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[Role and mechanism of methyltransferase-like 3 in promoting macrophage NLRP3 inflammatory responses in medication-related osteonecrosis of the jaw]. [甲基转移酶样3在药物相关性颌骨骨坏死中促进巨噬细胞NLRP3炎症反应中的作用及机制]。
Q4 Medicine Pub Date : 2026-08-09 DOI: 10.3760/cma.j.cn112144-20260425-00259
Z S Jiang, C Z Zhao, Z J Pan, L R Hu, N Zhang, J Pan

Objective: To investigate the role and mechanism of methyltransferase-like 3 (METTL3) in regulating macrophage inflammatory responses and the development of medication-related osteonecrosis of the jaw (MRONJ) at the single-cell level. Methods: Single-cell RNA sequencing was used to construct an immune atlas of zoledronic acid (ZA)-induced bisphosphonate-related osteonecrosis of the jaw(BRONJ)-like lesions in mice. Key epigenetic regulators were screened by bioinformatic analysis, and key genes were predicted using virtual knockdown analysis. METTL3 expression in vivo and in vitro was validated by immunohistochemical staining and Western blotting. In vitro knockdown and overexpression experiments were performed to clarify the regulatory effect of METTL3 on NLRP3 inflammasome activation in macrophages. Results: The single-cell atlas showed that ZA treatment significantly induced the recruitment of specific pro-inflammatory macrophage subsets in extraction sockets, accompanied by marked activation of inflammation-related pathways. Bioinformatic screening indicated that NLRP3 inflammasome-related genes served as a central bridge linking inflammatory responses to RNA processing and modification. Pseudotime trajectory and virtual knockdown analyses further suggested that METTL3 functioned as a key node in maintaining the pro-inflammatory state of macrophages. In vivo and in vitro experiments confirmed that ZA significantly induced METTL3 upregulation at both tissue and cellular levels, accompanied by an increase in global m6A levels. Functional assays showed that METTL3 knockdown markedly suppressed NLRP3 inflammasome activation, whereas METTL3 overexpression exerted the opposite effect. Conclusions: This study reveals the critical role of METTL3 as a positive regulator in promoting macrophage NLRP3 inflammatory responses in MRONJ pathogenesis. METTL3 is expected to provide clues for targeted therapy research on modulating local immune dysregulation and promoting bone repair in MRONJ.

目的:探讨甲基转移酶样3 (methyltransferase-like 3, METTL3)在单细胞水平调控巨噬细胞炎症反应及药物相关性颌骨坏死(drug -related osteonecrosis of the jaw, MRONJ)发生中的作用及机制。方法:采用单细胞RNA测序技术构建唑来膦酸(ZA)诱导小鼠双膦酸相关颌骨坏死(BRONJ)样病变的免疫图谱。通过生物信息学分析筛选关键表观遗传调控因子,通过虚拟敲低分析预测关键基因。免疫组化染色和Western blotting验证METTL3在体内和体外的表达。通过体外敲除和过表达实验,阐明METTL3对巨噬细胞NLRP3炎性体活化的调控作用。结果:单细胞图谱显示,ZA治疗显著诱导拔牙窝中特异性促炎巨噬细胞亚群的募集,并伴有炎症相关通路的明显激活。生物信息学筛选表明,NLRP3炎症小体相关基因是连接炎症反应与RNA加工和修饰的中心桥梁。伪时间轨迹和虚拟敲低分析进一步表明,METTL3是维持巨噬细胞促炎状态的关键节点。体内和体外实验证实,ZA在组织和细胞水平上均显著诱导METTL3上调,并伴随全球m6A水平升高。功能分析显示,METTL3敲低显著抑制NLRP3炎性体的激活,而METTL3过表达则发挥相反的作用。结论:本研究揭示了METTL3作为正调节因子在MRONJ发病过程中促进巨噬细胞NLRP3炎症反应的关键作用。METTL3有望为MRONJ调节局部免疫失调、促进骨修复的靶向治疗研究提供线索。
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引用次数: 0
[Evaluation of nasal prosthesis automatic construction integrating a flexible point cloud deformation matching algorithm and generative artificial intelligence]. 一种柔性点云变形鼻假体算法自动构建效果评价研究
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260207-00106
S W Guo, Q Z Qin, Y L Li, H Y Wu, A N Wen, Y J Zhu, W B Li, Y J Zhao, Y Wang
<p><p><b>Objective:</b> To develop a point cloud non-rigid deformation algorithm, local projection deformation match (LPD-Match), for optimizing the edge transition of the nasal prosthesis complementing the generative artificial intelligence-based facial mesh generation network (FMGen-Net) model previously developed by the research team to automate the construction of target reference data for the nasal prosthesis. <b>Methods:</b> The LPD-Match algorithm was developed based on the local projection deformation strategy. Three-dimensional facial scans from 20 subjects without significant facial deformities who first visited the Department of Prosthodontics, Peking University School and Hospital of Stomatology, between February 2023 and November 2023 were collected, and full nasal defect data were simulated on these scans. To evaluate the effectiveness of LPD-Match algorithm in edge transition optimization, a paired experiment was designed. For each model, two methods for constructing target reference data were compared. The control group utilized FMGen-Net alone, while the experimental group integrated FMGen-Net with the LPD-Match algorithm. The "edge fitness" metric was defined to evaluate the edge transition of the prosthesis by calculating the three-dimensional (3D) curve deviation and maximum curve deviation between the defect boundary curve and the prosthesis boundary curve. Additionally, the "morphological similarity" metric was introduced to assess the morphology restoration of the target reference data.Using the nasal region data from the original three-dimensional facial scans as the gold standard, the root mean square error of the three-dimensional morphological deviation and the maximum morphological deviation between the prosthesis design data and the gold standard were calculated for both groups. <b>Results:</b> Analysis of the "edge fitness" metric showed that the root mean square error of the 3D curve deviation in the control group averaged (0.62±0.23) mm, whereas in the experimental group, it was (0.16±0.07) mm. The maximum curve deviation in the control group averaged (1.57±0.64) mm, while the experimental group showed a reduced value of (0.52±0.30) mm. Statistical analysis showed significant differences between the two groups (<i>t=</i>11.33, <i>P</i>0.001; <i>t=</i>10.17, <i>P</i>0.001), with the experimental group showing superior edge transition. For the "morphological similarity" analysis, the root mean square error of the 3D morphology deviation was 1.30 (1.00, 1.83) mm in the control group and 1.23 (0.90, 1.63) mm in the experimental group. The maximum morphology deviation in the control group was 4.26 (2.96, 5.02) mm, while the experimental group demonstrated 3.85 (2.92, 4.56) mm. Statistical testing showed significant differences between the two groups (<i>Z=</i>-3.40, <i>P</i>0.001; <i>Z=</i>-2.09, <i>P=</i>0.037), indicating the superior morphological restoration effect of the experimental group. <b>Conclusions:</b> This
目的:开发一种点云非刚性变形算法局部投影变形匹配(Local Projection deformation Match, LPD-Match),用于优化鼻假体的边缘过渡,补充已有的面部网格生成网络(Facial Mesh Generation Network, FMGen-Net)模型,实现鼻假体目标参考数据的自动化构建。方法:基于局部投影变形策略开发lpd匹配算法。收集2023年2月至2023年11月在北京大学附属口腔医院口腔修复科首次就诊的20名无明显面部畸形的受试者的三维面部扫描,并在这些扫描上模拟完整的鼻缺损数据。为了评估lpd匹配算法在边缘转移优化中的有效性,设计了配对实验。对于每个模型,比较了两种构建目标参考数据的方法。对照组单独使用FMGen-Net,实验组将FMGen-Net与LPD-Match算法相结合。定义“边缘适应度”指标,通过计算缺陷边界曲线与修复体边界曲线之间的三维曲线偏差和最大曲线偏差来评价修复体的边缘过渡。此外,引入“形态相似性”度量来评估鼻缺损参考数据的形态恢复。以原始面部三维扫描的鼻区数据为金标准,计算两组假体设计数据与金标准的三维形态偏差的均方根误差和最大形态偏差。结果:“边缘适应度”指标分析显示,三维曲线偏差的均方根误差在对照组平均为(0.62±0.23)mm,实验组为(0.16±0.07)mm,最大曲线偏差在对照组平均为(1.57±0.64)mm,实验组减小值为(0.52±0.30)mm,两组间差异有统计学意义(t=11.33, P0.001;t=10.17, P0.001),实验组表现出更好的边缘过渡。在“形态相似性”分析中,对照组三维形态偏差的均方根误差为1.30 (1.00,1.83)mm,实验组为1.23 (0.90,1.63)mm。对照组的最大形态偏差为4.26 (2.96,5.02)mm,实验组的最大形态偏差为3.85 (2.92,4.56)mm,经统计学检验,两组间差异有统计学意义(Z=-3.40, P0.001; Z=-2.09, P=0.037),说明实验组的形态恢复效果较好。结论:本研究提出了一种利用点云非刚性变形算法优化鼻假体边缘过渡的方法,初步验证了该方法的可行性和有效性。与单独的FMGen-Net模型相比,LPD-Match算法与FMGen-Net模型相结合的方法在保持良好形态重建性能的同时,提高了鼻假体目标参考数据的边缘适应性。该方法在临床修复中具有个性化的数字重建鼻缺损的潜力。
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引用次数: 0
[Selection of restorative strategies for extensive tooth defects in young permanent molars]. [幼龄恒磨牙大面积缺损的修复策略选择]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20251025-00429
M Wan, X Xu, X D Bao, L W Zheng

Restoration of extensive defects in young permanent molars is more complex than that in mature permanent teeth. Young permanent teeth are characterized by insufficient enamel mineralization, large pulp chambers, short occlusogingival distance, and unstable gingival margins, limiting both mechanical retention and bonding conditions. In addition, individual factors such as patient cooperation, caries risk, and orthodontic needs further complicate treatment planning. Based on current clinical evidence, this review summarizes the indications, advantages, and limitations of direct adhesive restorations, preformed crowns, provisional crowns, inlays/onlays/overlays, endocrowns, and computer-aided design and computer-aided manufacturing (CAD/CAM) indirect restorations, proposing a clinical decision-making framework for extensive defects in young permanent molars. The proposed pathway follows a "three-level assessment and integrated decision-making" approach, in which the physiological characteristics of young permanent teeth, the objective condition of the affected tooth, and patient-and treatment-related factors are comprehensively evaluated to develop an individualized restorative plan. When moisture control is achievable and tooth conditions are favorable, adhesive restorations with cusp coverage can be selected. When moisture control is difficult or rapid restoration of coronal integrity is required, preformed metal crowns may serve as interim restorations. For non-vital teeth with short occlusogingival distance and insufficient retention, endocrowns may be considered. At present, CAD/CAM resin-ceramic indirect adhesive restorations have shown favorable short-to medium-term outcomes over 18-24 months; however, the long-term performance still requires further validation through multicenter studies with larger sample sizes.

幼龄恒磨牙大面积缺损的修复比成熟恒牙的修复更为复杂。年轻恒牙釉质矿化不足,牙髓腔大,牙合距离短,牙龈边缘不稳定,限制了机械固位和粘接条件。此外,个体因素如患者配合、龋齿风险、正畸等,使治疗计划进一步复杂化。基于目前的临床证据,本文综述了直接粘接修复、预冠、临时冠、嵌体/嵌体/覆盖、内冠、计算机辅助设计/计算机辅助制造(CAD/CAM)间接修复的适应症、优点和局限性,提出了一种针对年轻恒磨牙广泛缺陷的临床决策框架。该路径遵循“三级评估和综合决策”的方法,综合评估年轻恒牙的生理特征、患牙的客观状况以及患者和治疗相关因素,制定个性化的修复计划。当水分控制是可以实现的,牙齿条件是有利的,可以选择粘接剂修复牙尖覆盖。当水分控制困难或需要快速修复冠状体完整性时,预制金属冠可作为临时修复体。对于咬合牙龈距离短、固位不充分的非生命牙,可以考虑使用内冠。目前,CAD/CAM树脂-陶瓷间接粘接修复体在18-24个月内显示出良好的中短期效果;然而,长期效果仍需要通过更大样本量的多中心研究进一步验证。
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引用次数: 0
[Factors influencing accuracy and corresponding strategies for intraoral scanning in full-arch implant rehabilitation]. [影响全弓种植体康复口腔内扫描准确性的因素及相应策略]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260204-00095
Y P Guo, C X Jin, C Huang

The rapid development of digital dentistry has established intraoral scanning as a core technology for acquiring digital impressions in full-arch implant rehabilitation for edentulous patients, and its accuracy plays a decisive role in clinical restorative outcomes. This article reviews the major factors influencing intraoral scanning accuracy in edentulous implant cases, including scanner-related factors, scanning procedure-related factors, and factors associated with scan bodies and auxiliary devices. Corresponding solutions and optimization strategies for improving scanning accuracy are also discussed, aiming to provide clinicians with more precise and reliable approaches for digital impression acquisition.

数字牙科的快速发展使口内扫描成为无牙患者全弓种植体康复中获取数字印象的核心技术,其准确性对临床修复效果起着决定性的作用。本文综述了影响无牙种植体口腔内扫描准确性的主要因素,包括与扫描仪相关的因素、与扫描程序相关的因素以及与扫描体和辅助装置相关的因素。探讨了提高扫描精度的相应解决方案和优化策略,旨在为临床医生提供更精确、更可靠的数字印象采集方法。
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引用次数: 0
[Artificial intelligence empowers prosthodontics: opportunities and challenges of technological integration and disciplinary innovation]. [人工智能赋能修复医学:技术整合与学科创新的机遇与挑战]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260324-00188
X Q Jiang

The rapid development of artificial intelligence (AI) technology has injected new impetus into the digital transformation and high-quality development of prosthodontics. Its integration with core technologies such as deep learning, image recognition, and big data analytics has permeated the entire clinical chain of prosthodontics, including preoperative diagnosis and planning, intraoperative precise operation, and postoperative evaluation and follow-up. This has driven the discipline to transform from a traditional "experience-driven" model to a "data-driven+precision" model. This paper systematically reviews the clinical application scenarios and core innovative value of AI in the field of prosthodontics, deeply integrates international cutting-edge research results and domestic expert consensus, and analyzes the core bottlenecks faced in current technological development, clinical translation, ethical privacy, and other aspects. Combined with the industry development trend, targeted solutions and future prospects are proposed, aiming to provide academic references for the deep integration and standardized development of AI and prosthodontics, and promote the discipline to achieve the development goals of personalization, intelligence, and universalization.

人工智能技术的快速发展,为修复学的数字化转型和高质量发展注入了新的动力。它与深度学习、图像识别、大数据分析等核心技术的融合,已经渗透到整个口腔修复临床链,包括术前诊断与规划、术中精准操作、术后评估与随访。这促使该学科从传统的“经验驱动”模式向“数据驱动+精准”模式转变。本文系统梳理了人工智能在口腔修复领域的临床应用场景和核心创新价值,深度整合国际前沿研究成果和国内专家共识,分析了当前技术发展、临床转化、伦理隐私等方面面临的核心瓶颈。结合行业发展趋势,提出针对性的解决方案和未来展望,旨在为人工智能与口腔修复学的深度融合和规范化发展提供学术参考,推动该学科实现个性化、智能化、普适化的发展目标。
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引用次数: 0
[Mechanism of low-concentration IL-6 in promoting osteogenic differentiation of human stem cells from apical papilla via the JAK2-STAT3 signaling pathway under inflammatory condition]. [炎症条件下低浓度IL-6通过JAK2-STAT3信号通路促进人根尖乳头干细胞成骨分化的机制]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260421-00244
T F Du, W F Zhao, L D Wu, G Hu, K Gan, K Song, J F Zhu
<p><p><b>Objective:</b> To investigate the effects and underlying mechanisms of low-concentration interleukin-6 (IL-6) on the proliferation, migration and osteogenic differentiation of human stem cells from apical papilla (hSCAPs). <b>Methods:</b> hSCAPs were isolated from the apical papilla of third molars extracted in the Department of Oral Maxillofacial Surgery, the First Affiliated Hospital of Zhengzhou University, and identified by flow cytometry and immunofluorescence. Cell counting kit-8 (CCK-8) and Transwell migration assay were used to detect the effects of IL-6 in different concentrations (10, 20, 50 μg/L) on the proliferative and migration ability of hSCAPs. Alizarin red staining, cetyl pyridine chloride quantification, alkaline phosphatase (ALP) staining and ALP activity assay were performed to evaluate the osteogenic differentiation capacity of hSCAPs under inflammatory conditions induced by different concentrations of IL-6, so as to determine the optimal IL-6 concentration to simulate the inflammatory microenvironment of hSCAPs osteogenic differentiation. Real-time fluorescence quantitative PCR (RT-qPCR) and Western blotting were used to detect the osteogenic differentiation ability of hSCAPs treated with low-concentration (10 μg/L) IL-6. Western blotting, Transwell migration assay, ALP staining, ALP activity assay and RT-qPCR were applied to explore the mechanism by which low-concentration IL-6 promotes the migration and osteogenic differentiation of hSCAPs via the Janus kinase 2-signal transducer and activator of transcription 3 (JAK2-STAT3) signaling axis. <b>Results:</b> The isolated and cultured hSCAPs were positive for surface markers CD24 and vimentin, while negative for CD45 and cytokeratin. Different concentrations of IL-6 exerted no significant effect on the proliferation of hSCAPs (<i>P</i>0.05). The number of migrated cells (11 463.33±622.70), cetyl pyridine chloride quantification (2.087±0.121) and ALP activity (94.11±4.06) U/g of hSCAPs in 10 μg/L IL-6 treatment were all significantly increased than those in 0 μg/L IL-6 control group, respectively [8 246.00±674.02, 1.330±0.096, and (53.87±3.70) U/g] (all <i>P</i>0.05). Moreover, the cell migration number and ALP activity in the 10 μg/L IL-6 group were more remarkably increased than in 20 μg/L IL-6 group [9 503.33±275.03, (74.44±3.55) U/g] (both <i>P</i>0.01). After osteogenic mineralization induction of hSCAPs under low-concentration IL-6 intervention, the mRNA expression levels of osteogenic-related factors Osterix (OSX) and Runt-related transcription factor 2 (Runx2) at day 3 (2.033±0.308, 1.433±0.215) and day 7 (3.497±0.153, 3.360±0.061) were significantly upregulated compared to the control group (all <i>P</i>0.05), while the mRNA level of osteocalcin (OCN) was significantly elevated at day 7 (2.950±0.315) (<i>P</i>0.05). The protein expression levels of OCN were significantly increased at day 3 (2.077±0.447) and day 7 (5.023±0.537) than those in the control group
目的:探讨低浓度白细胞介素-6 (IL-6)对人根尖乳头干细胞(hSCAPs)增殖、迁移和成骨分化的影响及其机制。方法:从郑州大学第一附属医院口腔颌面外科取出的第三磨牙根尖乳头中分离hSCAPs,采用流式细胞术和免疫荧光法进行鉴定。采用细胞计数试剂盒8 (CCK8)和Transwell迁移法检测不同浓度(10、20、50 μg/L) il - 6对hSCAPs增殖和迁移能力的影响。通过茜素红染色、氯化十六烷基吡啶定量、碱性磷酸酶(ALP)染色和ALP活性测定,评价不同浓度IL-6诱导炎症条件下hSCAPs的成骨分化能力,确定模拟hSCAPs成骨分化炎症微环境的最佳IL-6浓度。采用实时荧光定量聚合酶链反应(RTqPCR)和Western blot检测低浓度(10 μg/L) IL6对hSCAPs成骨分化能力的影响。采用Western blotting、Transwell迁移实验、ALP染色、ALP活性实验和RTqPCR等方法,探讨低浓度IL6通过Janus kinase 2/signal transducer and activator of transcription 3 (JAK2/STAT3)信号轴促进hSCAPs迁移和成骨分化的机制。结果:分离培养的hSCAPs表面标志物CD24和vimentin阳性,CD45和细胞角蛋白阴性。不同浓度的il - 6对hSCAPs的增殖无显著影响(P < 0.05)。10 μg/L IL-6处理下hSCAPs细胞迁移数(11 463.33±622.70)、十六烷基吡啶氯化定量(2.087±0.121)和ALP活性(94.11±4.06)U/g均显著高于0 μg/L IL-6对照组[8 246.00±674.02、1.330±0.096和(53.87±3.70)U/g](均为ppppppppppp)。结论:IL-6浓度为10、20和50 μg/L对hSCAPs的增殖无明显影响。低浓度IL6通过激活JAK2/STAT3信号通路,促进炎症条件下hSCAPs的迁移和成骨分化。
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引用次数: 0
[A retrospective study on changes in buccal bone thickness following immediate implant placement after dental trauma in the esthetic zone]. [回顾性研究美学区牙外伤后即刻种植后颊骨厚度变化]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260129-00063
H R Zhou, Y W Wu, X H Lin, H D Wang, X Y Li, L Jiang

Objective: To evaluate the effects of flap and flapless surgical approaches on changes in buccal bone thickness around implants in patients undergoing immediate implant placement after dental trauma under a fiber-reinforced composite (FRC) splint-supported immediate provisionalization protocol, and to provide clinical evidence for surgical decision-making in the esthetic zone following dental trauma. Methods: This retrospective cohort study included patients who presented to the Department of General Dentistry, Shanghai Ninth People's Hospital between December 2022 and December 2025 with traumatic maxillary anterior tooth loss requiring immediate implant placement and who had completed definitive prosthetic rehabilitation. According to whether a flap was elevated during surgery, patients were allocated to either a flap group or a flapless group. All implants were provisionally restored immediately after surgery using a fiber-reinforced resin splint combined with natural teeth or resin crowns. Cone-beam computed tomography (CBCT) scans obtained preoperatively, immediately after surgery, and at 4 months postoperatively were used to assess preoperative buccal bone plate thickness and postoperative changes in buccal bone thickness around the implants in both groups. Results: No statistically significant differences in buccal bone thickness were observed between the flap and flapless groups at any measurement level immediately after surgery or at 4 months postoperatively (all P0.05). At 4 months postoperatively, buccal bone thickness at most measurement levels in both groups was significantly reduced compared with the immediate postoperative values (all P0.05), except at 12 mm apical to the implant platform in the flapless group, where no significant bone resorption was detected (all P0.05). No significant differences were found between the two groups in buccal bone thickness changes at any measurement level at 4 months postoperatively (all P0.05). Conclusions: For immediate implant placement following dental trauma in the esthetic zone, when strict case selection and a FRC splint-supported immediate provisionalization protocol are applied, flap and flapless surgical approaches do not appear to differ significantly in their ability to maintain short-term buccal hard tissue stability.

目的:评价纤维增强复合材料(FRC)夹板支持即刻修复方案下皮瓣和无皮瓣入路对牙外伤后即刻种植体患者颊骨周围骨厚度变化的影响,为牙外伤后美观区手术决策提供临床依据。方法:本回顾性队列研究纳入了2022年12月至2025年12月在上海第九人民医院普通齿科就诊的创伤性上颌前牙缺失患者,这些患者需要立即种植体,并完成了最终的修复康复。根据术中皮瓣是否升高,将患者分为有皮瓣组和无皮瓣组。所有种植体在手术后立即使用纤维增强树脂夹板结合天然牙齿或树脂冠进行暂时修复。术前、术后及术后4个月的锥形束计算机断层扫描(CBCT)用于评估两组患者术前颊骨板厚度及术后种植体周围颊骨厚度的变化。结果:术后即刻及术后4个月,带瓣组与不带瓣组颊骨厚度在任何测量水平上均无统计学差异(P < 0.05)。术后4个月,两组大部分测量水平颊骨厚度均较术后即刻值显著降低(均PP < 0.05)。两组术后4个月各测量水平颊骨厚度变化差异无统计学意义(P < 0.05)。结论:对于美观区牙外伤后的即刻种植体植入,当采用严格的病例选择和FRC夹板支持的即刻预备方案时,皮瓣和无皮瓣手术入路在维持短期颊硬组织稳定性方面似乎没有显著差异。
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引用次数: 0
[A comparative study of four deep learning instance segmentation models for tooth segmentation and tooth numbering identification in intraoral occlusal images]. [四种深度学习实例分割模型在口腔内咬合图像中牙齿分割和牙齿编号识别的比较研究]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260225-00130
X Z Liu, X Zhou, L T Yu, Q Chen, L Wu

Objective: To compare the performance of four deep learning instance segmentation models in tooth contour segmentation and Fédération Dentaire Internationale (FDI) tooth numbering recognition on intraoral occlusal images, and to preliminarily evaluate the clinical acceptability of the best-performing model. Methods: A total of 700 adult participants, comprising 343 males and 357 females aged 35-87 years, including individuals with complete dentition and those with dentition defects, who attended the Department of Prosthodontics, Hospital of Stomatology, China Medical University, between March 2022 and October 2024 and underwent standardized intraoral occlusal photography were enrolled, yielding 1 400 images; after quality screening, 1 300 images from 650 participants were finally included. The dataset was divided by images into a training set (910 images), a validation set (195 images), and a test set (195 images) at a ratio of 7.0∶1.5∶1.5, and only the training set was augmented to 2 730 images. Twenty-eight tooth categories, excluding third molars, were annotated according to the FDI two-digit notation system. Under unified training conditions, four models: Mask R-CNN, RTMDet, YOLOv8-seg, and YOLOv11-seg were compared, and test-set performance was evaluated using segmentation mean average precision at an IoU threshold of 0.5 (seg_mAP@50), precision, recall, and F1-score, while five attending prosthodontists were recruited to compare tooth numbering accuracy with that of the best-performing model and to assess its practical applicability. Results: YOLOv11-seg outperformed the other models across all metrics, achieving a seg_mAP@50 of 98.2%, a precision of 96.3%, a recall of 96.8%, and an F1-score of 96.5%. The tooth numbering accuracy of this model was 97.5% (2 145/2 200), showing no statistically significant difference from the mean accuracy of the five attending prosthodontists (98.6%±1.3%) (t=1.89, P=0.130), and 98.6% of the model outputs were rated as clinically acceptable. Conclusions: YOLOv11-seg achieved highly accurate tooth segmentation and tooth numbering recognition on intraoral occlusal images, with performance comparable to that of attending prosthodontists, thus providing a technical basis for subsequent dentition-defect analysis based on tooth-level information.

目的:比较4种深度学习实例分割模型在牙槽内咬合图像的牙齿轮廓分割和外国牙科医生(FDI)牙齿编号识别方面的性能,并初步评价表现最佳的模型的临床可接受性。方法:选取2022年3月至2024年10月在中国医科大学口腔医院口腔修复科接受标准化口腔内咬合摄影的成人受试者700人,其中男性343人,女性357人,年龄35-87岁,包括牙列完整者和牙列缺损者;经过高质量筛选,最终纳入650名参与者的1300张图像。按照7.0∶1.5∶1.5的比例将数据集分成训练集(910张)、验证集(195张)和测试集(195张),仅训练集扩充到2730张。28个牙齿类别,不包括第三磨牙,根据FDI两位数符号系统进行注释。在统一的训练条件下,对Mask R-CNN、RTMDet、YOLOv8-seg、YOLOv11-seg四种模型进行比较,并采用IoU阈值0.5 (seg_mAP@50)下的分割平均精度、精度、召回率、f1评分对测试集性能进行评价,同时招募5名主治义齿医师与表现最好的模型进行牙齿编号精度比较,评估其实际适用性。结果:YOLOv11-seg在所有指标上都优于其他模型,达到seg_mAP@50的98.2%,精度为96.3%,召回率为96.8%,f1得分为96.5%。该模型的牙齿编号准确率为97.5%(2 145/2 200),与5位主治义齿医师的平均准确率(98.6%±1.3%)差异无统计学意义(t=1.89, P=0.130), 98.6%的模型输出被评为临床可接受。结论:YOLOv11-seg在口腔内咬合图像上实现了高度精确的牙齿分割和牙齿编号识别,其性能可与牙科主治医师媲美,为后续基于牙位信息的牙列缺损分析提供了技术依据。
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引用次数: 0
[Progress in basic research on hydrogel-based drug delivery systems for the treatment of peri-implantitis]. [水凝胶给药系统治疗种植体周围炎的基础研究进展]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20251012-00399
M K Liu, Z H Zhang, L Lang, H H Liu

Peri-implantitis is a common complication following oral implantation that seriously jeopardizes long-term implant stability and prosthetic outcomes. Conventional therapeutic modalities, including non-surgical and surgical interventions, exhibit inherent limitations. Hydrogel-based drug delivery systems (hDDSs), as an emerging platform, are increasingly recognized for their therapeutic potential of favorable biocompatibility, sustained drug-release kinetics, and advantage of local administration in basic studies of peri-implantitis, thus offering broad translational prospects. This review outlines the hDDSs currently employed in peri-implantitis research and summarizes the latest advances. Moreover, we analyze and compare the strengths and limitations of various hydrogel drug-loading strategies, discuss the challenges hindering clinical translation, aiming to provide guidance and inspiration for future clinical management and research of peri-implantitis.

种植体周围炎是口腔种植后常见的并发症,严重影响种植体的长期稳定性和修复效果。传统的治疗方式,包括非手术和手术干预,表现出固有的局限性。水凝胶给药系统(hDDSs)作为一种新兴的给药平台,由于其良好的生物相容性、药物持续释放动力学和局部给药优势,在种植体周围炎的基础研究中越来越得到认可,因此具有广阔的应用前景。本文综述了目前用于种植体周围炎研究的hdds,并总结了最新进展。分析比较各种水凝胶载药策略的优势和局限性,探讨阻碍临床转化的挑战,旨在为未来种植体周围炎的临床管理和研究提供指导和启示。
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引用次数: 0
[A retrieval-augmented generation-based clinical decision support system for the restoration of endodontically treated teeth]. [一种基于检索增强代的牙髓治疗后牙齿修复临床决策支持系统]。
Q4 Medicine Pub Date : 2026-07-09 DOI: 10.3760/cma.j.cn112144-20260409-00225
J R Zhai, J W Guo, W Y Su, T M Sha, P Ding, Y Wang
<p><p><b>Objective:</b> To develop and evaluate Clinical Decision Surpport System-augmented by retrieval-augmented generation (RAG)-Professional (CDSS-RAG-Pro), a RAG-based clinical decision support system, through multi-level comparison of multiple large language models (LLM), and to provide an objective decision-making aid for the clinical restoration of endodontically treated teeth. <b>Methods:</b> A structured knowledge base was constructed by systematically retrieving and incorporating authoritative prosthodontic sources, including the Guideline for the Restoration of Tooth Defects, Dentition Defects and Edentulism (2022 Edition). A RAG module was developed accordingly and integrated into three LLM (DeepSeek-V3, Qwen 2.5-72B-Instruct, and GPT-3.5-turbo) to form the CDSS-RAG-Pro clinical decision support system for post-endodontic restoration. To evaluate the decision-making capability of this system, an expert panel was established. Thirty typical clinical cases were selected from the Department of Prosthodontics, Hospital of Stomatology, Sun Yat-sen University, from May 2024 to December 2025. The three LLM generated restorative plans under both RAG and non-RAG modes. Using a Likert scale, the expert panel scored the restorative plans across three dimensions: decision accuracy, logical coherence, and professional readability. Meanwhile, the expert panel drafted standard restorative reports. Two objective metrics, F1 score of the recall-oriented understudy for gisting evaluation based on longest common subsequence (ROUGE-L F1) and F1 score of the bidirectional encoder representations from Transformer-based semantic similarity score (BERTScore F1), were used to evaluate the semantic similarity between the generated restorative plans and the standard restorative reports. ROUGE-L F1 focused on assessing the model' s mastery of textual knowledge such as restorative guidelines, while BERTScore F1 focused on semantic consistency in reasoning patterns and decision-making logic. Generalized estimating equations were used to analyze differences in decision performance across LLM and between RAG and non-RAG modes. <b>Results:</b> Compared with the non-RAG mode, all models showed improved performance across all evaluation metrics in the RAG mode, with statistically significant differences (all <i>P</i>0.05). The highest BERTScore F1 in the RAG mode was 0.91 (DeepSeek-V3). Significant differences were observed among the three LLM across all evaluation metrics (all <i>P</i>0.05). Significant interaction effects were found between model type and RAG mode for decision accuracy score (interaction χ<sup>2</sup>=10.11, <i>P</i>0.001) and ROUGE-L F1 (interaction χ<sup>2</sup>=8.57, <i>P</i>0.05). <b>Conclusions:</b> The RAG-based CDSS-RAG-Pro improves the accuracy and interpretability of general-purpose LLM in decision-making for post-endodontic tooth restoration. This study demonstrates the unique clinical safety and scalability advantages of RAG as a lightwei
目的:通过对多种大语言模型(LLM)的多层次比较,开发并评价基于RAG的临床决策支持系统-临床决策支持系统(CDSS-RAG-Pro),为牙髓治疗后的临床修复提供客观的决策辅助。方法:系统检索并整合《牙齿缺损、牙列缺损和牙髓病修复指南(2022年版)》等权威修复文献,构建结构化知识库。相应开发RAG模块,集成到3个LLM (DeepSeek-V3、Qwen 2.5-72B-Instruct、GPT-3.5-turbo)中,形成CDSS-RAG-Pro牙髓后修复临床决策支持系统。为了评价该系统的决策能力,建立了一个专家小组。选取中山大学口腔医院口腔修复科于2024年5月至2025年12月的典型临床病例30例。三个LLM在RAG和非RAG模式下都生成了恢复计划。使用李克特量表,专家小组在三个方面对恢复性计划进行评分:决策准确性、逻辑一致性和专业可读性。同时,专家小组起草了标准的恢复性报告。采用基于最长公共子序列(ROUGE-L F1)的面向回忆的替补评分和基于transformer的双向编码器表示的语义相似度评分(BERTScore F1)两个客观指标来评价生成的恢复计划与标准恢复报告之间的语义相似度。ROUGE-L F1侧重于评估模型对文本知识(如恢复性指南)的掌握程度,而BERTScore F1侧重于评估推理模式和决策逻辑的语义一致性。使用广义估计方程来分析LLM之间以及RAG与非RAG模式之间决策绩效的差异。结果:与非RAG模式相比,RAG模式下所有模型在所有评估指标上的表现都有所提高,差异有统计学意义(均PP2=10.11, P2=8.57, p)。结论:基于RAG的CDSS-RAG-Pro提高了通用LLM在牙髓后修复决策中的准确性和可解释性。这项研究证明了RAG作为一种轻量级的、面向小样本的LLM配置策略,具有独特的临床安全性和可扩展性优势,可以为修复临床决策提供支持。
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引用次数: 0
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中华口腔医学杂志
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