,所提出的模型可以显著促进临床决策过程,促进诊断和治疗程序。
{"title":"Artificial intelligence-based fully automatic 3D paranasal sinus segmentation.","authors":"Meryem Kaygısız Yiğit, Alp Pınarbaşı, Meryem Etöz, Şuayip Burak Duman, İbrahim Şevki Bayrakdar","doi":"10.1093/dmfr/twaf057","DOIUrl":"10.1093/dmfr/twaf057","url":null,"abstract":"<p><strong>Objectives: </strong>Precise 3D segmentation of paranasal sinuses is essential for accurate diagnosis and treatment. This study aimed to develop a fully automated segmentation algorithm for the paranasal sinuses using the nnU-Net v2 architecture.</p><p><strong>Methods: </strong>The nnU-Net v2-based segmentation algorithm was developed using Python 3.6.1 and the PyTorch library, and its performance was evaluated on a dataset of 97 cone beam CT (CBCT) scans. Ground truth annotations were manually generated by expert radiologists using the 3D Slicer software, employing a polygonal labelling technique across sagittal, coronal, and axial planes. Model performance was assessed using several quantitative metrics, including accuracy, Dice coefficient (DC), sensitivity, precision, Jaccard index, area under the curve (AUC), and 95% Hausdorff distance (95% HD).</p><p><strong>Results: </strong>The nnU-Net v2-based algorithm demonstrated high segmentation performance across all paranasal sinuses. DC values were 0.94 for the frontal, 0.95 for the sphenoid, 0.97 for the maxillary, and 0.88 for the ethmoid sinuses. Accuracy scores exceeded 99% for all sinuses. The 95% HD values were 0.51 mm for both the frontal and maxillary sinuses, 0.85 mm for the sphenoid sinus, and 1.17 mm for the ethmoid sinus. Jaccard indices were 0.90, 0.91, 0.94, and 0.80, respectively.</p><p><strong>Conclusions: </strong>This study highlights the high accuracy and precision of the nnU-Net v2-based CNN model in the fully automated segmentation of paranasal sinuses from CBCT images. The results suggest that the proposed model can significantly contribute to clinical decision-making processes, facilitating diagnostic and therapeutic procedures.</p>","PeriodicalId":11261,"journal":{"name":"Dento maxillo facial radiology","volume":" ","pages":"61-72"},"PeriodicalIF":2.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144714977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a fully automated dental age estimation framework from panoramic radiographs using tooth-level information with an attention-weighting module. 一个全自动化牙齿年龄估计框架的发展,从全景x光片使用牙齿水平信息与一个注意力加权模块。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf063
Witsarut Upalananda, Sangsom Prapayasatok, Sakarat Na Lampang, Ornicha Dilokrattanaphichit, Chawin Chairat, Sitthichok Chaichulee

Objective: This study aimed to develop a fully automated and explainable framework for dental age estimation from panoramic radiographs in young individuals.

Methods: A dataset of 1639 radiographs from individuals aged 8 to 23 years was used. The proposed 2-stage pipeline involved: (1) oriented tooth detection using the YOLO11-OBB model and (2) age estimation using deep learning-based regression models with an attention-weighting module to aggregate predictions from individual teeth. Auxiliary features, including the presence of deciduous teeth and sex, were also evaluated for their impact on model performance.

Results: For the first stage, the tooth detection model achieved an F1 score of 0.981, demonstrating accurate tooth localization and identification. In the later stage, the best-performing model, DenseNet-121 with the deciduous teeth feature, achieved a mean absolute error (MAE) of 1.05 ± 0.95 years. Compared to traditional methods, the proposed framework significantly reduced the MAE.

Conclusions: This study developed an explainable, high-performing deep learning framework that offers a promising solution for real-world age estimation in the forensic domain.

目的:本研究旨在开发一个完全自动化和可解释的框架,用于从全景x线片估计年轻人的牙齿年龄。方法:使用1639张8 - 23岁个体的x线片数据集。提出的两阶段管道包括:(1)使用YOLO11-OBB模型进行定向牙齿检测;(2)使用基于深度学习的回归模型进行年龄估计,该模型带有一个注意力加权模块,以汇总来自单个牙齿的预测。辅助特征,包括乳牙的存在和性别,也评估了它们对模型性能的影响。结果:第一阶段,牙齿检测模型的f1得分为0.981,能够准确定位和识别牙齿。在后期,表现最好的模型DenseNet-121具有乳牙特征,平均绝对误差(MAE)为1.05±0.95年。与传统方法相比,该框架显著降低了MAE。结论:本研究开发了一个可解释的、高性能的深度学习框架,为法医领域的真实年龄估计提供了一个有希望的解决方案。
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引用次数: 0
Radiological assessment of dissected cervical lymph nodes in level III affected by the area of supraomohyoid neck dissection. 肩胛舌骨上颈清扫区对III级颈清扫淋巴结影响的影像学评价。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf065
Yohei Takeshita, Yoshio Ohyama, Soichiro Ibaragi, Yuki Matsushita, R Shane Tubbs, Norio Kitagawa, Toshiyuki Kawazu, Miki Hisatomi, Shunsuke Okada, Mamiko Fujikura, Yoshinobu Yanagi, Joe Iwanaga

Objectives: To compare the number of dissected cervical lymph nodes in the anatomical level III with that in supraomohyoid neck dissection (SOHND) level III affected by the anatomical relationship between the omohyoid muscle and cricoid cartilage using contrast-enhanced CT (CE-CT) images to assess the validity of the current SOHND.

Methods: CE-CT images of the patients who suffered from malignant tumours in the oral and maxillofacial regions were reviewed. The number of cervical lymph nodes both in the anatomical level III (area between the centre of the inferior border of the hyoid bone [HB] and the inferior border of the cricoid cartilage [CC]) and SOHND level III (area between HB and the intersection of the omohyoid muscle and internal jugular vein [OM-IJ]) were recorded, respectively.

Results: The rate of patients whose number of lymph nodes in level III was affected by the positional relationship between the OM-IJ and CC was almost equal in males and females. As for the patients with OM-IJ below the CC, the number of lymph nodes in SOHND level III increased from that of anatomical level III. Females showed significantly higher values than males (P < .05). Meanwhile, for patients with OM-IJ at or above the CC, the number of lymph nodes in SOHND level III decreased from that of anatomical level III.

Conclusions: The number of dissected cervical lymph nodes differed between the SOHND dissection area and levels I, II, and III. In most cases, SOHND dissects more cervical lymph nodes, especially in female patients.

目的:通过对比增强CT (CE-CT)图像,比较解剖III级与肩胛舌骨上颈夹层(SOHND)解剖III级受肩胛舌骨肌与环状软骨解剖关系影响的颈部淋巴结清扫数,评价当前SOHND的有效性。方法:回顾性分析口腔颌面部恶性肿瘤患者的CE-CT影像。分别记录解剖水平III(舌骨下缘中心(HB)与环状软骨下缘(CC)之间的区域)和SOHND水平III (HB与肩胛舌骨肌和颈内静脉交点(OM-IJ)之间的区域)的颈部淋巴结数量。结果:受OM-IJ与CC位置关系影响III级淋巴结数的患者,男女比例基本相等。CC以下OM-IJ患者,SOHND III节淋巴结数较解剖III节增加。结论:SOHND清扫区及ⅰ、ⅱ、ⅲ节段的颈淋巴结清扫数存在差异。在大多数情况下,SOHND会清扫更多的颈部淋巴结,尤其是女性患者。
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引用次数: 0
Does the disinfection of a photostimulable phosphor plate receptor with peracetic acid impair carious lesions diagnosis? 用过氧乙酸消毒光刺激荧光粉板受体会损害龋齿病变的诊断吗?
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf067
Débora Costa Ruiz, Francisco Haiter-Neto, Hugo Gaêta-Araujo, Deborah Queiroz Freitas

Objectives: To investigate the impact of disinfecting a photostimulable phosphor plate (PSP) receptor with peracetic acid on proximal carious lesions diagnosis. Additionally, to evaluate and measure artefacts caused by disinfection.

Methods: The proximal surfaces of 40 posterior teeth were evaluated by microcomputed tomography to confirm whether they were sound or carious. These teeth were then mounted in 20 phantoms. Using a PSP receptor (Express System), 1 radiograph of each phantom was acquired. Then, 20 disinfections with peracetic acid were performed, corresponding to a disinfection cycle. After the first disinfection cycle, new radiographs were acquired. This process was repeated 9 times, totalling 200 disinfections (10 cycles × 20 disinfections) and 220 radiographs (200 radiographs + 20 baseline radiographs). The radiographs were assessed independently by 5 examiners for carious lesions diagnosis. A radiologist identified and measured the size of the artefacts. Area under the receiver-operating characteristic curve, sensitivity, and specificity were calculated and compared among the number of disinfections by analysis of variance (α = 0.05). The weighted Kappa index evaluated intra- and inter-examiner agreements.

Results: The disinfections did not affect the diagnostic metrics for detecting proximal carious lesions (P > .05). After 200 disinfections, the biggest artefact measured 0.24 cm. Intra- and inter-examiner agreements ranged from moderate to substantial (0.60-0.69) and from fair to moderate (0.34-0.60).

Conclusions: After 200 disinfections, the radiographic detection of proximal carious lesions remains unaffected by the disinfection with peracetic acid, and the artefacts are still small.

目的:探讨过氧乙酸对光刺激磷板(PSP)受体消毒对近端龋齿病变诊断的影响。此外,评估和测量由消毒引起的伪影。方法:对40颗后牙近端表面进行微电脑断层扫描,确定其是否完好或龋坏。这些牙齿随后被安装在20个幽灵中。使用PSP受体(Express System),获得每个幻肢的一张x线片。然后用过氧乙酸消毒20次,对应一个消毒周期。在第一个消毒周期后,获得新的x线片。该过程重复9次,共消毒200次(10循环× 20次),x线片220张(200张x线片+ 20张基线x线片)。5名检查人员独立评估x线片对龋齿病变的诊断。放射科医生鉴定并测量了这些文物的大小。计算受者工作特征曲线下面积、敏感性和特异性,并通过方差分析比较各消毒次数的差异(α = 0.05)。加权Kappa指数评估内部和内部审查员的协议。结果:消毒对近端龋齿的诊断指标无影响(p < 0.05)。经过200次消毒后,最大的人工制品长0.24厘米。审查员内部和审查员之间的一致意见从中等到大量(0.60-0.69),从一般到中等(0.34-0.60)。结论:经200次消毒后,过氧乙酸消毒对近端龋齿的x线检查无明显影响,假影较小。
{"title":"Does the disinfection of a photostimulable phosphor plate receptor with peracetic acid impair carious lesions diagnosis?","authors":"Débora Costa Ruiz, Francisco Haiter-Neto, Hugo Gaêta-Araujo, Deborah Queiroz Freitas","doi":"10.1093/dmfr/twaf067","DOIUrl":"10.1093/dmfr/twaf067","url":null,"abstract":"<p><strong>Objectives: </strong>To investigate the impact of disinfecting a photostimulable phosphor plate (PSP) receptor with peracetic acid on proximal carious lesions diagnosis. Additionally, to evaluate and measure artefacts caused by disinfection.</p><p><strong>Methods: </strong>The proximal surfaces of 40 posterior teeth were evaluated by microcomputed tomography to confirm whether they were sound or carious. These teeth were then mounted in 20 phantoms. Using a PSP receptor (Express System), 1 radiograph of each phantom was acquired. Then, 20 disinfections with peracetic acid were performed, corresponding to a disinfection cycle. After the first disinfection cycle, new radiographs were acquired. This process was repeated 9 times, totalling 200 disinfections (10 cycles × 20 disinfections) and 220 radiographs (200 radiographs + 20 baseline radiographs). The radiographs were assessed independently by 5 examiners for carious lesions diagnosis. A radiologist identified and measured the size of the artefacts. Area under the receiver-operating characteristic curve, sensitivity, and specificity were calculated and compared among the number of disinfections by analysis of variance (α = 0.05). The weighted Kappa index evaluated intra- and inter-examiner agreements.</p><p><strong>Results: </strong>The disinfections did not affect the diagnostic metrics for detecting proximal carious lesions (P > .05). After 200 disinfections, the biggest artefact measured 0.24 cm. Intra- and inter-examiner agreements ranged from moderate to substantial (0.60-0.69) and from fair to moderate (0.34-0.60).</p><p><strong>Conclusions: </strong>After 200 disinfections, the radiographic detection of proximal carious lesions remains unaffected by the disinfection with peracetic acid, and the artefacts are still small.</p>","PeriodicalId":11261,"journal":{"name":"Dento maxillo facial radiology","volume":" ","pages":"112-118"},"PeriodicalIF":2.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145130113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep learning for osteoporosis screening in dental practice: a systematic review. 牙科实践中骨质疏松筛查的深度学习:系统回顾。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf052
Raiza Querrer, Lorena S Vieira, Ana Beatriz Teodoro, Nilce Santos Melo, Carla Ruffeil M Mesquita, Maria A G Silva, Paulo Tadeu de Souza Figueiredo, André Ferreira Leite

Objectives: To conduct a systematic review evaluating the performance of deep learning (DL) tools in osteoporosis screening using dental imaging and to assess whether these models have been implemented in dental practice.

Methods: Search was performed across 7 electronic databases and 2 sources of grey literature. Included studies applied DL algorithms to dental radiographs or CT in adults diagnosed with osteoporosis, using dual-energy X-ray absorptiometry (DXA) or expert assessment as the reference standard. Risk of bias was assessed using the QUADAS-2 (Quality Assessment of Diagnostic Accuracy Studies 2) tool, alongside an AI-specific checklist and GRADE to evaluate certainty of evidence.

Results: Thirteen studies met the inclusion criteria. DXA was the most common reference standard (n = 08), and panoramic radiography was the predominant imaging modality (n = 12). Accuracy was the most frequently reported metric (n = 12). Most models used pretrained convolutional neural networks, such as VGG16, GoogleNet, ResNet, and AlexNet. ResNet and EfficientNet architectures showed superior performance, particularly when combined with ensemble techniques and clinical covariates. However, no study reported external validation or implementation in dental practice, limiting their applicability.

Conclusions: All DL models demonstrated potential as supportive tools for osteoporosis screening in dentistry. However, the absence of external validation and clinical integration limits their real-world use. Future research should focus on standardization and development of accessible, validated systems.

Advances in knowledge: This systematic review is the first to show that, despite advancements in DL for osteoporosis screening, clinical applicability remains limited. It underscores the need for robust, user-friendly interfaces to facilitate integration into routine dental practice.

目的:对深度学习(DL)工具在牙科成像骨质疏松筛查中的表现进行系统评价,并评估这些模型是否已在牙科实践中实施。方法:通过7个电子数据库和2个灰色文献来源进行检索。纳入的研究将DL算法应用于诊断为骨质疏松症的成人牙科x线片或计算机断层扫描,使用双能x线吸收仪(DXA)或专家评估作为参考标准。使用QUADAS-2工具评估偏倚风险,同时使用人工智能特定清单和GRADE来评估证据的确定性。结果:13项研究符合纳入标准。DXA是最常见的参考标准(n = 08),全景x线摄影是主要的成像方式(n = 12)。准确性是最常报道的指标(n = 12)。大多数模型使用预训练的卷积神经网络,如VGG16、GoogleNet、ResNet和AlexNet。ResNet和EfficientNet体系结构表现出卓越的性能,特别是当集成技术和临床协变量相结合时。然而,没有研究报道外部验证或在牙科实践中实施,限制了它们的适用性。结论:所有DL模型都显示了作为牙科骨质疏松筛查的支持工具的潜力。然而,缺乏外部验证和临床整合限制了它们在现实世界中的使用。未来的研究应侧重于标准化和开发可访问的、经过验证的系统。知识进展:这篇系统综述首次表明,尽管DL在骨质疏松筛查方面取得了进展,但临床适用性仍然有限。它强调需要强大的,用户友好的界面,以促进整合到常规牙科实践。
{"title":"Deep learning for osteoporosis screening in dental practice: a systematic review.","authors":"Raiza Querrer, Lorena S Vieira, Ana Beatriz Teodoro, Nilce Santos Melo, Carla Ruffeil M Mesquita, Maria A G Silva, Paulo Tadeu de Souza Figueiredo, André Ferreira Leite","doi":"10.1093/dmfr/twaf052","DOIUrl":"10.1093/dmfr/twaf052","url":null,"abstract":"<p><strong>Objectives: </strong>To conduct a systematic review evaluating the performance of deep learning (DL) tools in osteoporosis screening using dental imaging and to assess whether these models have been implemented in dental practice.</p><p><strong>Methods: </strong>Search was performed across 7 electronic databases and 2 sources of grey literature. Included studies applied DL algorithms to dental radiographs or CT in adults diagnosed with osteoporosis, using dual-energy X-ray absorptiometry (DXA) or expert assessment as the reference standard. Risk of bias was assessed using the QUADAS-2 (Quality Assessment of Diagnostic Accuracy Studies 2) tool, alongside an AI-specific checklist and GRADE to evaluate certainty of evidence.</p><p><strong>Results: </strong>Thirteen studies met the inclusion criteria. DXA was the most common reference standard (n = 08), and panoramic radiography was the predominant imaging modality (n = 12). Accuracy was the most frequently reported metric (n = 12). Most models used pretrained convolutional neural networks, such as VGG16, GoogleNet, ResNet, and AlexNet. ResNet and EfficientNet architectures showed superior performance, particularly when combined with ensemble techniques and clinical covariates. However, no study reported external validation or implementation in dental practice, limiting their applicability.</p><p><strong>Conclusions: </strong>All DL models demonstrated potential as supportive tools for osteoporosis screening in dentistry. However, the absence of external validation and clinical integration limits their real-world use. Future research should focus on standardization and development of accessible, validated systems.</p><p><strong>Advances in knowledge: </strong>This systematic review is the first to show that, despite advancements in DL for osteoporosis screening, clinical applicability remains limited. It underscores the need for robust, user-friendly interfaces to facilitate integration into routine dental practice.</p>","PeriodicalId":11261,"journal":{"name":"Dento maxillo facial radiology","volume":" ","pages":"1-27"},"PeriodicalIF":2.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144526842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cone beam computed tomography for endodontics: incidental findings and respective significance. 牙髓学锥形束计算机断层扫描:偶然发现和各自的意义。
IF 2.9 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-01 DOI: 10.1093/dmfr/twaf055
Erin J Key, Nina K Anderson, Dan Colosi, Mina Mahdian

Background: The aim of this study is to determine the prevalence, distribution, and follow-up recommendations of incidental findings in cone beam computed tomography (CBCT) scans acquired for endodontic treatment.

Methods: This was a retrospective review of limited field-of-view (FOV) CBCT images for endodontic evaluation obtained at the Stony Brook University School of Dental Medicine between 2018 and 2022. All scans were reviewed by 1 oral and maxillofacial radiology (OMR) resident and all incidental findings were corroborated with the radiology report approved by 1 of 2 board-certified OMRs. Data extracted for each case included age, gender, and reason for scan; and location, diagnosis, and recommended follow-up for each incidental finding. The recommended follow-up consisted of 5 categories: no recommendation, radiographic monitoring, dental specialty evaluation, medical evaluation, or immediate evaluation.

Results: Data was obtained from 565 CBCT scans with 219 males and 346 females. The mean age was 55.4 ± 18.38. There were 349 maxillary and 216 mandibular scans. The most common incidental finding was mild to moderate mucosal disease (21.4%), then periradicular/periapical odontogenic pathology unrelated to the indication for the scan (15.2%). The most common location for an incidental finding was the gnathic bones (62.2%), then the sino-nasal complex (32.5%). The most common follow-up recommendation was dental specialty evaluation (46.2%). Twenty-five findings (2.3%) were subject to immediate follow-up recommendation.

Conclusions: Incidental findings were found in 90.5% of CBCT scans acquired for endodontic purposes. Medical evaluation or immediate evaluation was recommended for a combined 6.4% of incidental findings. Together, these findings highlight the importance of a thorough review of the entire scan by a trained specialist.

背景:本研究的目的是确定牙髓治疗中锥形束计算机断层扫描(CBCT)偶然发现的患病率、分布和随访建议。方法:回顾性分析2018-2022年在石溪大学牙科医学院获得的用于牙髓评估的有限视场(FOV) CBCT图像。所有扫描均由口腔颌面放射学(OMR)住院医师检查,所有偶然发现均与两名委员会认证的OMR之一批准的放射学报告相证实。每个病例提取的数据包括年龄、性别和扫描原因;以及每个意外发现的位置、诊断和建议随访。建议随访包括五类:无建议、影像学监测、牙科专科评估、医学评估或立即评估。结果:获得565例CBCT扫描数据,其中男性219例,女性346例。平均年龄55.4±18.38岁。上颌扫描349例,下颌骨扫描216例。最常见的意外发现是轻度至中度粘膜疾病(21.4%),其次是与扫描指征无关的根周/根尖周牙源性病理(15.2%)。意外发现的最常见部位是齿骨(62.2%),其次是鼻-鼻复合体(32.5%)。最常见的随访建议是牙科专业评估(46.2%)。25项发现(2.3%)需要立即随访建议。结论:用于牙髓治疗的CBCT扫描有90.5%的偶发发现。对于总共6.4%的意外发现,建议进行医学评估或立即评估。总之,这些发现强调了由训练有素的专家对整个扫描进行彻底检查的重要性。
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引用次数: 0
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Dento maxillo facial radiology
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