Alveolar bone defect

牙槽骨缺损
  • 文章类型: Journal Article
    背景:牙槽骨缺损的有效治疗仍然是牙科治疗中的主要问题。本研究的目的是开发一种纤维蛋白和魔芋葡甘聚糖(KGM)复合水凝胶作为鼻粘膜来源的外胚层间充质干细胞(EMSC)的骨形成支架,用于牙槽骨缺损的再生,并研究了嵌入水凝胶中的黑磷纳米颗粒(BPNs)的成骨加速作用。
    方法:从大鼠鼻粘膜中分离原代EMSC,用于牙槽骨修复。纤维蛋白和KGM以不同的比例制备了拟骨水凝胶支架,通过力学性能和生物相容性分析确定最佳配比。然后,将最佳水凝胶与BPNs整合以获得BPNs/纤维蛋白-KGM水凝胶,并评价其对体外成骨EMSCs的影响。探讨水凝胶的体内成骨增强作用,将BPNs/纤维蛋白-KGM支架联合EMSC植入大鼠牙槽骨缺损模型。显微计算机断层扫描(CT),组织学检查,采用实时定量聚合酶链反应(RT-qPCR)和免疫印迹技术评价骨形态和骨再生成骨相关基因的表达。
    结果:KGM的添加改善了纤维蛋白水凝胶的机械性能和生物降解特性。体外,含有BPNs的复合水凝胶被证明是生物相容性的,并且能够通过上调矿化和碱性磷酸酶的活性来增强EMSC的成骨作用。在体内,显微CT分析和组织学评估表明,植入EMSCs-BPNs/纤维蛋白-KGM水凝胶的大鼠表现出最佳的骨重建。与模型组相比,包括骨桥蛋白在内的成骨基因的表达(Opn,p<0.0001),骨钙蛋白(Ocn,p<0.0001),型胶原蛋白(Col,p<0.0001),骨形态发生蛋白2(Bmp2,p<0.0001),Smad1(p=0.0006),runt相关转录因子2(Runx2,p<0.0001)均显著上调。
    结论:含纤维蛋白KGM的EMSCs/BPNs水凝胶通过有效上调成骨相关基因的表达促进大鼠牙槽骨缺损的修复,促进骨基质的形成和矿化。
    BACKGROUND: Effective treatments for the alveolar bone defect remain a major concern in dental therapy. The objectives of this study were to develop a fibrin and konjac glucomannan (KGM) composite hydrogel as scaffolds for the osteogenesis of nasal mucosa-derived ectodermal mesenchymal stem cells (EMSCs) for the regeneration of alveolar bone defect, and to investigate the osteogenesis-accelerating effects of black phosphorus nanoparticles (BPNs) embedded in the hydrogels.
    METHODS: Primary EMSCs were isolated from rat nasal mucosa and used for the alveolar bone recovery. Fibrin and KGM were prepared in different ratios for osteomimetic hydrogel scaffolds, and the optimal ratio was determined by mechanical properties and biocompatibility analysis. Then, the optimal hydrogels were integrated with BPNs to obtain BPNs/fibrin-KGM hydrogels, and the effects on osteogenic EMSCs in vitro were evaluated. To explore the osteogenesis-enhancing effects of hydrogels in vivo, the BPNs/fibrin-KGM scaffolds combined with EMSCs were implanted to a rat model of alveolar bone defect. Micro-computed tomography (CT), histological examination, real-time quantitative polymerase chain reaction (RT-qPCR) and western blot were conducted to evaluate the bone morphology and expression of osteogenesis-related genes of the bone regeneration.
    RESULTS: The addition of KGM improved the mechanical properties and biodegradation characteristics of the fibrin hydrogels. In vitro, the BPNs-containing compound hydrogel was proved to be biocompatible and capable of enhancing the osteogenesis of EMSCs by upregulating the mineralization and the activity of alkaline phosphatase. In vivo, the micro-CT analysis and histological evaluation demonstrated that rats implanted EMSCs-BPNs/fibrin-KGM hydrogels exhibited the best bone reconstruction. And compared to the model group, the expression of osteogenesis genes including osteopontin (Opn, p < 0.0001), osteocalcin (Ocn, p < 0.0001), type collagen (Col , p < 0.0001), bone morphogenetic protein-2 (Bmp2, p < 0.0001), Smad1 (p = 0.0006), and runt-related transcription factor 2 (Runx2, p < 0.0001) were all significantly upregulated.
    CONCLUSIONS: EMSCs/BPNs-containing fibrin-KGM hydrogels accelerated the recovery of the alveolar bone defect in rats by effectively up-regulating the expression of osteogenesis-related genes, promoting the formation and mineralisation of bone matrix.
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  • 文章类型: Journal Article
    开发有效的牙槽骨缺损再生方法是骨科的重大挑战。来自人脐带间充质干细胞(HUMSC-Exos)的外泌体已显示出在骨修复中的潜力,但由于不确定的应用方法和机制而面临局限性。为了解决这个问题,将HUMSC-Exos封装在聚乙烯醇(PVA)水凝胶(Exo@PVA)中以创建用于牙槽骨修复的新型材料。这种组合比单独的Exos更有效地增强了骨髓间充质干细胞(BMSCs)和人脐静脉内皮细胞(HUVECs)的成骨分化。此外,Exo@PVA显著改良年夜鼠牙槽骨再生和缺损修复。Exo@PVA中的microRNA-21-5p(miR-21-5p)通过GEO数据库识别并通过计算机模拟方法进行分析,发挥了至关重要的作用。miR-21-5p通过抑制WWP1介导的KLF5泛素化促进BMSC成骨分化,并通过靶向ATP2B4增强HUVEC血管生成。这些发现强调了基于Exo的PVA水凝胶支架修复骨缺损的潜力,通过miR-21-5p/WWP1/ATP2B4信号轴操作。
    Developing effective methods for alveolar bone defect regeneration is a significant challenge in orthopedics. Exosomes from human umbilical cord mesenchymal stem cells (HUMSC-Exos) have shown potential in bone repair but face limitations due to undefined application methods and mechanisms. To address this, HUMSC-Exos were encapsulated in polyvinyl alcohol (PVA) hydrogel (Exo@PVA) to create a novel material for alveolar bone repair. This combination enhanced the osteogenic differentiation of bone marrow mesenchymal stem cells (BMSCs) and human umbilical vein endothelial cells (HUVECs) more effectively than Exos alone. Additionally, Exo@PVA significantly improved alveolar bone regeneration and defect repair in rats. The microRNA-21-5p (miR-21-5p) in Exo@PVA, identified through the GEO database and analyzed via in silico methods, played a crucial role. miR-21-5p promoted BMSC osteogenic differentiation by inhibiting WWP1-mediated KLF5 ubiquitination and enhanced HUVEC angiogenesis by targeting ATP2B4. These findings underscore the potential of an Exo-based approach with PVA hydrogel scaffolds for bone defect repair, operating through the miR-21-5p/WWP1/ATP2B4 signaling axis.
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  • 文章类型: Journal Article
    中度至重度牙槽骨缺损的康复通常具有挑战性。目前,使用的治疗方法包括,其中,引导骨再生技术结合各种骨移植。虽然这些技术应用广泛,已经报道了一些限制和并发症,如发病率,次优的移植物/膜吸收率,低结构完整性,和尺寸稳定性。因此,开发具有可调节细胞和组织相互作用的定制特征的仿生支架可能是一个有前途的工具。本文介绍了支架的设计和开发中的关键考虑因素,同时还提供了有关这些纳米系统的各种制造方法的信息。还将提到它们作为输送系统的利用。
    The rehabilitation of alveolar bone defects of moderate to severe size is often challenging. Currently, the therapeutic approaches used include, among others, the guided bone regeneration technique combined with various bone grafts. Although these techniques are widely applied, several limitations and complications have been reported such as morbidity, suboptimal graft/membrane resorption rate, low structural integrity, and dimensional stability. Thus, the development of biomimetic scaffolds with tailor-made characteristics that can modulate cell and tissue interaction may be a promising tool. This article presents a critical consideration in scaffold\'s design and development while also providing information on various fabrication methods of these nanosystems. Their utilization as delivery systems will also be mentioned.
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  • 文章类型: Journal Article
    UNASSIGNED: Reconstruction of alveolar bone defects resulting from aging, trauma, ablative surgery or pathology, remains a significant clinical challenge. The objective of this study was to investigate the antibacterial and antifungal activities of mixed polymethylmethacrylate-hydroxyapatite (PMMA-HA) against oral microorganisms. Our findings could provide valuable insights into the prospective application of PMMA-HA as a synthetic bone graft material to manage alveolar bone defects via tissue engineering.
    UNASSIGNED: HA powder was obtained from the Center for Ceramics in Indonesia and PMMA granules were obtained from HiMedia Laboratories; these were prepared in 20:80, 30:70, and 40:60 ratios. The antibacterial diffusion method was then performed against Staphylococcusaureus, Aggregatibacter actinomycetemcomitans, Porphyromonas gingivalis, and Fusobacterium nucleatum, while the antifungal diffusion method was used to test against Candida albicans. Standardized protocols were used for microbial culturing and inhibition zones were measured with digital calipers. Statistical analyses included one-way ANOVA and Kruskal-Wallis tests, supplemented by post-hoc Tukey HSD tests.
    UNASSIGNED: A PMMA-HA scaffold with a 20:80 ratio demonstrated the highest antibacterial activity against S. aureus, A. actinomycetemcomitans, P. gingivalis, and F. nucleatum. This was followed by the 30:70 and 40:60 ratios in terms of antibacterial activity. Statistical significance was achieved with p < 0.05 in comparison to controls. However, none of the PMMA-HA ratios showed antifungal activity against C. albicans.
    UNASSIGNED: PMMA-HA scaffolds have significant activity against bacteria, but not against fungi.
    UNASSIGNED: الحنك المشقوق هو عيب خلقي شائع يتطلب غالبا ترقيع العظام السنخية للحصول على علاج فعال. كان الهدف من هذه الدراسة هو دراسة الأنشطة المضادة للبكتيريا والفطريات لمختلط بولي ميثيل ميثاكريلات-هيدروكسيباتيت ضد الكائنات الحية الدقيقة في الفم. يمكن أن تفيد النتائج الاستخدام المحتمل لـ بولي ميثيل ميثاكريلات-هيدروكسيباتيت كمواد تطعيم عظمية اصطناعية لعلاج عيوب العظام السنخية في حالات الحنك المشقوق.
    UNASSIGNED: تم تحضير مسحوق هيدروكسيباتيت من مركز السيراميك في إندونيسيا وحبيبات بولي ميثيل ميثاكريلات من مختبرات هاي ميديا بنسبة 20:80 و30:70 و40:60. تم استخدام طريقة الانتشار المضاد للبكتيريا ضد المكورات العنقودية الذهبية، المشعشعة المصاحبة للورم الفطري، وحيدات الخلية البورفيرينية اللثوية و المغزلية الناخرة، في حين تم اختبار طريقة الانتشار المضاد للفطريات ضد المبيضات البيضاء. استخدمت بروتوكولات موحدة للزراعة الميكروبية. تم قياس مناطق التثبيط باستخدام الفرجار الرقمي. وشملت التحليلات الإحصائية اختبارات أنوفا و كروسكال-واليس أحادية الاتجاه، بالإضافة إلى اختبارات \"تركي الفرق الكبير بصراحة\" اللاحقة.
    UNASSIGNED: أظهرت سقالة بولي ميثيل ميثاكريلات-هيدروكسيباتيت بنسبة 20:80 أعلى نشاط مضاد للجراثيم ضد المكورات العنقودية الذهبية، المشعشعة المصاحبة للورم الفطري، وحيدات الخلية البورفيرينية اللثوية و المغزلية الناخرة. وتلاها النسب 30:70 و40:60 من حيث النشاط المضاد للبكتيريا. تم تحقيق أهمية إحصائية بالمقارنة مع الضوابط. ومع ذلك، لم تظهر أي من نسب بولي ميثيل ميثاكريلات-هيدروكسيباتيت نشاطا مضادا للفطريات ضد المبيضات البيضاء.
    UNASSIGNED: سقالات بولي ميثيل ميثاكريلات-هيدروكسيباتيت لها نشاط مضاد للجراثيم، ولكن ليس لها نشاط مضاد للفطريات.
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  • 文章类型: Journal Article
    背景:牙槽骨缺损,尤其是腭骨裂开(PBD)和唇骨开窗术(LBF),由于上颌前牙的缩回而经常发生。本研究旨在探讨成人正畸治疗后PBD和LBF对上颌前牙长期骨重建的影响。
    方法:该研究包括24例成年上颌前突患者(8例男性,16名女性)接受了四个第一前磨牙的拔除治疗,并且在正畸治疗后上颌前牙有牙槽骨缺损(PBD或LBF)。在(T1)之前获得锥形束计算机断层扫描成像测量值,(T2)正畸治疗后,并且在至少1年的可移除热塑性保持器保持(T3)之后。将T2时伴PBD或LBF的上颌前牙分为PBD或LBF组,分别。唇和腭牙槽骨高度(ABH),牙槽骨厚度(ABT),在缩回(T2-T1)和保留(T3-T2)期间测量上颌前牙的运动。
    结果:上颌前牙中PBD和LBF的发生率在正畸治疗后显着增加,在保留期间下降。在PBD组中,从T1到T2,所有上颌前牙的腭ABH均显着增加,而从T2到T3则降低。保留期上颌中切牙和犬齿的ABT在腭侧明显升高,唇侧明显下降。在LBF组中,从T1到T2,上颌中切牙的唇ABT显着降低,然后从T2到T3增加。在这两组中,上颌中切牙显示出明显的唇运动,在保留期内有相对的侵入。
    结论:对于成人上颌前突患者,正畸牵缩引起的上颌前牙牙槽骨缺损在保留期内明显改善,表明良好的长期骨重建。我们的发现表明,上颌前牙的自发重新定向和骨骼重塑的结合有助于这些患者的牙槽骨覆盖。
    BACKGROUND: Alveolar bone defects, particularly palatal bone dehiscence (PBD) and labial bone fenestration (LBF), occur frequently as a result of retraction of the maxillary anterior teeth. The study aims to explore the long-term bone remodeling of maxillary anterior teeth in adult patients with post-orthodontic treatment PBD and LBF.
    METHODS: The study includes 24 adult patients with maxillary protrusion (8 males, 16 females) who were treated with extraction of four first premolars and had alveolar bone defects (PBD or LBF) in maxillary anterior teeth following orthodontic treatment. Cone-beam computed tomography imaging measurements were obtained before (T1), after (T2) orthodontic treatment, and after at least 1-year removable thermoplastic retainer retention (T3). The maxillary anterior teeth with PBD or LBF at T2 were divided into the PBD or LBF groups, respectively. The labial and palatal alveolar bone height (ABH), alveolar bone thickness (ABT), and movement of maxillary anterior teeth were measured during retraction (T2-T1) and retention (T3-T2) periods.
    RESULTS: The incidence of PBD and LBF in maxillary anterior teeth significantly increased after orthodontic treatment and decreased during the retention period. In the PBD group, the palatal ABH of all maxillary anterior teeth significantly increased from T1 to T2 but decreased from T2 to T3. The ABT of the maxillary central incisor and canine significantly increased on the palatal side and decreased on the labial side during the retention period. In the LBF group, the labial ABT of the maxillary central incisor at the apical level showed a significant decrease from T1 to T2, followed by an increase from T2 to T3. In both groups, the maxillary central incisor showed significant labial movement, with a relative intrusion during the retention period.
    CONCLUSIONS: For adult patients with maxillary protrusion, the alveolar bone defect of maxillary anterior teeth caused by orthodontic retraction significantly improved during the retention period, indicating good long-term bone remodeling. Our findings suggest that a combination of spontaneous reorientation of maxillary anterior teeth and bone remodeling contributed to alveolar bone covering in these patients.
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  • 文章类型: Journal Article
    脱细胞牙齿基质的骨组织再生效率,去矿质牙齿基质,在成年Wistar大鼠上颌牙槽骨临界大小圆形缺损的模型上比较了商业异种移植物Bio-OssSpongiosa。缺损愈合动力学使用组织学评估,组织形态计量学,和免疫组织化学方法在第30天和第60天。与去矿化基质和商业异种移植物相反,脱细胞基质在第60天诱导新骨组织的形成。脱细胞基质可以被认为是用于牙科和颌面外科中牙槽骨修复的无细胞组织工程的生物材料。
    The efficiency of bone tissue regeneration by decellularized tooth matrix, demineralized tooth matrix, and commercial xenograft Bio-Oss Spongiosa was compared on the model of a critical-size circular defect in the alveolar bone of the upper jaw of adult Wistar rats. The defect healing dynamics was assessed using histological, histomorphometrical, and immunohistochemical methods on days 30 and 60. In contrast to demineralized matrix and commercial xenograft, decellularized matrix induces the formation of the new bone tissue by day 60. Decellularized matrix can be considered as a biomaterial for cell-free tissue engineering for alveolar bone restoration in dentistry and maxillofacial surgery.
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  • 文章类型: Journal Article
    本研究旨在评估3D打印的效果,1-乳酸(PDLLA)对人牙槽骨来源的间充质干细胞(h-ABMSC)成骨增殖和分化的影响。使用流式细胞术和形态学分析培养和鉴定人ABMSC。使用细胞计数试剂盒-8(CCK-8)评估对照组和PDLLA实验组以检测细胞的细胞毒性和增殖活性。实时定量聚合酶链反应用于确定包括碱性磷酸酶(ALP)在内的成骨基因的表达水平,Runt相关转录因子2(Runx-2),骨桥蛋白(OPN),和骨钙蛋白(OCN)。结果表明,h-ABMSCs培养成功,显微镜观察显示。人ABMSCs呈纺锤形,具有簇状和鱼状的原代细胞。细胞表面标志物CD34阴性,CD44和CD90阳性。PDLLA没有细胞毒性。人ABMSCs正常增殖,并在PDLLA表面观察到细胞的成骨分化。PDLLA与对照组细胞增殖活性和成骨相关基因表达水平无显著差异,包括ALP,Runx-2,OPN,OCN。这些结果表明3D打印的PDLLA具有良好的细胞相容性和生物活性。
    This study aimed to assess effects of 3-dimensionally (3D) printed poly-d,l-lactin (PDLLA) on human alveolar bone-derived mesenchymal stem cell (h-ABMSC) osteogenic proliferation and differentiation. Human ABMSCs were cultured and identified using flow cytometry and morphological analysis. Control and PDLLA experimental groups were assessed using a Cell Counting Kit-8 (CCK-8) to detect cellular cytotoxicity and proliferative activity. Real-time quantitative polymerase chain reaction was used to determine expression levels of osteogenesis genes including alkaline phosphatase (ALP), Runt-related transcription factor 2 (Runx-2), osteopontin (OPN), and osteocalcin (OCN). The results showed that h-ABMSCs were successfully cultured and revealed by microscopic observation. Human ABMSCs were spindle-shaped, with clustered and fish-like primary cells. Cell surface markers were negative for CD34 and positive for CD44 and CD90. PDLLA had no cytotoxicity. Human ABMSCs proliferated normally, and osteogenic differentiation of the cells was observed on the surface of PDLLA. Cellular proliferative activity and expression levels of osteogenesis-related genes of PDLLA and control groups showed no significant difference, including ALP, Runx-2, OPN, and OCN. These results suggest that 3D-printed PDLLA has good cell compatibility and biological activity.
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  • 文章类型: Journal Article
    该研究旨在比较和评估与羟基磷灰石(HA)骨移植物聚合的可注射富血小板纤维蛋白(i-PRF)和单独的HA骨移植物用于治疗三壁骨内缺损(IBD)的临床和影像学结果。
    该试验计划为随机试验,在III期牙周炎患者中纳入34个三壁IBD的前瞻性临床影像学研究。IBD被随机分配到其中一组,即,组I-实验(i-PRF+HA)和组II-对照(单独的HA)。在基线和6个月和9个月的间隔,我们进行了临床和影像学测量,并将基线和9个月的数据制成表格,导入SPSS22软件.学生未配对和配对t检验用于发现显著差异(p<0.05)。
    与基线值相比,两组在所有临床和影像学测量中均显示出实质性变化。在组间比较中,与HA组相比,i-PRF+HA组报告的原始缺损分辨率和原始缺损填充率显著更高.
    与HA接枝聚合的i-PRF在三壁IBD中与单独的HA接枝相比显示出更好的结果,因此可以用作治疗三壁IBD的更好的可能的替代方案。
    UNASSIGNED: The study was aimed to compare and evaluate the clinical and radiographic outcomes of injectable platelet-rich fibrin (i-PRF) polymerized with hydroxyapatite (HA) bone graft and HA bone graft alone for treating three-wall intrabony defects (IBDs).
    UNASSIGNED: The trial was planned as a randomized, prospective clinico-radiographic study with inclusion of 34 three-wall IBDs in patients with stage III periodontitis. IBDs were assigned randomly to one of the groups, i.e., Group I - experimental (i-PRF + HA) and Group II - control (HA alone). At baseline and 6 and 9-month intervals, both the clinical and radiographic measurements were taken and baseline and 9-month data were tabulated and imported into SPSS 22 software. Student unpaired and paired t- tests were used to find significant differences (p<0.05).
    UNASSIGNED: Both the groups showed substantial changes in all clinical and radiographic measures on comparison from baseline values. On intergroup comparison, the i-PRF + HA group reported significantly higher original defect resolution and original defect fill as compared to the HA group.
    UNASSIGNED: i-PRF polymerized with HA graft has shown better results as compared to HA graft alone in three-wall IBDs and therefore can be used as a better possible alternative for the treatment of three-wall IBDs.
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  • 文章类型: Journal Article
    Pluronic F127 (PF127) hydrogel has been highlighted as a promising biomaterial for bone regeneration, but the specific molecular mechanism remains largely unknown. Herein, we addressed this issue in a temperature-responsive PF127 hydrogel loaded with bone marrow mesenchymal stem cells (BMSCs)-derived exosomes (Exos) (PF127 hydrogel@BMSC-Exos) during alveolar bone regeneration. Genes enriched in BMSC-Exos and upregulated during the osteogenic differentiation of BMSCs and their downstream regulators were predicted by bioinformatics analyses. CTNNB1 was predicted to be the key gene of BMSC-Exos in the osteogenic differentiation of BMSCs, during which miR-146a-5p, IRAK1, and TRAF6 might be the downstream factors. Osteogenic differentiation was induced in BMSCs, in which ectopic expression of CTNNB1 was introduced and from which Exos were isolated. The CTNNB1-enriched PF127 hydrogel@BMSC-Exos were constructed and implanted into in vivo rat models of alveolar bone defects. In vitro experiment data showed that PF127 hydrogel@BMSC-Exos efficiently delivered CTNNB1 to BMSCs, which subsequently promoted the osteogenic differentiation of BMSCs, as evidenced by enhanced ALP staining intensity and activity, extracellular matrix mineralization (p < 0.05), and upregulated RUNX2 and OCN expression (p < 0.05). Functional experiments were conducted to examine the relationships among CTNNB1, microRNA (miR)-146a-5p, and IRAK1 and TRAF6. Mechanistically, CTNNB1 activated miR-146a-5p transcription to downregulate IRAK1 and TRAF6 (p < 0.05), which induced the osteogenic differentiation of BMSCs and facilitated alveolar bone regeneration in rats (increased new bone formation and elevated BV/TV ratio and BMD, all with p < 0.05). Collectively, CTNNB1-containing PF127 hydrogel@BMSC-Exos promote the osteogenic differentiation of BMSCs by regulating the miR-146a-5p/IRAK1/TRAF6 axis, thus inducing the repair of alveolar bone defects in rats.
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  • 文章类型: Journal Article
    骨水平的射线照相测定有助于诊断和确定牙周病的严重程度。各种二维和三维成像方式为影响牙周组织的病理过程成像提供了选择。近年来,创新的计算机技术,尤其是人工智能(AI),已开始用于牙科的许多领域,并有助于提高治疗和诊断性能。这项研究旨在开发机器学习(ML)模型,并评估其能够在2D根尖周图像上对牙周缺损进行分类的程度。作为这项研究的一部分,检查了87张根尖周图像。由人类观察者评估上述图像中是否存在牙周缺陷。随后使用放射组学平台重复评估。通过SVM分析对通过人体观察和ML技术获得的所有数据进行了比较。根据研究结果,与黄金标准相比,人类观察者和ML模型检测牙周缺陷的能力显着不同。然而,ML和人类观察者对牙周缺陷的检测类似,没有显着差异。这项研究表明,可以通过将特定的影像组学特征与图像变量相结合来预测牙周缺损。所提出的机器学习模型可用于支持临床从业人员,并最终替代人类观察者进行的评估,同时提高未来的绩效水平。
    Radiographic determination of the bone level is useful in the diagnosis and determination of the severity of the periodontal disease. Various two- and three-dimensional imaging modalities offer choices for imaging pathologic processes that affect the periodontium. In recent years, innovative computer techniques, especially artificial intelligence (AI), have begun to be used in many areas of dentistry and are helping increase treatment and diagnostic performance. This study was aimed at developing a machine-learning (ML) model and assessing the extent to which it was capable of classifying periodontal defects on 2D periapical images. Eighty-seven periapical images were examined as part of this research. The existence or absence of periodontal defects in the aforementioned images were evaluated by a human observer. The evaluations were subsequently repeated using a radiomics platform. A comparison was made of all data acquired through human observation and ML techniques by SVM analysis. According to the study findings the ability of human observers and the ML model to detect periodontal defects was significantly different in comparison to the gold standard. However, ML and human observers performed similarly for the detection of periodontal defects without a significant difference. This study reveals that the prediction of periodontal defects can be achieved by combining particular radiomic features with image variables. The proposed machine leaning model can be utilized for supporting clinical practitioners and eventually substitute evaluations conducted by human observers while enhancing future levels of performance.
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