Dental Caries Susceptibility

龋齿易感性
  • 文章类型: Journal Article
    背景:儿童早期龋齿(ECC)在全球范围内仍然是一个严重的口腔健康问题。在世界某些地区实施的基于风险的龋齿管理(RBCM)已有效地预防了ECC。然而,缺乏对RBCM在中国儿童中应用的前瞻性研究,对它的有效性知之甚少。本研究的目的是评估RBCM在万州区3-5岁儿童龋齿预防中的有效性。重庆市,中国。
    方法:随机抽取万州4所幼儿园3~5岁儿童进行基线牙科检查和龋齿风险评估(CRA),并根据幼儿园情况随机分为实验组(EG)或对照组(CG)。EG根据儿童的龋齿风险水平采取不同强度的龋齿预防措施。根据标准预防,CG每年接受两次全口氟化物,不管他们患龋齿的风险。一年后,进行了另一项牙科检查和CRA,为了观察腐烂的变化,失踪,和填充牙齿(dmft)指数和龋齿风险,并分析可能影响新发龋发生率的潜在因素。
    结果:收集了291名儿童的完整数据(EG,N=140,84.8%;CG,N=181,83.4%)。共有25.7%的EG和50.3%的CG儿童出现了新的龋齿,新增dmft评分分别为0.54±1.12和1.32±1.72(P<0.05)。多因素Logistic回归表明,生活在农村地区的儿童,分配给CG,在基线时被评为高风险的患者更有可能发生新的龋齿(P<0.05)。EG患儿患龋风险增加的比例明显低于CG患儿(P<0.05)。
    结论:RBCM可有效预防3-5岁万州儿童的新龋,降低患龋风险增加的儿童比例。这是一种有效的预防ECC的方法。
    背景:该试验已在中国临床试验注册。注册号为ChiCTR230067551(2023年1月11日)。
    BACKGROUND: Early childhood caries (ECC) remain a serious oral health problem on a global scale. Risk-based caries management (RBCM) implemented in some parts of the world has been effective in preventing ECC. However, there is a lack of prospective research on the application of RBCM among Chinese children, and little is known about its effectiveness. The purpose of this study was to evaluate the effectiveness of RBCM in preventing caries among children aged 3-5 years in Wanzhou District, Chongqing Municipality, China.
    METHODS: Three- to five-year-old children from four kindergartens in Wanzhou were randomly selected for baseline dental examination and caries risk assessment (CRA) and randomly assigned to the experimental group (EG) or the control group (CG) according to the kindergarten. The EG received caries prevention measures of different intensities based on the child\'s caries risk level. The CG received full-mouth fluoride twice a year according to standard prevention, regardless of their caries risk. One year later, another dental examination and CRA were conducted, to observe changes in the decayed, missing, and filled teeth (dmft) index and caries risk, and to analyze potential factors that may affect the incidence of new caries.
    RESULTS: Complete data were collected from 291 children (EG, N = 140, 84.8%; CG, N = 181, 83.4%). A total of 25.7% of the EG and 50.3% of the CG children developed new caries, with newly added dmft scores of 0.54 ± 1.12 and 1.32 ± 1.72, respectively (P < 0.05). Multivariate logistic regression indicated that children living in rural areas, assigned to the CG, and rated as high-risk at baseline were more likely to develop new caries (P < 0.05). The proportion of children with an increased caries risk in the EG was significantly lower than that in the CG (P < 0.05).
    CONCLUSIONS: RBCM effectively prevented new caries in 3- to 5-year-old Wanzhou children and reduced the proportion of children at increased risk of caries. It is an effective approach for preventing ECC.
    BACKGROUND: This trial was registered in the Chinese Clinical Trials Register. The registration number was ChiCTR230067551 (11/01/2023).
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  • 文章类型: Journal Article
    口腔有复杂的群落,包括细菌,古细菌,真菌,原生动物,和病毒。口腔微生物群在出生时建立,并在儿童期进一步发展,与早期生活因素,如出生模式,喂养实践,口腔卫生,据报道会影响这种发展和龋齿的易感性。我们在这里分析了260名瑞典儿童的唾液中的口腔细菌成分,3岁和5岁时使用16SrRNA基因谱分析检查其与环境因素和5岁时龋齿发展的关系。我们能够在每个时间点将每个孩子的唾液细菌群落分配到七个不同的簇之一。我们观察到与早期生命因素相关的口腔微生物群发育的个体动态,比如第一次出生,剖腹产出生,产妇围产期抗生素的使用,在三到五岁之间有明显的过渡。不同年龄的细菌特征与龋齿风险增加有关,而肽球菌始终与降低龋齿发展的风险有关。
    The oral cavity harbors complex communities comprising bacteria, archaea, fungi, protozoa, and viruses. The oral microbiota is establish at birth and develops further during childhood, with early life factors such as birth mode, feeding practices, and oral hygiene, reported to influence this development and the susceptibility to caries. We here analyzed the oral bacterial composition in saliva of 260 Swedish children at two, three and five years of age using 16S rRNA gene profiling to examine its relation to environmental factors and caries development at five years of age. We were able to assign the salivary bacterial community in each child at each time point to one of seven distinct clusters. We observed an individual dynamic in the development of the oral microbiota related to early life factors, such as being first born, born by C-section, maternal perinatal antibiotics use, with a distinct transition between three and five years of age. Different bacterial signatures depending on age were related to increased caries risk, while Peptococcus consistently linked to reduced risk of caries development.
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  • 文章类型: Journal Article
    背景:这项研究的目的是分析影响成人口腔健康的危险因素,并评估不同机器学习算法在预测这些危险因素方面的成功。
    方法:本研究纳入2000名年龄在18岁及以上的口腔颌面放射科患者,牙科学院,加济安泰普大学,2023年9月至12月。在这项研究中,患者完成了一项30项问卷,旨在评估影响衰变的因素,失踪,和填充牙齿(DMFT)。进行了临床和放射学检查,完成问卷后计算DMFT评分。将获得的数据随机分为75%训练组和25%测试组。使用各种机器学习算法分析预处理的数据集,包括天真的贝叶斯,逻辑回归,支持向量机,决策树,随机森林和多层感知器算法。还进行了Pearson的相关性检验,以评估参与者的DMFT评分与口腔健康危险因素之间的相关性。评估每种算法的性能,以确定最合适的算法,并使用准确性评估模型性能,精度,测试数据集上的召回和F1分数。
    结果:在各种因素和基于DMFT的风险组之间发现了统计学上的显着差异(p<0.05),包括年龄,性别,身体质量指数,刷牙频率,社会经济地位,就业状况,教育水平,婚姻状况,高血压,糖尿病状态,肾脏疾病状态,食用含糖零食,口干状态和屏幕时间。当考虑机器学习算法进行风险组评估时,多层感知器模型展示了最高水平的成功,达到95.8%的准确率,F1分数为96%,准确率和召回率为96%。
    结论:使用简单的问卷进行龋齿风险评估可以识别有龋齿风险的个体,确定关键风险因素,提供信息,以帮助降低龋齿的风险随着时间的推移,并确保随访。此外,应用有效的预防性治疗和预防口腔健康恶化引起的一般健康问题极为重要。这项研究的结果显示了机器学习算法预测龋齿风险群体的潜力,这些算法对未来的研究很有希望。
    BACKGROUND: The aim of this study was to analyse the risk factors that affect oral health in adults and to evaluate the success of different machine learning algorithms in predicting these risk factors.
    METHODS: This study included 2000 patients aged 18 years and older who were admitted to the Department of Oral and Maxillofacial Radiology, Faculty of Dentistry, Gaziantep University, between September and December 2023. In this study, patients completed a 30-item questionnaire designed to assess the factors that affect the decayed, missing, and filled teeth (DMFT). Clinical and radiological examinations were performed, and DMFT scores were calculated after completion of the questionnaire. The obtained data were randomly divided into a 75% training group and a 25% test group. The preprocessed dataset was analysed using various machine learning algorithms, including naive Bayes, logistic regression, support vector machine, decision tree, random forest and Multilayer Perceptron algorithms. Pearson\'s correlation test was also conducted to assess the correlation between participants\' DMFT scores and oral health risk factors. The performance of each algorithm was evaluated to determine the most appropriate algorithm, and model performance was assessed using accuracy, precision, recall and F1 score on the test dataset.
    RESULTS: A statistically significant difference was found between various factors and DMFT-based risk groups (p < 0.05), including age, sex, body mass index, tooth brushing frequency, socioeconomic status, employment status, education level, marital status, hypertension, diabetes status, renal disease status, consumption of sugary snacks, dry mouth status and screen time. When considering machine learning algorithms for risk group assessments, the Multilayer Perceptron model demonstrated the highest level of success, achieving an accuracy of 95.8%, an F1-score of 96%, and precision and recall rates of 96%.
    CONCLUSIONS: Caries risk assessment using a simple questionnaire can identify individuals at risk of dental caries, determine the key risk factors, provide information to help reduce the risk of dental caries over time and ensure follow-up. In addition, it is extremely important to apply effective preventive treatments and to prevent the general health problems that are caused by the deterioration of oral health. The results of this study show the potential of machine learning algorithms for predicting caries risk groups, and these algorithms are promising for future studies.
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  • 文章类型: Randomized Controlled Trial
    关于最佳氟化银二胺(SDF)方案以及新产品在阻止幼儿龋齿方面的功效存在知识空白。我们评估了38%-SDF(SDI-RivaStar)的有效性,Tiefenfluid(TF)与安慰剂(P)的比较,所有这些都与行为矫正(BM)相结合,在预防主要并发症(牙髓/拔除/疼痛)-以患者为中心的结果-由于儿童早期龋齿超过12个月在71个月以下的儿童。一只六臂,患者/父母致盲,优越性,在里加大学诊所进行的安慰剂对照随机对照试验,拉脱维亚,从1/9/20-31/8/22(协议注册ISRCTN17005348)。该试验测试了六种方案,在两种方案下使用三种化合物(P/SDF/TF):每年和每年两次(P1/P2/TF1/TF2/SDF1/SDF2)治疗主要并发症。次要结果包括轻微并发症和父母满意度。所有组接受BM。373/427名随机儿童(87.3%)完成了研究。SDF2的发病率和主要风险显著降低(21.5%,OR=0.28,95CI[0.11,0.72],p<0.05)和轻微并发症(OR=0.16(95CI[0.05,0.50],p=0.002)。总体满意度为96%(p>0.05)。SDF每年两次与BM一起使用,可有效预防儿童早期龋齿的主要并发症,并被儿童及其父母所接受。试验登记号:ISRCTN17005348,主要研究者:IlzeMaldupa,注册日期:2021年6月30日。临床试验登记号:ISRCTN注册表:ISRCTN17005348,https://doi.org/10.1186/ISRCTN17005348,注册日期:2021年6月30日。
    Knowledge gaps exist regarding optimal silver diammine fluoride (SDF) regimens and the efficacy of new products for arresting dental caries in young children. We evaluated the effectiveness of 38%-SDF (SDI-RivaStar), Tiefenfluorid (TF) comparing with Placebo (P), all in conjunction with behavioural modification (BM), in preventing major complications (endodontic/extractions/pain)-a patient-centred outcome-due to early childhood caries over 12 months in children under 71-months. A six-arm, patient/parent-blinded, superiority, placebo-controlled randomised control trial at the university clinic in Riga, Latvia, from 1/9/20-31/8/22 (Protocol registration ISRCTN17005348). The trial tested six protocols, using three compounds (P/SDF/TF) under two regimes: annual and biannual (P1/P2/TF1/TF2/SDF1/SDF2) for major complications. Secondary outcomes included minor complications and parental satisfaction. All groups received BM. 373/427 randomised children (87.3%) completed the study. SDF2 had a significantly lower rate and risk of major (21.5%, OR = 0.28, 95%CI [0.11, 0.72], p < 0.05) and minor complications (OR = 0.16 (95%CI [0.05, 0.50], p = 0.002). Overall satisfaction was 96% (p > 0.05). SDF biannual application with BM effectively prevented major complications of early childhood caries and was well accepted by children and their parents. Trial registration number: ISRCTN17005348, principal investigator: Ilze Maldupa, registration date: 30/06/2021.Clinical trial registration number: ISRCTN registry: ISRCTN17005348, https://doi.org/10.1186/ISRCTN17005348 , registration date: 30/06/2021.
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  • 文章类型: Journal Article
    背景:评估生物活性玻璃改性的通用多模粘合剂的物理性质及其对人工诱导的龋齿影响的牙本质的微拉伸粘合强度(µTBS)。
    方法:研究中使用了所有粘合通用粘合剂。样品分为2个主要组:对照未改性粘合剂和5重量%BAG改性粘合剂。转换的程度,pH值,生物活性,粘合剂的粘度进行测试,每次测试n=5。在蚀刻和冲洗(ER)和选择性蚀刻(SE)模式下进行微拉伸粘结强度评估,其中使用了24颗人类磨牙(n=3),12颗牙齿的即时粘合强度,其他12个在模拟体液(SBF)中储存6个月后进行测试。
    结果:在转化程度(分别为61.01±0.43和60.44±0.61)和粘度(分别为109.77±22.3和124.3±9.92)方面,在对照组和5wt%BAG组之间没有发现显著差异。对照组的pH值明显低于5wt%BAG组(分别为3.16±0.5和4.26±0.09)。即时粘合强度结果表明,ER模式下的5wt%BAG具有最高的粘合强度,其次是ER模式下的对照组(分别为44.16±7.53和44.00±7.96)。SE组显示5wt%BAG组的即刻强度高于对照组(分别为42.09±6.02和39.29±6.64)。储存6个月后,粘结强度结果表明,在两种应用模式下,对照组的粘结强度值均降低,但5wt%BAG的粘结强度值均未降低。
    结论:BAG(5wt%)的掺入提高了两种粘合剂应用方式的通用粘合剂微拉伸粘合强度和粘合耐久性,而不影响其转化程度或粘度。
    BACKGROUND: To evaluate the physical properties of bioactive glass-modified universal multimode adhesive and its micro-tensile bond strength (µTBS) to artificially induced caries-affected dentin.
    METHODS: All bond universal adhesive was used in the study. Specimens were divided into 2 main groups: control unmodified adhesive and 5 wt% BAG modified adhesive. The degree of conversion, pH, bioactivity, and viscosity of the adhesives were tested with n = 5 for each test. Micro-tensile bond strength evaluation was done in etch & rinse (ER) and selective-etch (SE) modes, where 24 human molar teeth were used (n = 3), 12 teeth for immediate bond strength, and the other 12 were tested after 6 months of storage in simulated body fluid (SBF).
    RESULTS: No significant difference was found between the control and the 5wt% BAG groups regarding the degree of conversion (61.01 ± 0.43 and 60.44 ± 0.61 respectively) and the viscosity (109.77 ± 22.3 and 124.3 ± 9.92 respectively). The control group revealed significantly lower pH values than the 5wt% BAG group (3.16 ± 0.5 and 4.26 ± 0.09 respectively). Immediate bond strength results revealed that the 5wt% BAG in the ER mode had the highest bond strength followed by the control group in the ER mode (44.16 ± 7.53 and 44.00 ± 7.96 respectively). SE groups showed that the immediate strength of the 5wt% BAG group was higher than the control group (42.09 ± 6.02 and 39.29 ± 6.64 respectively). After 6 months of storage, bond strength results revealed a decrease in bond strength values for the control groups but not for the 5wt% BAG in both application modes.
    CONCLUSIONS: The incorporation of BAG (5wt%) improved the universal adhesive micro-tensile bond strength and bond durability for both adhesive application modes without affecting its degree of conversion or viscosity.
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  • 文章类型: Journal Article
    本研究旨在评估填充复合材料(X-TraFil,VOCO,德国)和常规复合材料(P60,3MESPE,美国)并评估牙釉质和牙本质中的边缘位置,以诊断继发性龋齿。将76颗完整的前磨牙用MOD制备分为两个相等的组,并用常规和散装填充复合材料填充。四个区域被认为是模拟龋齿病变(牙釉质中的两个区域和牙本质中的两个区域)。在每一组中,随机选择牙本质中的一半区域和牙釉质中的一半区域进行二次龋齿模拟,并用蜡-石膏组合填充,而其余区域保持完整。使用PSP数字传感器进行Bitewing成像。五名审查员检查了图像,并记录病变。采用龋齿诊断指标和配对样本t检验进行统计学分析。使用κ和一致系数(α=0.05)评估检查者反应的可重复性和准确性。敏感性,特异性,在常规情况下,诊断牙釉质继发性龋病变的准确性明显优于填充复合材料。同样,常规复合材料诊断牙本质继发龋的敏感性和准确性明显高于填充复合材料(p<0.05)。在牙釉质和牙本质中,常规复合材料和填充复合材料之间的一致性和卡帕系数没有显着差异(p>0.05)。在常规复合材料下,龋齿病变的诊断准确性高于散装复合材料。然而,继发的位置在龋齿诊断中无效。
    This research aimed to evaluate the effect of the radiopacity of a Bulk-Fill composite (X-TraFil, VOCO, Germany) and a Conventional composite (P60, 3M ESPE, USA) and assessment of the margin location in the enamel and dentin on the diagnosis of secondary caries. 76 intact premolars with MOD preparation were divided into two equal groups and filled with the conventional and bulk-fill composite. Four regions were considered to simulate carious lesions (two regions in enamel and two regions in dentin). In each group, half of the regions in the dentin and half in the enamel were randomly selected for secondary caries simulation and filled with a wax-plaster combination while the remaining regions stayed intact. Bitewing imaging was done using the PSP digital sensor. Five examiners reviewed the images, and lesions were recorded. Caries diagnosis indicators and paired-sample t-test were used for statistical analysis. The reproducibility and accuracy of the examiners\' responses were evaluated using the kappa and agreement coefficient (α=0.05). The sensitivity, specificity, and accuracy of diagnosing secondary carious lesions in enamel were significantly better under conventional than bulk-fill composite. Similarly, the sensitivity and accuracy of diagnosing secondary caries in dentin were significantly higher under conventional composite than bulk-fill composite (p<0.05). No significant differences were found in the agreement and kappa coefficient between conventional and bulk-fill composites in the enamel and dentin (p>0.05). The diagnostic accuracy of carious lesions was higher under conventional composite than bulk-fill composite. However, the location of the secondary was ineffective in caries diagnosis.
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  • 文章类型: Journal Article
    评估三种微创(MI)技术在去除深牙本质龋病变中的效率和有效性。通过常规旋转挖掘(对照)处理了40个提取的龋齿磨牙,化学机械龋齿去除剂(白利糖度3000),超声波磨损(WOODPECKER,桂林,中国);和呃,Cr:YSGG激光烧蚀(BIOLASESanClemente,CA,美国)。评估包括;挖掘时间,诊断笔,拉曼光谱,维氏显微硬度,和扫描电子显微镜结合能量色散X射线光谱(SEM-EDX)。旋转法记录的挖掘时间最短(p<0.001),白利糖度3000凝胶是最慢的。在剩余的牙本质和激光烧蚀表面中,诊断笔值范围在14和18之间,记录的读数最低(p<0.001)。在所有挖掘方法之后,剩余牙本质的Ca:P比率接近健全牙本质;但是,超声技术较高(p<0.05)。挖出的牙本质显示出较高的磷酸盐和较低的基质含量,具有较高的组织硬度,与声音牙本质相当,表明该技术在去除潜在可修复的牙本质组织方面具有非选择性。相比之下,MI技术在较深的牙本质层中表现出较低的磷酸盐和较高的有机含量,以及较低的显微硬度。这与光滑的残留牙本质无涂抹和牙本质小管通畅有关。这项研究支持使用MI方法去除龋齿作为旋转挖掘的保守替代方法的效率,为临床牙科实践提供了一个有前途的策略。
    To evaluate the efficiency and effectiveness of three minimally invasive (MI) techniques in removing deep dentin carious lesions. Forty extracted carious molars were treated by conventional rotary excavation (control), chemomechanical caries removal agent (Brix 3000), ultrasonic abrasion (WOODPECKER, GUILIN, China); and Er, Cr: YSGG laser ablation (BIOLASE San Clemente, CA, USA). The assessments include; the excavation time, DIAGNOdent pen, Raman spectroscopy, Vickers microhardness, and scanning electron microscope combined with energy dispersive X-ray spectroscopy (SEM-EDX). The rotary method recorded the shortest excavation time (p < 0.001), Brix 3000 gel was the slowest. DIAGNOdent pen values ranged between 14 and 18 in the remaining dentin and laser-ablated surfaces recorded the lowest reading (p < 0.001). The Ca:P ratios of the remaining dentin were close to sound dentin after all excavation methods; however, it was higher in the ultrasonic technique (p < 0.05). The bur-excavated dentin showed higher phosphate and lower matrix contents with higher tissue hardness that was comparable to sound dentin indicating the non-selectiveness of this technique in removing the potentially repairable dentin tissue. In contrast, the MI techniques exhibited lower phosphate and higher organic contents associated with lower microhardness in the deeper dentin layers. This was associated with smooth residual dentin without smearing and patent dentinal tubules. This study supports the efficiency of using MI methods in caries removal as conservative alternatives to rotary excavation, providing a promising strategy for the clinical dental practice.
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  • 文章类型: Journal Article
    目的:本研究的目的是评估中国龋齿猖獗成人口腔微生物菌群的组成,为治疗提供指导。
    方法:收集60例人唾液和牙龈上菌斑样品。他们被分为四组:干燥综合征(RC-SS)或高糖饮食(RC-HD)猖獗的龋齿患者,常见龋齿(DC),健康个体(HP)。通过Illumina测序检测细菌DNA的16SrRNAV3-V4区。基于Bray-Curtis算法的OTUPCoA,每个级别的丰度,LEfSe分析,网络分析,在四组和两种样本类型之间进行PICRUSt分析。使用方差分析(ANOVA)或非参数Kruskal-Wallis秩和检验比较临床和人口统计学数据。根据数据的正常性,使用GraphPadPrism8(P<0.05)。
    结果:OTU主成分分析显示,健康个体与RC-SS患者之间存在显着差异。在龋齿猖獗患者的唾液中,Firmicutes的相对丰度在门水平上显着增加。Further,链球菌,Veillonella,普雷沃氏菌,Dialister增加了,而奈瑟菌和嗜血杆菌在属水平上下降。龋齿猖獗的患者斑块样本中的Veillonella增加。
    结论:健康个体和龋齿猖獗患者的唾液和牙菌斑成分均有显著差异。本研究为探讨猖獗龋齿的病因提供了微生物学依据。
    结论:本研究提供了中国龋齿猖獗成人口腔菌群的基本信息。这些发现可为本病的治疗提供参考。
    OBJECTIVE: The purpose of this study was to assess the composition of the oral microbial flora of adults with rampant caries in China to provide guidance for treatment.
    METHODS: Sixty human salivary and supragingival plaque samples were collected. They were characterized into four groups: patients with rampant caries with Sjogren\'s syndrome (RC-SS) or high-sugar diet (RC-HD), common dental caries (DC), and healthy individuals (HP). The 16S rRNA V3-V4 region of the bacterial DNA was detected by Illumina sequencing. PCoA based on OTU with Bray-Curtis algorithm, the abundance of each level, LEfSe analysis, network analysis, and PICRUSt analysis were carried out between the four groups and two sample types. Clinical and demographic data were compared using analysis of variance (ANOVA) or the nonparametric Kruskal-Wallis rank-sum test, depending on the normality of the data, using GraphPad Prism 8 (P < 0.05).
    RESULTS: OTU principal component analysis revealed a significant difference between healthy individuals and those with RC-SS. In the saliva of patients with rampant caries, the relative abundance of Firmicutes increased significantly at the phylum level. Further, Streptocpccus, Veillonella, Prevotella, and Dialister increased, while Neisseria and Haemophilus decreased at the genus level. Veillonella increased in the plaque samples of patients with rampant caries.
    CONCLUSIONS: Both salivary and dental plaque composition were significantly different between healthy individuals and patients with rampant caries. This study provides a microbiological basis for exploring the etiology of rampant caries.
    CONCLUSIONS: This study provides basic information on the flora of the oral cavity in adults with rampant caries in China. These findings could serve as a reference for the treatment of this disease.
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  • 文章类型: Letter
    目的:本共识文件的目的是为临床实践提供建议,考虑使用视觉检查,牙科X线照相术和原发性龋齿检测的辅助方法。
    方法:欧洲龋齿研究组织(ORCA)和欧洲保守牙科联合会(EFCD)的执行委员会分别提名了十名专家加入专家小组。指导委员会组成了三个工作组,要求他们就(1)龋齿检测和诊断方法提供建议,(2)龋齿活动评估和(3)形成个性化的龋齿诊断。负责“龋齿检测和诊断方法”的专家搜索并评估了相关文献,起草了这份手稿,并提出了临时共识建议。在整个工作组的结构化过程中,对这些建议进行了讨论和完善。最后,每一项建议的一致性是通过匿名Delphi调查确定的.
    结果:整个专家小组批准并同意了建议(N=8):目视检查(N=3),牙科X线照相术(N=3)和其他诊断方法(N=2)。虽然证据的质量被发现是异质的,专家小组同意了所有建议。
    结论:建议将视觉检查作为检测和评估可及表面龋齿病变的首选方法。口内射线照相术,最好咬伤,建议作为附加方法。兼职,非电离辐射方法在某些临床情况下也可能有用。
    结论:专家小组将科学文献中的证据与实际考虑相结合,并为其在日常牙科实践中的使用提供了建议。
    OBJECTIVE: The aim of the present consensus paper was to provide recommendations for clinical practice considering the use of visual examination, dental radiography and adjunct methods for primary caries detection.
    METHODS: The executive councils of the European Organisation for Caries Research (ORCA) and the European Federation of Conservative Dentistry (EFCD) nominated ten experts each to join the expert panel. The steering committee formed three work groups that were asked to provide recommendations on (1) caries detection and diagnostic methods, (2) caries activity assessment and (3) forming individualised caries diagnoses. The experts responsible for \"caries detection and diagnostic methods\" searched and evaluated the relevant literature, drafted this manuscript and made provisional consensus recommendations. These recommendations were discussed and refined during the structured process in the whole work group. Finally, the agreement for each recommendation was determined using an anonymous Delphi survey.
    RESULTS: Recommendations (N = 8) were approved and agreed upon by the whole expert panel: visual examination (N = 3), dental radiography (N = 3) and additional diagnostic methods (N = 2). While the quality of evidence was found to be heterogeneous, all recommendations were agreed upon by the expert panel.
    CONCLUSIONS: Visual examination is recommended as the first-choice method for the detection and assessment of caries lesions on accessible surfaces. Intraoral radiography, preferably bitewing, is recommended as an additional method. Adjunct, non-ionising radiation methods might also be useful in certain clinical situations.
    CONCLUSIONS: The expert panel merged evidence from the scientific literature with practical considerations and provided recommendations for their use in daily dental practice.
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  • 文章类型: Journal Article
    背景:龋齿诊断需要手动检查患者的诊断咬伤图像,然后目视检查和探查已确定的具有潜在病变的牙片。然而,人工智能的使用,特别是深度学习,有可能通过提供一个快速和翔实的分析咬痕图像来帮助诊断。
    方法:来自HUNT4口腔健康研究的13,887比特数据集分别由六名不同的专家进行了注释,并用于训练三种不同的对象检测深度学习架构:RetinaNet(ResNet50),YOLOv5(M大小),和EfficientDet(D0和D1大小)。197张图像的共识数据集,由同样的六名牙科临床医生共同注释,用于评估。使用五折交叉验证方案来评估AI模型的性能。
    结果:训练后的模型显示平均精度和F1分数的提高,减少假阴性率,关于牙科临床医生。与牙科临床医生相比,YOLOv5模型显示出最大的改进,报告0.647平均精度,平均F1得分0.548,平均假阴性率0.149。而这些指标中最好的注释者分别报告了0.299、0.495和0.164。
    结论:深度学习模型显示出帮助牙科专业人员诊断龋齿的潜力。然而,任务仍然是具有挑战性的,由于工件自然的咬痕图像。
    BACKGROUND: Dental caries diagnosis requires the manual inspection of diagnostic bitewing images of the patient, followed by a visual inspection and probing of the identified dental pieces with potential lesions. Yet the use of artificial intelligence, and in particular deep-learning, has the potential to aid in the diagnosis by providing a quick and informative analysis of the bitewing images.
    METHODS: A dataset of 13,887 bitewings from the HUNT4 Oral Health Study were annotated individually by six different experts, and used to train three different object detection deep-learning architectures: RetinaNet (ResNet50), YOLOv5 (M size), and EfficientDet (D0 and D1 sizes). A consensus dataset of 197 images, annotated jointly by the same six dental clinicians, was used for evaluation. A five-fold cross validation scheme was used to evaluate the performance of the AI models.
    RESULTS: The trained models show an increase in average precision and F1-score, and decrease of false negative rate, with respect to the dental clinicians. When compared against the dental clinicians, the YOLOv5 model shows the largest improvement, reporting 0.647 mean average precision, 0.548 mean F1-score, and 0.149 mean false negative rate. Whereas the best annotators on each of these metrics reported 0.299, 0.495, and 0.164 respectively.
    CONCLUSIONS: Deep-learning models have shown the potential to assist dental professionals in the diagnosis of caries. Yet, the task remains challenging due to the artifacts natural to the bitewing images.
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