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Synergistic effect of sodium fluoride and encapsulated calcium lactate on dental erosion-abrasion prevention 氟化钠与包封乳酸钙协同预防牙体侵蚀磨损的作用。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-10 DOI: 10.1016/j.jdent.2026.106503
Sávio José Cardoso Bezerra , Roberta Martins de Figueiredo , Cláudia A. Kairalla , Idalina Vieira Aoki , Anderson T. Hara , Taís Scaramucci

Objective

This study aimed to encapsulate calcium ions in mesoporous silica coated with a polyelectrolyte multilayer, incorporate these particles into an experimental mouthrinse, and evaluate their potential to control dental erosion–abrasion.

Methods

Bovine enamel and dentin specimens were assigned to five groups: NaF (225 ppmF⁻), Ca²⁺ (encapsulated calcium), Ca+F (encapsulated calcium + NaF), F+Sn (225 ppmF⁻; 800 ppmSn²⁺), and Control (distilled water). Fluoride availability was measured using an ion-selective electrode. Specimens underwent a 5-day erosive–abrasive cycling model with citric acid challenges, brushing, and treatment with the assigned solutions. Surface loss (µm) was quantified by optical profilometry. Data were analyzed using one-way ANOVA and Tukey’s test (α = 5 %).

Results

Fluoride-containing solutions exhibited the expected ion availability, and no interaction between fluoride and encapsulated calcium was detected. In enamel, only F+Sn (4.81±0.13) significantly reduced surface loss compared to the Control (9.91±0.06) (p < 0.001). In dentin, Ca+F (10.39±0.48) significantly reduced surface loss relative to the Control (12.07±1.33) (p = 0.014) and did not differ from F+Sn (9.10±1.29) (p = 0.095). NaF and Ca alone showed no significant protective effect for either substrate.

Conclusions

Mesoporous silica loaded with calcium, when combined with NaF, provided protection against dentin erosive wear but did not reduce enamel loss. Tin-containing formulations remained the most effective option for enamel.

Clinical Significance

A fluoride mouthrinse containing calcium encapsulated in mesoporous silica demonstrated protective potential for dentin under erosive–abrasive conditions, offering a promising tin-free alternative for individuals with dentin exposure requiring management of erosive tooth wear.
目的:将钙离子包埋在聚电解质多层膜的介孔二氧化硅中,并将这些颗粒包埋到实验漱口水中,并评估其控制牙齿侵蚀磨损的潜力。方法:将牛牙釉质和牙本质标本分为NaF (225 ppmF⁻)、Ca 2 +(囊化钙)、Ca+F(囊化钙 + NaF)、F+Sn (225 ppmF⁻;800 ppmSn 2 +)和Control(蒸水)5组。使用离子选择电极测量氟化物的可用性。标本进行了为期5天的侵蚀-磨蚀循环模型,其中包括柠檬酸挑战、刷刷和指定溶液处理。表面损耗(µm)用光学轮廓法测定。数据分析采用单因素方差分析和Tukey检验(α = 5%)。结果:含氟溶液具有预期的离子可用性,且未检测到氟化物与包覆钙之间的相互作用。在牙釉质中,与对照组(9.91±0.06)相比,只有F+Sn(4.81±0.13)显著减少了牙釉质表面损失(p < 0.001)。与对照组(12.07±1.33)相比,Ca+F(10.39±0.48)显著降低了牙本质表面损失(p = 0.014),与F+Sn(9.10±1.29)相比差异不显著(p = 0.095)。NaF和Ca单独对两种底物均无显著保护作用。结论:负载钙的介孔二氧化硅与NaF联合使用时,可以保护牙本质免受侵蚀磨损,但不能减少牙釉质损失。含锡配方仍然是牙釉质最有效的选择。临床意义:一种含钙的含氟漱口水包裹在介孔二氧化硅中,显示出在侵蚀磨蚀条件下对牙本质的保护潜力,为需要处理牙齿侵蚀磨损的牙本质暴露的个人提供了一种有前途的无锡替代品。
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引用次数: 0
Diagnostic accuracy of on-scan assessments compared to clinical assessments using a periodontal probe for detecting gingival recession: A cross-sectional study 与使用牙周探针检测牙龈衰退的临床评估相比,扫描评估的诊断准确性:一项横断面研究。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-10 DOI: 10.1016/j.jdent.2026.106504
N․E West , M Wright , S Daly , R․G Newcombe , M Davies , M Kuralt , N․X West

Aim

Compare the diagnostic accuracy of measuring gingival recession (GR) using a digital ruler on intraoral scans with clinical measurements using a UNC-15 probe.

Methods

A prospective, observational, examiner-blinded, single-arm, cross-sectional, single-site study in adults aged 18+ with minimum of 20 teeth. All participants underwent an intraoral scan. Clinical GR was recorded on 6-sites (non-molar teeth) and 8-sites (molar teeth) by the principal examiner. Anonymised scans were assessed by the principal examiner twice (Ex1a, 1b) and two additional examiners (Ex2 and 3).

Results

109 participants were assessed; all had at least one site of buccal GR. Ex1a on-scan measurements compared to clinical measurements showed 66.9% sensitivity and 92.5% specificity. There were considerable differences between central and proximal sites, central sites showed greater sensitivity 77.0% and specificity 81.4% compared to proximal sites 38.5% and 97.2% respectively. Diagnostic precision was robust, agreement for intra-examiner variability (Examiner-1a vs 1b) was 98.5% (95% CI 98.1%-98.8%). Inter-examiner variability was 78.9% (95% CI, 77.0%-80.6%) for Ex-1a-Ex-2 and 86.2% (95% CI, 84.8%-87.5%) for Ex-1a-Ex-3.

Conclusion

Intraoral scan measurements are reproducible and can be utilised with accuracy. Measuring GR clinically is the current gold standard despite the limitations, intraoral scans can be utilised to overcome these limitations.
目的:比较数字尺在口腔扫描中测量牙龈退缩(GR)的诊断准确性与临床使用UNC-15探针测量的准确性。方法:一项前瞻性、观察性、检查者盲法、单臂、横断面、单点研究,研究对象为18岁以上、至少有20颗牙齿的成年人。所有参与者都接受了口腔内扫描。主要检查人员记录6个部位(非磨牙)和8个部位(磨牙)的临床GR。匿名扫描由主要审查员评估两次(Ex1a, 1b)和两个额外的审查员(Ex2和3)。结果:109名参与者被评估;所有患者至少有一个口腔GR部位。与临床测量相比,Ex1a扫描测量的敏感性为66.9%,特异性为92.5%。中心部位与近端部位差异较大,中心部位敏感性77.0%,特异性81.4%,远高于近端38.5%和97.2%。诊断精度是稳健的,检查员内部变异性(检查员-1a vs . 1b)的一致性为98.5% (95% CI 98.1%-98.8%)。Ex-1a-Ex-2的受试者间变异率为78.9% (95% CI, 77.0%-80.6%), Ex-1a-Ex-3的受试者间变异率为86.2% (95% CI, 84.8%-87.5%)。结论:口腔内扫描测量结果可重复性好,准确度高。临床测量GR是目前的金标准,尽管存在局限性,但可以利用口内扫描克服这些局限性。
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引用次数: 0
Polymeric coatings improve mechanical and biological properties of resin composites: An in vitro study 高分子涂层提高树脂复合材料力学和生物性能的体外研究。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-10 DOI: 10.1016/j.jdent.2026.106350
Seda Baktır , Sezer Demirbuğa , Hacer Balkaya , Şengül Danışman , Mustafa Serdar Önses , Nusret Çelik
<div><h3>Objective</h3><div>This study aimed to investigate the effects of polymeric coatings on the physical, chemical, and biological properties of resin composites (RCs).</div></div><div><h3>Methods</h3><div>A total of n = 10 RC discs were fabricated for each experimental group and coated with polydopamine (PDA), polyethylene glycol (PEG), or polyetheretherketone (PEEK) using a spin-coating technique. Three surface preparation protocols were applied: prior to polymerization, after polymerization with an oxygen-inhibition layer (OIL), and after polymerization without OIL. Surface characterization was performed using Scanning Electron Microscopy (SEM), Energy Dispersive X-ray Spectroscopy (EDX), X-ray Diffraction (XRD), and Fourier Transform Infrared Spectroscopy (FTIR). Oral fibroblast viability was evaluated using the 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay at 24 h and 48 h. Scratch resistance, surface roughness, water contact angle, water sorption, solubility, and microhardness were also measured. Data normality was tested with the Shapiro–Wilk test. For normally distributed data, one-way and two-way analysis of variance (ANOVA) with Tukey’s HSD post-hoc test was applied. For non-normally distributed data, the Kruskal–Wallis test with Dunn’s post-hoc test or a two-way robust ANOVA with Bonferroni correction was performed. A significance level of <em>p</em> < 0.05 was considered statistically significant.</div></div><div><h3>Results</h3><div>At 24 h, the post-polymerized PEEK group showed the highest cell viability, while PDA without OIL showed the lowest (<em>p</em> < 0.001). At 48 h, PDA without OIL exhibited the highest viability, whereas post-polymerized PDA showed the lowest (<em>p</em> < 0.001). PEEK coatings demonstrated the highest scratch resistance (<em>p</em> = 0.035) and significantly improved microhardness (<em>p</em> = 0.019). All coatings significantly reduced water contact angles, enhancing hydrophilicity (<em>p</em> < 0.05). No significant differences were found in water sorption and solubility. Surface roughness was influenced by the substrate, not the coating type.</div></div><div><h3>Conclusions</h3><div>Within the limitations of this short-term in vitro study, spin-coated PEEK, PDA, and PEG coatings improved the mechanical, biological, and hydrolytic performance of RCs. Among these, PEEK conferred the greatest mechanical reinforcement, significantly enhancing scratch resistance and microhardness. PDA exhibited a distinct time-dependent biological effect, with reduced fibroblast adhesion at 24 h but markedly increased proliferation at 48 h, highlighting its dynamic bioactivity. PEG, although consistently associated with lower fibroblast adhesion due to its antifouling properties, contributed to enhanced surface hydrophilicity. Collectively, these findings indicate that polymeric surface coatings can beneficially modulate RC behavior; however, without standardized aging protocols
目的:研究高分子涂层对树脂复合材料物理、化学和生物性能的影响。方法:每个实验组共制作n = 10个RC圆盘,采用旋涂技术涂覆聚多巴胺(PDA)、聚乙二醇(PEG)或聚醚醚酮(PEEK)。采用了三种表面制备方案:聚合前、聚合后加氧抑制层(OIL)和聚合后不加油。利用扫描电子显微镜(SEM)、能量色散x射线光谱(EDX)、x射线衍射(XRD)和傅里叶变换红外光谱(FTIR)对表面进行了表征。采用3-(4,5-二甲基噻唑-2-基)-2,5-二苯基溴化四唑(MTT)法在24 h和48 h时评估口腔成纤维细胞的活力。还测量了耐划伤性、表面粗糙度、水接触角、吸水性、溶解性和显微硬度。用Shapiro-Wilk检验检验数据的正态性。对于正态分布的数据,采用单向和双向方差分析(ANOVA)和Tukey’s HSD事后检验。对于非正态分布的数据,采用Dunn事后检验的Kruskal-Wallis检验或Bonferroni校正的双向稳健方差分析。p < 0.05为差异有统计学意义。结果:24 h时,聚后PEEK组细胞活力最高,未加OIL的PDA组细胞活力最低(p < 0.001)。48 h时,未加OIL的PDA活性最高,聚合后的PDA活性最低(p < 0.001)。PEEK涂层具有最高的抗划伤性(p = 0.035),并显著提高了显微硬度(p = 0.019)。所有涂层均显著降低了水接触角,增强了亲水性(p < 0.05)。在吸水性和溶解度方面无显著差异。表面粗糙度受基体的影响,而不受涂层类型的影响。结论:在这项短期体外研究的局限性内,自旋涂层PEEK、PDA和PEG涂层改善了RCs的机械、生物和水解性能。其中,PEEK赋予最大的机械强化,显著提高抗划伤和显微硬度。PDA表现出明显的时间依赖性生物效应,24 h时成纤维细胞粘附减少,48 h时增殖明显增加,突出了其动态生物活性。聚乙二醇,虽然由于其防污特性而一直与较低的成纤维细胞粘附有关,但有助于增强表面亲水性。总的来说,这些发现表明,聚合物表面涂层可以有益地调节RC行为;然而,由于没有标准化的老化方案(如热循环、长期水储存、模拟机械负荷)和体内验证,该结果应被视为初步的,尚未得出临床结论。临床意义:基于短期体外实验数据,本研究提示PEEK和PDA涂层可能具有增强软组织-修复界面生物密封的潜力。从长远来看,这种效果可以支持牙龈适应、乳头填充和牙膜轮廓,从而有助于美观和功能的结果。然而,这些推论应被视为初步的;没有标准化的衰老方案和体内验证,不能断言立即的临床适用性。未来的研究需要确定这些涂层是否真的可以在临床水平上改善软组织的整合和生物密封稳定性。
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引用次数: 0
Advanced nanoparticle-based antibacterial delivery for endodontic disinfection: A systematic review and meta-analysis 基于先进纳米颗粒的牙髓消毒抗菌递送:系统综述和荟萃分析。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-09 DOI: 10.1016/j.jdent.2026.106347
Kanwalpreet Kaur , Seerat Kaura , Ravinder S Saini , Maurya Manjunath , Shashit Shetty Bavabeedu , Mario Alberto Alarcón-Sánchez , Javier Flores-Fraile , Artak Heboyan

Objective

This systematic review and meta-analysis aimed to evaluate advanced nanoparticle-based antibacterial delivery systems for endodontic disinfection, assessing their antibacterial efficacy and clinical applicability compared to conventional treatments.

Materials and Methods

A comprehensive database search (PubMed, Embase, Scopus, Web of Science, Cochrane Library, Google Scholar) identified relevant in vitro, in vivo and clinical studies published from January 2000 to April 2025. Study quality and risk of bias were assessed using RoB 2 and SYRCLE tools. Data were synthesized qualitatively and quantitatively via meta-analysis. PRISMA 2020 guidelines were strictly adhered to throughout.

Results

From 1150 initial records, 35 studies (28 in vitro, 4 animal, 3 clinical) were included in the qualitative synthesis, with 11 studies eligible for meta-analysis. Nanoparticle-based interventions significantly improved bacterial elimination compared to conventional methods (pooled OR 3.03, 95% CI: 1.02–8.98; p = 0.045), though heterogeneity was moderate (I² = 62%). Nanoparticles also demonstrated enhanced biofilm disruption, smear layer removal and deeper dentinal penetration relative to standard irrigants. Reported safety and biocompatibility profiles were favourable, though clinical data remain limited.

Conclusion

Nanoparticle-based disinfection systems offer significant advantages over conventional endodontic irrigants, particularly in biofilm penetration and sustained antibacterial efficacy. Although preliminary clinical findings are promising, further well-designed clinical trials are necessary to confirm long-term clinical effectiveness and safety.

Clinical Significance

Nanoparticle-based disinfectants offer a practical advantage in situations where conventional irrigants fall short, particularly in deep dentinal areas and mature biofilms. By improving bacterial elimination and enhancing penetration into complex canal anatomy, these systems may help reduce persistent infection and support more predictable endodontic outcomes. Their favourable biocompatibility also suggests potential as complementary agents within current clinical protocols.
目的:本系统综述和荟萃分析旨在评价先进的基于纳米颗粒的牙髓消毒抗菌传递系统,与传统治疗方法相比,评估其抗菌效果和临床适用性。材料和方法:综合数据库检索(PubMed, Embase, Scopus, Web of Science, Cochrane Library,谷歌Scholar)确定了2000年1月至2025年4月期间发表的相关体外、体内和临床研究。使用RoB 2和sycle工具评估研究质量和偏倚风险。通过meta分析对数据进行定性和定量综合。在整个过程中严格遵守PRISMA 2020指南。结果:从1150份初始记录中,35项研究(28项体外研究,4项动物研究,3项临床研究)被纳入定性综合,其中11项研究符合meta分析条件。与传统方法相比,基于纳米颗粒的干预措施显著改善了细菌消除(合并OR 3.03, 95% CI: 1.02-8.98; p=0.045),尽管异质性中等(I² = 62%)。与标准冲洗剂相比,纳米颗粒也表现出增强的生物膜破坏、涂抹层去除和更深的牙本质穿透。报道的安全性和生物相容性概况是有利的,尽管临床数据仍然有限。结论:纳米颗粒消毒系统比传统的根管冲洗剂具有显著的优势,特别是在生物膜渗透和持续的抗菌效果方面。虽然初步的临床结果是有希望的,但需要进一步精心设计的临床试验来确认长期的临床有效性和安全性。临床意义:纳米颗粒消毒剂在传统冲洗剂不足的情况下具有实际优势,特别是在深层牙本质区域和成熟生物膜中。通过改善细菌清除和增强对复杂根管解剖结构的渗透,这些系统可能有助于减少持续感染并支持更可预测的根管治疗结果。它们良好的生物相容性也表明在目前的临床方案中作为补充药物的潜力。
{"title":"Advanced nanoparticle-based antibacterial delivery for endodontic disinfection: A systematic review and meta-analysis","authors":"Kanwalpreet Kaur ,&nbsp;Seerat Kaura ,&nbsp;Ravinder S Saini ,&nbsp;Maurya Manjunath ,&nbsp;Shashit Shetty Bavabeedu ,&nbsp;Mario Alberto Alarcón-Sánchez ,&nbsp;Javier Flores-Fraile ,&nbsp;Artak Heboyan","doi":"10.1016/j.jdent.2026.106347","DOIUrl":"10.1016/j.jdent.2026.106347","url":null,"abstract":"<div><h3>Objective</h3><div>This systematic review and meta-analysis aimed to evaluate advanced nanoparticle-based antibacterial delivery systems for endodontic disinfection, assessing their antibacterial efficacy and clinical applicability compared to conventional treatments.</div></div><div><h3>Materials and Methods</h3><div>A comprehensive database search (PubMed, Embase, Scopus, Web of Science, Cochrane Library, Google Scholar) identified relevant <em>in vitro, in vivo</em> and clinical studies published from January 2000 to April 2025. Study quality and risk of bias were assessed using RoB 2 and SYRCLE tools. Data were synthesized qualitatively and quantitatively via meta-analysis. PRISMA 2020 guidelines were strictly adhered to throughout.</div></div><div><h3>Results</h3><div>From 1150 initial records, 35 studies (28 <em>in vitro</em>, 4 animal, 3 clinical) were included in the qualitative synthesis, with 11 studies eligible for meta-analysis. Nanoparticle-based interventions significantly improved bacterial elimination compared to conventional methods (pooled OR 3.03, 95% CI: 1.02–8.98; <em>p</em> = 0.045), though heterogeneity was moderate (I² = 62%). Nanoparticles also demonstrated enhanced biofilm disruption, smear layer removal and deeper dentinal penetration relative to standard irrigants. Reported safety and biocompatibility profiles were favourable, though clinical data remain limited.</div></div><div><h3>Conclusion</h3><div>Nanoparticle-based disinfection systems offer significant advantages over conventional endodontic irrigants, particularly in biofilm penetration and sustained antibacterial efficacy. Although preliminary clinical findings are promising, further well-designed clinical trials are necessary to confirm long-term clinical effectiveness and safety.</div></div><div><h3>Clinical Significance</h3><div>Nanoparticle-based disinfectants offer a practical advantage in situations where conventional irrigants fall short, particularly in deep dentinal areas and mature biofilms. By improving bacterial elimination and enhancing penetration into complex canal anatomy, these systems may help reduce persistent infection and support more predictable endodontic outcomes. Their favourable biocompatibility also suggests potential as complementary agents within current clinical protocols.</div></div>","PeriodicalId":15585,"journal":{"name":"Journal of dentistry","volume":"166 ","pages":"Article 106347"},"PeriodicalIF":5.5,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145952153","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
Laboratory-based additive modifications in glass ionomer cements: A scoping review using a systematic data mining and trend analysis framework (2015-2024) 基于实验室的玻璃离子聚合物水泥添加剂改性:使用系统数据挖掘和趋势分析框架的范围审查(2015-2024)。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-09 DOI: 10.1016/j.jdent.2026.106349
Kenta Tsuchiya , Sharanbir K Sidhu , Salvatore Sauro , Jukka P. Matinlinna , Hidehiko Sano , Monica Yamauti , Shuhei Hoshika , James Kit Hon Tsoi , Atsushi Tomokiyo

Objectives

This scoping review aimed at identifying laboratory-based additive modifications in commercial glass ionomer cements (GICs), analyzing trends between additives and properties improved, and highlighting research gaps relevant to clinical performance using an expert-guided informatics framework (EGIF), a human-in-the-loop approach grounded in materials informatics (MI).

Data/Sources

Reporting followed the PRISMA Extension for Scoping Reviews. PubMed and ScienceDirect were screened from 01 January 2015 to 31 December 2024. Additional relevant articles were identified through reference mining.

Study selection/Results

A total of 1,222 articles were screened, and 79 unique records selected and further analyzed. Additives to GICs were categorized into nine classes according to MeSH classification. Based on the final selected articles, trends were analyzed regarding the GIC base materials used in experiments, the types of additives incorporated, and the properties improved. Research on GIC modification has been steadily increasing, with Fuji™ Ⅸ GP and Fuji™ Ⅱ LC being the most frequently used base materials. Recent studies have primarily focused on improving physicochemical properties while maintaining or even enhancing bioactivity.

Conclusions

EGIF based on these data suggests that the incorporation of nano-sized metals or bioactive glass or glass fiber may compensate for the limitations of commercially available GICs and enhance their bioactivity. Furthermore, AI-assisted approaches are expected to facilitate the prediction of the optimal additive and their ratios.

Clinical significance

This review provides an evidence-based map of additive strategies for GIC modification. As it synthesizes only in vitro findings, the results may guide rational development of next-generation GICs but do not directly reflect clinical outcomes.
目的:本综述旨在确定商用玻璃离子水合物(gic)中基于实验室的添加剂改性,分析添加剂与性能改善之间的趋势,并使用专家指导的信息学框架(EGIF)强调与临床性能相关的研究差距,这是一种基于材料信息学(MI)的人在环方法。数据/来源:报告遵循PRISMA扩展范围审查。PubMed和ScienceDirect的筛选时间为2015年1月1日至2024年12月31日。通过参考文献挖掘确定了其他相关文章。研究选择/结果:共筛选了1138篇文章,选择了79条独特的记录并进行了进一步分析。根据MeSH分类,将GICs添加剂分为9类。在最后选定的文章的基础上,分析了实验中使用的GIC基材、添加的添加剂类型和性能改进的趋势。GIC改性的研究一直在稳步增加,Fuji™ⅨGP和Fuji™ⅡLC是最常用的基材。最近的研究主要集中在改善物理化学性质的同时保持甚至提高生物活性。结论:基于这些数据的EGIF表明,纳米金属或生物活性玻璃或玻璃纤维的掺入可以弥补市售gic的局限性并增强其生物活性。此外,人工智能辅助方法有望促进预测最佳添加剂及其比例。临床意义:本综述提供了一份以证据为基础的GIC修饰的附加策略图。由于它仅综合了体外研究结果,因此结果可能指导下一代GICs的合理开发,但不能直接反映临床结果。
{"title":"Laboratory-based additive modifications in glass ionomer cements: A scoping review using a systematic data mining and trend analysis framework (2015-2024)","authors":"Kenta Tsuchiya ,&nbsp;Sharanbir K Sidhu ,&nbsp;Salvatore Sauro ,&nbsp;Jukka P. Matinlinna ,&nbsp;Hidehiko Sano ,&nbsp;Monica Yamauti ,&nbsp;Shuhei Hoshika ,&nbsp;James Kit Hon Tsoi ,&nbsp;Atsushi Tomokiyo","doi":"10.1016/j.jdent.2026.106349","DOIUrl":"10.1016/j.jdent.2026.106349","url":null,"abstract":"<div><h3>Objectives</h3><div>This scoping review aimed at identifying laboratory-based additive modifications in commercial glass ionomer cements (GICs), analyzing trends between additives and properties improved, and highlighting research gaps relevant to clinical performance using an expert-guided informatics framework (EGIF), a human-in-the-loop approach grounded in materials informatics (MI).</div></div><div><h3>Data/Sources</h3><div>Reporting followed the PRISMA Extension for Scoping Reviews. PubMed and ScienceDirect were screened from 01 January 2015 to 31 December 2024. Additional relevant articles were identified through reference mining.</div></div><div><h3>Study selection/Results</h3><div>A total of 1,222 articles were screened, and 79 unique records selected and further analyzed. Additives to GICs were categorized into nine classes according to MeSH classification. Based on the final selected articles, trends were analyzed regarding the GIC base materials used in experiments, the types of additives incorporated, and the properties improved. Research on GIC modification has been steadily increasing, with Fuji™ Ⅸ GP and Fuji™ Ⅱ LC being the most frequently used base materials. Recent studies have primarily focused on improving physicochemical properties while maintaining or even enhancing bioactivity.</div></div><div><h3>Conclusions</h3><div>EGIF based on these data suggests that the incorporation of nano-sized metals or bioactive glass or glass fiber may compensate for the limitations of commercially available GICs and enhance their bioactivity. Furthermore, AI-assisted approaches are expected to facilitate the prediction of the optimal additive and their ratios.</div></div><div><h3>Clinical significance</h3><div>This review provides an evidence-based map of additive strategies for GIC modification. As it synthesizes only in vitro findings, the results may guide rational development of next-generation GICs but do not directly reflect clinical outcomes.</div></div>","PeriodicalId":15585,"journal":{"name":"Journal of dentistry","volume":"166 ","pages":"Article 106349"},"PeriodicalIF":5.5,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145952118","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
An artificial intelligence-assisted automated quantitative evaluation system for condylar morphological changes of temporomandibular joint 人工智能辅助的颞下颌关节髁突形态变化自动定量评价系统。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-09 DOI: 10.1016/j.jdent.2026.106348
Yuan Li , Mu-Qing Liu , Zi-Neng Xu , Fang-Duan Ni , Yang Xiao , Hai-Long Bai , Peng Ding , Kai-Yuan Fu , Jie Lei

Objectives

To develop an artificial intelligence (AI)-assisted system for the automated quantitative evaluation of temporomandibular joint (TMJ) condylar morphological changes.

Methods

This study utilized 212 cone-beam computed tomography (CBCT) scans of the TMJ from 114 patients, with radiologist-validated annotations. The proposed system comprised three modules: (1) an automated segmentation model based on the U-Net architecture, trained on 120 TMJs (60 normal and 60 osteoarthritis condyles) and tested on 32 TMJs (16 normal, 8 type I osteoarthritis condyles with surface erosion/destruction, and 8 type II condyles with osteophyte formation, sclerosis, deformity, or cyst-like lesions); (2) an automated registration model using mutual information similarity, validated on 20 paired pre- and post-treatment TMJ scans of 10 patients with normal condyles; and (3) an automated quantitative measurement model for assessing condylar morphological changes based on anatomical landmarks. Segmentation accuracy was evaluated using the Dice similarity coefficient. Furthermore, pre- and post-treatment bilateral CBCT data from 10 patients with unilateral osteoarthritis were used to assess system accuracy. Consistency between automated and manual measurements was evaluated using the intra-class correlation coefficient. Additionally, time efficiency was assessed.

Results

The Dice similarity coefficient values for 16 normal, 8 type I, and 8 type II osteoarthritis condyles were 0.988, 0.986, and 0.981, respectively. The intraclass correlation coefficients of condyle and condylar head volumetric changes between the automated and manual methods were 0.983 and 0.995, respectively. The automated system completed measurements in 85 seconds versus 100 minutes for manual measurement.

Conclusions

The AI-assisted quantitative evaluation system demonstrated initial technical feasibility on a single-center CBCT dataset, providing an intuitive, user-friendly, and efficient assessment of the radiographic manifestations of condylar morphological changes. However, further validation using diverse cases is required.

Clinical significance

The TMJ condyle demonstrates active bone remodeling capacity, which is significantly influenced by clinical interventions such as prosthodontic treatment, orthodontic therapy, orthognathic surgery, and TMJ-related therapies. The proposed AI-assisted system facilitates rapid, objective quantification and three-dimensional visualization of condylar morphological changes. This dual functionality enables clinicians to evaluate disease progression and treatment effects on condylar morphological changes from radiographic perspectives.
目的:开发人工智能(AI)辅助系统对颞下颌关节(TMJ)髁突形态变化进行自动定量评估。方法:本研究利用114例患者的212次锥形束计算机断层扫描(CBCT)对TMJ进行扫描,并附有放射科医师验证的注释。提出的系统包括三个模块:(1)基于U-Net架构的自动分割模型,对120个tmj(60个正常和60个骨关节炎髁)进行训练,并对32个tmj(16个正常、8个表面侵蚀/破坏的I型骨关节炎髁和8个骨赘形成、硬化、畸形或囊肿样病变的II型髁)进行测试;(2)基于互信息相似性的自动配准模型,对10例正常髁突患者治疗前后的20对TMJ扫描进行了验证;(3)基于解剖标志的髁突形态变化自动定量测量模型。使用Dice相似系数评价分割精度。此外,10例单侧骨关节炎患者治疗前后的双侧CBCT数据被用来评估系统的准确性。使用类内相关系数评估自动和手动测量之间的一致性。此外,还评估了时间效率。结果:正常骨关节炎16例、ⅰ型骨关节炎8例、ⅱ型骨关节炎8例的Dice相似系数分别为0.988、0.986、0.981。自动方法与手工方法的髁突和髁突头体积变化的类内相关系数分别为0.983和0.995。自动化系统在85秒内完成测量,而人工测量需要100分钟。结论:人工智能辅助的定量评估系统在单中心CBCT数据集上显示了初步的技术可行性,为髁突形态变化的x线表现提供了直观、用户友好且有效的评估。然而,需要使用不同的案例进行进一步的验证。
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引用次数: 0
Survival rate and prosthetic complications of short dental implants supporting implant overdentures: A systematic review and meta-analysis 短种植体支持种植覆盖义齿的存活率和修复并发症:系统回顾和荟萃分析。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-09 DOI: 10.1016/j.jdent.2026.106351
Aspasia Pachiou , Olga Naka , Maria Sykara , Nikitas Sykaras , Panagiotis Tsirogiannis , Daniel S Thoma , Nadja Naenni

Objectives

To evaluate the survival, marginal bone level changes (MBL), prosthetic complications, and patient-reported outcome measures (PROMs) of short dental implants (<8 mm) supporting implant overdentures.

Data

Eight studies (3 RCTs, 5 prospective cohorts; 181 patients; 189 short implants) were synthesized.
Primary quantitative findings at 1 year:
Implant survival: 97.2% (95% CI, 93.1–98.9%; I² = 0%).
MBL: pooled mean 0.53 mm (95% CI, –0.20 to 1.27; I² = 95.8%).
Prosthetic complications: predominantly minor; 45.7% of patients experienced ≥1 maintenance event—most commonly matrix/insert replacement (24.7%) and relining (14.0%); overdenture fractures were uncommon (3.1%).
PROMs: consistently high satisfaction, but reporting was heterogeneous.
Certainty (GRADE): moderate for survival; low to very low for MBL, complications, and PROMs due to heterogeneity and imprecision.

Sources

Systematic review and meta-analysis conducted per PRISMA 2020 (PROSPERO CRD420251042692). Databases searched to May 2025: MEDLINE, Embase, and Scopus. Risk of bias assessed with RoB 2 (RCTs) and ROBINS-I V2 (cohorts). Quantitative synthesis used logit transformation with a Hartung–Knapp random-effects model for survival; inverse-variance random-effects model for MBL; and random-effects generalized linear mixed models (RE–GLMM) for complications. PROMs were narratively synthesized.

Study selection

Eligibility included randomized controlled trials and prospective clinical studies evaluating short dental implants (<8 mm) supporting overdentures and reporting ≥1 target outcome (survival, MBL, prosthetic complications, PROMs). After screening and full-text assessment, 8 studies met the inclusion criteria and were included in the quantitative and/or qualitative synthesis.

Conclusions

Short implants supporting overdentures show high short-term survival, limited bone remodeling, and manageable maintenance demands, supporting their use where vertical bone height is limited. Long-term, adequately powered trials with standardized outcome reporting are needed to establish predictability over time.

Clinical Significance

Short implants supporting overdentures show high short-term survival, minimal bone remodeling, and manageable maintenance. They provide a practical option when vertical bone height is limited, reducing surgical procedures while maintaining patient satisfaction. Clinicians can consider them, acknowledging evidence is short term and standardized outcomes and robust follow-up remain necessary.
目的:评估短牙种植体的生存率、边缘骨水平变化(MBL)、假体并发症和患者报告的结果测量(PROMs)(数据:合成8项研究(3个随机对照试验,5个前瞻性队列;181名患者;189个短种植体)。1年的主要定量结果:种植体存活率:97.2% (95% CI, 93.1-98.9%; I² = 0%)。MBL:合并平均0.53 mm (95% CI, -0.20至1.27;I² = 95.8%)。假体并发症:主要是轻微的;45.7%的患者经历≥1次维持事件——最常见的是基质/插入物置换(24.7%)和再衬(14.0%);覆盖义齿骨折不常见(3.1%)。prom:一贯的高满意度,但报告是异质的。确定性(GRADE):生存期为中等;由于异质性和不精确,MBL、并发症和prom的发生率低至极低。资料来源:根据PRISMA 2020 (PROSPERO CRD420251042692)进行的系统评价和荟萃分析。检索到2025年5月的数据库:MEDLINE、Embase和Scopus。用rob2(随机对照试验)和ROBINS-I V2(队列)评估偏倚风险。利用logit变换和Hartung-Knapp随机效应模型对生存进行定量综合;MBL的逆方差随机效应模型;随机效应广义线性混合模型(RE-GLMM)。prom是叙事合成的。研究选择:入选资格包括评估短种植体的随机对照试验和前瞻性临床研究(结论:短种植体支持覆盖义齿具有较高的短期存活率,有限的骨重塑和可管理的维护需求,支持其在垂直骨高度有限的情况下使用。需要有标准化结果报告的长期、有充分动力的试验来建立长期的可预测性。临床意义:短种植体支持覆盖义齿具有短期存活率高、骨重塑少、维护方便等优点。当垂直骨高度有限时,它们提供了一种实用的选择,减少了手术程序,同时保持了患者的满意度。临床医生可以考虑它们,承认证据是短期的,标准化的结果和强有力的随访仍然是必要的。
{"title":"Survival rate and prosthetic complications of short dental implants supporting implant overdentures: A systematic review and meta-analysis","authors":"Aspasia Pachiou ,&nbsp;Olga Naka ,&nbsp;Maria Sykara ,&nbsp;Nikitas Sykaras ,&nbsp;Panagiotis Tsirogiannis ,&nbsp;Daniel S Thoma ,&nbsp;Nadja Naenni","doi":"10.1016/j.jdent.2026.106351","DOIUrl":"10.1016/j.jdent.2026.106351","url":null,"abstract":"<div><h3>Objectives</h3><div>To evaluate the survival, marginal bone level changes (MBL), prosthetic complications, and patient-reported outcome measures (PROMs) of short dental implants (&lt;8 mm) supporting implant overdentures.</div></div><div><h3>Data</h3><div>Eight studies (3 RCTs, 5 prospective cohorts; 181 patients; 189 short implants) were synthesized.</div><div>Primary quantitative findings at 1 year:</div><div>Implant survival: 97.2% (95% CI, 93.1–98.9%; I² = 0%).</div><div>MBL: pooled mean 0.53 mm (95% CI, –0.20 to 1.27; I² = 95.8%).</div><div>Prosthetic complications: predominantly minor; 45.7% of patients experienced ≥1 maintenance event—most commonly matrix/insert replacement (24.7%) and relining (14.0%); overdenture fractures were uncommon (3.1%).</div><div>PROMs: consistently high satisfaction, but reporting was heterogeneous.</div><div>Certainty (GRADE): moderate for survival; low to very low for MBL, complications, and PROMs due to heterogeneity and imprecision.</div></div><div><h3>Sources</h3><div>Systematic review and meta-analysis conducted per PRISMA 2020 (PROSPERO CRD420251042692). Databases searched to May 2025: MEDLINE, Embase, and Scopus. Risk of bias assessed with RoB 2 (RCTs) and ROBINS-I V2 (cohorts). Quantitative synthesis used logit transformation with a Hartung–Knapp random-effects model for survival; inverse-variance random-effects model for MBL; and random-effects generalized linear mixed models (RE–GLMM) for complications. PROMs were narratively synthesized.</div></div><div><h3>Study selection</h3><div>Eligibility included randomized controlled trials and prospective clinical studies evaluating short dental implants (&lt;8 mm) supporting overdentures and reporting ≥1 target outcome (survival, MBL, prosthetic complications, PROMs). After screening and full-text assessment, 8 studies met the inclusion criteria and were included in the quantitative and/or qualitative synthesis.</div></div><div><h3>Conclusions</h3><div>Short implants supporting overdentures show high short-term survival, limited bone remodeling, and manageable maintenance demands, supporting their use where vertical bone height is limited. Long-term, adequately powered trials with standardized outcome reporting are needed to establish predictability over time.</div></div><div><h3>Clinical Significance</h3><div>Short implants supporting overdentures show high short-term survival, minimal bone remodeling, and manageable maintenance. They provide a practical option when vertical bone height is limited, reducing surgical procedures while maintaining patient satisfaction. Clinicians can consider them, acknowledging evidence is short term and standardized outcomes and robust follow-up remain necessary.</div></div>","PeriodicalId":15585,"journal":{"name":"Journal of dentistry","volume":"166 ","pages":"Article 106351"},"PeriodicalIF":5.5,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145952171","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
Artesunate-loaded hydrogel promotes osteogenic differentiation and bone regeneration under inflammation: An in vitro and in vivo study 含青蒿琥酯的水凝胶促进炎症下的成骨分化和骨再生:一项体外和体内研究。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-08 DOI: 10.1016/j.jdent.2026.106346
Cuicui Zhao , Xiaofei Dong , Han Zhu , Lingxue Gong , Enkang Tong , Rongrong Nie , Xiangfeng Meng

Objective

This study aimed to prepare an artesunate (AS)-loaded gelatin methacryloyl (AS/GelMA) composite hydrogel and systematically evaluate its anti-inflammatory and pro-osteogenic effects in a lipopolysaccharide (LPS)-induced inflammatory microenvironment.

Methods

The AS/GelMA hydrogel was prepared, and its physicochemical properties were characterized by scanning electron microscopy, Fourier-transform infrared spectroscopy, X-ray photoelectron spectroscopy, degradation, rheology, and compression tests. Biocompatibility was assessed by Cell Counting Kit-8, Live/Dead, and cytoskeleton staining, and anti-inflammatory and osteogenic activities were evaluated by quantitative real-time polymerase chain reaction, western blot, immunofluorescence, and Alizarin Red S staining of rat bone marrow mesenchymal stem cells (rBMSCs) under LPS-induced inflammation. In vivo rat mandibular inflammatory defect models were constructed and assessed at two and four weeks post-surgery using micro-computed tomography and histological staining.

Results

The addition of AS enhanced the hydrogel's mechanical strength while maintaining its biocompatibility, interconnected porous structure, and injectability. In vitro, the AS/GelMA hydrogel significantly inhibited the expression of pro-inflammatory factors and significantly promoted osteogenic differentiation and mineralization under inflammation. In vivo, the AS/GelMA group showed no obvious visceral toxicity and accelerated higher-quality new bone formation at two and four weeks compared to controls.

Conclusions

The AS/GelMA composite hydrogel effectively coordinated dual anti-inflammatory and pro-osteogenic bioactivities, significantly promoting the repair of inflammatory bone defects. Therefore, AS/GelMA represents a promising biomaterial strategy to improve regenerative outcomes under inflammation-compromised conditions.

Clinical significance

The AS/GelMA hydrogel promoted the repair of mandibular inflammatory bone defects in rats by coordinating anti-inflammatory and pro-osteogenic activities. This offers a promising biomaterial strategy for addressing residual inflammation-related bone loss in oral and maxillofacial surgery.
目的:制备青蒿琥酯(AS)负载明胶甲基丙烯酰(AS/GelMA)复合水凝胶,并系统评价其在脂多糖(LPS)诱导的炎症微环境中的抗炎和促骨作用。方法:制备AS/GelMA水凝胶,通过扫描电镜、傅里叶变换红外光谱、x射线光电子能谱、降解、流变、压缩等测试对其理化性质进行表征。采用细胞计数试剂盒-8、活/死染色和细胞骨架染色评估生物相容性,采用定量实时聚合酶链反应、western blot、免疫荧光和茜素红染色评估lps诱导的大鼠骨髓间充质干细胞(rBMSCs)的抗炎和成骨活性。构建大鼠下颌骨炎症缺损模型,并于术后2周和4周采用显微计算机断层扫描和组织学染色进行评估。结果:AS的加入增强了水凝胶的机械强度,同时保持了水凝胶的生物相容性、互联多孔结构和可注射性。在体外实验中,AS/GelMA水凝胶显著抑制促炎因子的表达,显著促进炎症下成骨分化和矿化。在体内,与对照组相比,AS/GelMA组在2周和4周时没有明显的内脏毒性,并且加速了更高质量的新骨形成。结论:AS/GelMA复合水凝胶能有效协调抗炎和促骨双重生物活性,显著促进炎性骨缺损的修复。因此,AS/GelMA代表了一种有前途的生物材料策略,可以改善炎症受损条件下的再生结果。临床意义:AS/GelMA水凝胶通过协调抗炎和促骨活性促进大鼠下颌炎性骨缺损的修复。这为解决口腔颌面外科手术中残留炎症相关的骨质流失提供了一种有前途的生物材料策略。
{"title":"Artesunate-loaded hydrogel promotes osteogenic differentiation and bone regeneration under inflammation: An in vitro and in vivo study","authors":"Cuicui Zhao ,&nbsp;Xiaofei Dong ,&nbsp;Han Zhu ,&nbsp;Lingxue Gong ,&nbsp;Enkang Tong ,&nbsp;Rongrong Nie ,&nbsp;Xiangfeng Meng","doi":"10.1016/j.jdent.2026.106346","DOIUrl":"10.1016/j.jdent.2026.106346","url":null,"abstract":"<div><h3>Objective</h3><div>This study aimed to prepare an artesunate (AS)-loaded gelatin methacryloyl (AS/GelMA) composite hydrogel and systematically evaluate its anti-inflammatory and pro-osteogenic effects in a lipopolysaccharide (LPS)-induced inflammatory microenvironment.</div></div><div><h3>Methods</h3><div>The AS/GelMA hydrogel was prepared, and its physicochemical properties were characterized by scanning electron microscopy, Fourier-transform infrared spectroscopy, X-ray photoelectron spectroscopy, degradation, rheology, and compression tests. Biocompatibility was assessed by Cell Counting Kit-8, Live/Dead, and cytoskeleton staining, and anti-inflammatory and osteogenic activities were evaluated by quantitative real-time polymerase chain reaction, western blot, immunofluorescence, and Alizarin Red S staining of rat bone marrow mesenchymal stem cells (rBMSCs) under LPS-induced inflammation. <em>In vivo</em> rat mandibular inflammatory defect models were constructed and assessed at two and four weeks post-surgery using micro-computed tomography and histological staining.</div></div><div><h3>Results</h3><div>The addition of AS enhanced the hydrogel's mechanical strength while maintaining its biocompatibility, interconnected porous structure, and injectability. <em>In vitro</em>, the AS/GelMA hydrogel significantly inhibited the expression of pro-inflammatory factors and significantly promoted osteogenic differentiation and mineralization under inflammation. <em>In vivo</em>, the AS/GelMA group showed no obvious visceral toxicity and accelerated higher-quality new bone formation at two and four weeks compared to controls.</div></div><div><h3>Conclusions</h3><div>The AS/GelMA composite hydrogel effectively coordinated dual anti-inflammatory and pro-osteogenic bioactivities, significantly promoting the repair of inflammatory bone defects. Therefore, AS/GelMA represents a promising biomaterial strategy to improve regenerative outcomes under inflammation-compromised conditions.</div></div><div><h3>Clinical significance</h3><div>The AS/GelMA hydrogel promoted the repair of mandibular inflammatory bone defects in rats by coordinating anti-inflammatory and pro-osteogenic activities. This offers a promising biomaterial strategy for addressing residual inflammation-related bone loss in oral and maxillofacial surgery.</div></div>","PeriodicalId":15585,"journal":{"name":"Journal of dentistry","volume":"166 ","pages":"Article 106346"},"PeriodicalIF":5.5,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145948710","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
Erratum to “Multidimensional oral frailty scale developed through an international e-Delphi approach” [Journal of Dentistry 165 (2026)/106276] “通过国际e-Delphi方法开发的多维口腔脆弱量表”的勘误[Journal of Dentistry] 165(2026)/106276]。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-08 DOI: 10.1016/j.jdent.2025.106324
Keerthika Natarajan , Mun Loke Wong , Matthew Zhixuan Chen , Gabriel Keng Yan Lee , Mei Na Tan , Xiaoli Gao
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引用次数: 0
Multi-Architecture deep learning for CBCT segmentation of dental hard tissues and pulp in mixed dentition 混合牙列硬组织和牙髓CBCT分割的多架构深度学习。
IF 5.5 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Pub Date : 2026-01-08 DOI: 10.1016/j.jdent.2026.106344
Marwa Baraka , Elbadry Elbadry , Omer Abourida , AbdulMajid Albaradi , Youmna Wagih , Mahmoud Gamal , Marwan Torki

Objective

To develop and evaluate deep learning-based 3D models (CNN, Transformer, and Mamba architectures) for automated segmentation of pulp, primary, and permanent dental structures in pediatric CBCT scans with mixed dentition.

Methods

A total of 151 CBCT scans were analyzed, comprising 105 internal dataset scans(29,478 images) and 46 external scans. Expert-annotated internal data were used for model development with 78 for training/validation and 27 for testing. Fully supervised multi-task models were trained to segment pulp, primary and permanent hard tissue structures. Six architectures (ResEncM, U-Mamba Bot/Enc, WNet, UNETR, SegResNet) were evaluated using DSC, IoU, HD95, segmentation volume, and processing time.

Results

Within the internal dataset, 3D_fullres ResEncM achieved the highest accuracy across structures and age groups. Permanent teeth were segmented most reliably (ages 6–9: DSC 0.9859 ± 0.0086, HD95 0.2035 ± 0.0925; ages 10–13: DSC 0.9825 ± 0.0100, HD95 0.2825 ± 0.0525), while primary teeth were less accurate, particularly in older children (10–13 years: DSC 0.8855 ± 0.1557, HD95 4.4201 ± 6.5116). U-Mamba Bot and U-Mamba Enc performed well, with U-Mamba Bot excelling in pulp segmentation and U-Mamba Enc in primary structures. WNet, UNETR, and SegResNet were less consistent, especially for primary teeth in older children. In external validation, ResEncM maintained the highest DSC (0.8464 ± 0.1226) and lowest HD95 (4.9078 ± 4.9058). All models showed no significant volume bias (p > 0.05) and high volumetric correlations (ρ ≥ 0.997). UNETR was fastest (0.48 ± 0.38 min), followed by U-Mamba Bot (0.60 ± 0.40 min).

Conclusion

nnU-Net ResEncM showed the strongest overall performance, while U-Mamba Bot and U-Mamba Enc excelled in pulp and primary-tooth segmentation. All three models performed well across age groups, with primary tooth segmentation more accurate in younger children. External testing confirmed adequate performance, though lower than on the internal dataset, supporting the feasibility of automated CBCT segmentation.

Clinical Significance

Automated segmentation of pulp and hard dental structures can streamline CBCT assessment and enhance workflow efficiency in managing developing teeth and complex orthodontic or surgical cases. This study provides a framework for incorporating AI-assisted analysis into pediatric dental imaging by including both primary and developing permanent dentition, as well as anomalous cases.
目的:开发和评估基于深度学习的三维模型(CNN、Transformer和Mamba架构),用于在混合牙列的儿童CBCT扫描中自动分割牙髓、乳牙和恒牙结构。方法:共分析151张CBCT扫描,包括105张内部数据集扫描(29,478张图像)和46张外部扫描。专家注释的内部数据用于模型开发,其中78个用于训练/验证,27个用于测试。完全监督多任务模型训练分割牙髓,初级和永久硬组织结构。采用DSC、IoU、HD95、分割体积和处理时间对六种架构(ResEncM、U-Mamba Bot/Enc、WNet、UNETR、SegResNet)进行了评估。结果:在内部数据集中,3D_fullres ResEncM实现了跨结构和年龄组的最高准确率。恒牙切分最可靠(6-9岁:DSC 0.9859±0.0086,HD95 0.2035±0.0925;10-13岁:DSC 0.9825±0.0100,HD95 0.2825±0.0525),乳牙切分精度较低,尤其是10-13岁儿童(DSC 0.8855±0.1557,HD95 4.4201±6.5116)。U-Mamba Bot和U-Mamba Enc表现良好,其中U-Mamba Bot在牙髓分割方面表现出色,U-Mamba Enc在初级结构方面表现出色。WNet、UNETR和SegResNet的一致性较差,特别是对于年龄较大的儿童的乳牙。在外部验证中,ResEncM保持最高DSC(0.8464±0.1226)和最低HD95(4.9078±4.9058)。所有模型均无显著的体积偏差(p < 0.05)和高体积相关性(ρ≥0.997)。UNETR最快(0.48±0.38 min), U-Mamba Bot次之(0.60±0.40 min)。结论:nnU-Net ResEncM综合性能最强,而U-Mamba Bot和U-Mamba Enc在牙髓和乳牙分割方面表现较好。所有三种模型在年龄组中都表现良好,初级牙齿分割在年龄较小的儿童中更准确。外部测试证实了足够的性能,尽管低于内部数据集,支持自动CBCT分割的可行性。临床意义:牙髓和牙硬结构的自动分割可以简化CBCT评估,提高处理发育中的牙齿和复杂的正畸或外科病例的工作效率。本研究提供了一个框架,将人工智能辅助分析纳入儿童牙科成像,包括原发性和发育中的恒牙,以及异常病例。
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引用次数: 0
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Journal of dentistry
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