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Optimizing mHealth Interventions for Children's Oral Hygiene: A Factorial Trial. 优化儿童口腔卫生的移动健康干预:一项析因试验。
Pub Date : 2025-02-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241291985
M Ihab, Y El-Sherif, R Yassin, N Nabil, M Quritum, N Balbaa, M El Tantawi

Behavioral interventions can improve children's oral hygiene practices. The multiphase optimization strategy (MOST) offers a framework to prepare, optimize, and evaluate behavioral interventions. This optimization trial tested 3 intervention components-brief motivational interviewing (MI), storytelling videos (STVs), and oral health promotion messages (OHPMs)-in enhancing mother's self-reported brushing of their preschool children's teeth. A total of 128 mothers with children <5 y old were included in a 23 factorial trial. The primary outcome was children's plaque accumulation, assessed using the modified Plaque Index of Silness and Löe, with scores ranging from 0 to 3. The secondary outcome was mothers' self-reported frequency of brushing their children's teeth, categorized as at least once daily or less than once daily. Mothers were randomized to 8 experimental conditions based on combinations of on-off levels of the 3 components. Linear regression and generalized linear regression with logit link function were used to assess the impact of the components and their interactions on plaque score and daily toothbrushing after 3 mo. Multiple imputation was used for missing values. The principle of effect hierarchy guided the selection of components for inclusion in the optimized package, giving priority to main effects and 2-way over 3-way interactions. Plaque was reduced from mean = 1.8 at baseline to mean = 1.5 and daily toothbrushing increased from 50.8% to 69.5% after 3 mo. MI led to non-significantly less plaque and non-significantly more daily toothbrushing. Combining OHPMs and STVs together without MI canceled each other. Neither the main effects nor the 2- or 3-way interactions significantly affected the 2 outcomes. Individual or combined components did not significantly reduce plaque or increase daily toothbrushing. MI had the greatest promise for behavior change, and the m-oral health components need modification before they can be combined with MI in a health promotion package.

行为干预可以改善儿童的口腔卫生习惯。多阶段优化策略(MOST)为准备、优化和评估行为干预提供了一个框架。本优化试验测试了3个干预成分——简短动机访谈(MI)、讲故事视频(STVs)和口腔健康促进信息(ohpm)——以提高母亲对学龄前儿童刷牙的自我报告。共对128名母亲与子女进行3因子试验。主要结果是儿童的斑块积累,使用改良的斑块完整性指数和Löe进行评估,得分范围从0到3。次要结果是母亲自我报告的给孩子刷牙的频率,分为每天至少一次或少于一次。根据这三种成分的开关水平组合,将母亲随机分为8个实验条件。采用线性回归和带logit链接函数的广义线性回归来评估各成分及其相互作用对牙菌斑评分和3个月后每日刷牙的影响。缺失值采用多重代入。效果层次原则指导了优化包中包含组件的选择,优先考虑主效果和双向交互而不是三向交互。3个月后,牙菌斑从基线时的平均1.8减少到平均1.5,每日刷牙从50.8%增加到69.5%。心肌梗死导致牙菌斑无显著减少,每日刷牙次数无显著增加。将ohpm和stv组合在一起而不使用MI相互抵消。主效应和双向或双向相互作用均未显著影响两种结果。单独或组合成分不能显著减少菌斑或增加每日刷牙次数。心肌梗死在改变行为方面具有最大的希望,在将其与心肌梗死结合到健康促进一揽子计划之前,需要对其进行修改。
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引用次数: 0
Big Data and Oral Health Disparities: A Critical Appraisal. 大数据和口腔健康差异:一个关键的评估。
Pub Date : 2025-02-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241285847
T Tiwari, J S Patel, G G Nascimento

Big data has emerged as a pivotal asset in addressing oral health disparities in recent years. Big data encompasses the vast pool of health care-related biomedical information sourced from diverse channels, such as claims data, patient registries, and electronic health records (EHRs). This study is a critical review that synthesizes the evidence, identifies gaps in knowledge, and discusses future implications regarding big data analytics and oral health disparities. Published reports from 2014 to 2023 that studied associations between big data, social determinants of oral health, and oral health disparities, published in English and available in electronic databases, were included. Search engines were MEDLINE via PubMed, Google Scholar, and Web of Science. A total of 23 studies were included in the review, and all were retrospective data analytics. Studies have used a variety of big data sources, including EHRs, claims, and national or regional registries. This study used a framework of data quality dimensions with intrinsic (data attributes) and contextual values (information provided by the data, in this case, oral health disparities) to critically appraise the included studies. Big data revealed disparities in oral health outcomes and dental care utilization based on race, ethnicity, socioeconomic status, geographical location, insurance category, access to care, and other barriers to care. For the intrinsic data dimension, none of the studies addressed or reported data missingness or consistency of the data. The studies clearly provided contextual data dimensions. From a value-added perspective, several studies provided novel and new information related to racial oral health inequities. Several studies used more than one oral health disparities variable or a composite variable. However, the conclusions from several studies were based on association-based analytics, and few studies used artificial intelligence approaches to understand the population's oral health inequities-gaps were seen in the study designs and causal analytics.

近年来,大数据已成为解决口腔健康差距的关键资产。大数据包括来自不同渠道的大量与医疗保健相关的生物医学信息,如索赔数据、患者登记和电子健康记录(EHRs)。这项研究是一项批判性的综述,综合了证据,确定了知识差距,并讨论了大数据分析和口腔健康差距的未来影响。纳入了2014年至2023年发表的研究大数据、口腔健康的社会决定因素和口腔健康差异之间关系的报告,这些报告以英文发表,并可在电子数据库中获得。搜索引擎是MEDLINE via PubMed, b谷歌Scholar和Web of Science。本综述共纳入23项研究,均为回顾性数据分析。研究使用了各种大数据源,包括电子病历、索赔和国家或地区登记。本研究使用具有内在(数据属性)和上下文价值(数据提供的信息,在本例中为口腔健康差异)的数据质量维度框架来批判性地评估纳入的研究。大数据揭示了基于种族、民族、社会经济地位、地理位置、保险类别、获得护理和其他护理障碍的口腔健康结果和牙科保健利用的差异。对于内在数据维度,没有一项研究涉及或报告数据缺失或数据一致性。这些研究清楚地提供了上下文数据维度。从增值的角度来看,一些研究提供了与种族口腔健康不平等有关的新颖和新的信息。一些研究使用了一个以上的口腔健康差异变量或一个复合变量。然而,一些研究的结论是基于关联分析的,很少有研究使用人工智能方法来了解人群的口腔健康不公平——在研究设计和因果分析中可以看到差距。
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引用次数: 0
Electrolyzed Saline Prevents Virus Transmission in Dental Procedures: An In Vitro Study. 电解盐水防止病毒在牙科手术中的传播:一项体外研究。
Pub Date : 2025-02-01 Epub Date: 2024-12-05 DOI: 10.1177/00220345241296071
H Munjaković, T Mikuletič, N Zayed, M Kolenc, D Manevski, T Triglav, A Steyer, W Teughels, K Seme, A Fidler, R Gašperšič

In dentistry, disinfection with antimicrobials is employed under different conditions and at different time points. During the COVID-19 pandemic, the use of disinfectant dental sprays was proposed, among other measures, to help prevent the transmission of infections during dental procedures that require highly effective antiseptics at particularly short contact times. The study aimed to evaluate the efficacy of electrolyzed saline (EOS) compared with other antiseptics in terms of the spread of enveloped and nonenveloped viruses by ultrasonic scaler (USS)-generated dental spray. Suspension tests were performed to evaluate the antiviral efficacy of EOS against herpes simplex virus 1 (HSV-1) and human adenovirus (HAdV), which served as models for enveloped and nonenveloped viruses, respectively. EOS, mostly composed of hypochlorous acid (HOCl), reduced the amount of both virus types in the presence or absence of artificial saliva by > 4 log10 50% tissue culture infectious dose (P < 0.001). In addition, the mechanism of virucidal effect was investigated using transmission electron microscopy. Following this assessment, a virus-laden dental spray transmission model was used to simulate virus-infected patients undergoing dental procedures with USS. Attenuation was achieved by substituting the USS coolant with one of the effective, pretested antiseptics. Due to safety concerns, nonhuman viral pathogens-equine arteritis virus (EAV) and feline calicivirus (FCV)-served as enveloped and nonenveloped virus models, respectively. Viral infection was evaluated by direct droplet/aerosol infection of RK-13 or CRFK cells. In addition, the biocompatibility of the antiseptics was tested with exposure to human oral keratinocytes. EOS demonstrated strong virucidal activity against both enveloped and nonenveloped viruses and was able to absolutely prevent airborne transmission of EAV and FCV through dental spray in the splatter and droplet/aerosol samples. The study emphasized that EOS, a chlorine-based antiseptic, is a promising, reasonably safe, broad-spectrum agent for preventing dental spray-mediated viral transmission.

在牙科中,在不同的条件和不同的时间点使用抗菌剂进行消毒。在2019冠状病毒病大流行期间,除其他措施外,建议使用牙科消毒剂喷雾剂,以帮助预防牙科手术期间感染的传播,因为牙科手术需要在特别短的接触时间内使用高效防腐剂。本研究旨在评价电解盐水(EOS)与其他防腐剂在超声清洗剂(USS)产生的口腔喷雾剂对包膜和非包膜病毒传播的影响。采用悬浮液试验评价EOS对单纯疱疹病毒1型(HSV-1)和人腺病毒(hav)的抗病毒效果,分别作为包膜病毒和非包膜病毒的模型。EOS主要由次氯酸(HOCl)组成,在存在或不存在人工唾液的情况下,将两种病毒的数量减少了bbbb4 log10的50%组织培养感染剂量(P
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引用次数: 0
An International Research Agenda for Oral Health Birth Cohort Studies. 国际口腔健康研究议程:出生队列研究。
Pub Date : 2025-02-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241286869
K G Peres, A C Kalhan, S Sarawagi, M A Peres, C A Feldens, B W Chaffee, A J D Barros, A Rugg-Gunn, G G Nascimento

The GLOBICS-Global Consortium of Oral Health Birth Cohort Studies (OHBCS)-is a long-lasting international collaborative research group among existing OHBCS, established in response to the Lancet Series on Oral Health, which pointed out the need to shift the global oral health agenda. This study aimed to identify priority research questions from OHBCS that can be leveraged to improve children's global oral health. A 2-phase online Delphi process sought consensus over research priorities for OHBCS. Participants were identified by mapping existing OHBCS. Fourteen research questions were grouped into 4 thematic areas. A 9-point Likert-type scale was applied. Consensus was achieved if the question had (1) at least 51% of participants scoring a research question as "high priority," (2) an interquartile range of <2.5, and (3) a standard deviation of <1.7 or 75% of responses falling between 2 points above and below the mean score. Forty-four of 114 participants completed the Delphi survey. The 8 research priorities identified included questions about the effect of childhood dental visits on oral health throughout life (n = 2), questions related to sugar consumption and dental caries in childhood and adolescence (n = 4), infant growth and dental diseases (n = 1), and whether socioeconomic inequalities in dental caries are mitigated by fluoride exposure (n = 1). Guided by expert insight, the priorities identified for future OHBCS research should leverage a life course perspective to address knowledge gaps in children's oral health and oral health equity.

globics -全球口腔健康出生队列研究联盟(OHBCS)-是现有OHBCS之间的一个长期国际合作研究小组,是根据《柳叶刀》口腔健康系列杂志所建立的,该杂志指出了改变全球口腔健康议程的必要性。本研究旨在确定OHBCS中可用于改善全球儿童口腔健康的优先研究问题。一个两阶段的在线德尔福过程寻求对OHBCS的研究重点达成共识。通过绘制现有OHBCS来确定参与者。14个研究问题分为4个专题领域。采用李克特9分量表。如果问题有(1)至少51%的参与者将研究问题评为“高优先级”,则达成共识,(2)四分位数区间n = 2),与儿童期和青春期糖消费与龋齿(n = 4)、婴儿生长与龋齿疾病(n = 1)相关的问题,以及龋齿的社会经济不平等是否因氟化物暴露而减轻(n = 1)。在专家见解的指导下,确定未来OHBCS研究的优先事项应利用生命历程的角度来解决儿童口腔健康和口腔健康公平方面的知识差距。
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引用次数: 0
Gradual Acidification at the Oral Biofilm-Implant Material Interface. 口腔生物膜-种植材料界面的逐渐酸化。
Pub Date : 2025-02-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241290147
K Doll-Nikutta, S C Weber, C Mikolai, H Denis, W Behrens, S P Szafrański, N Ehlert, M Stiesch

The colonization of dental implants by oral biofilms causes inflammatory reactions that can ultimately lead to implant loss. Therefore, safety-integrated implant surfaces are under development that aim to detect bacterial attachment at an early stage and subsequently release antibacterial compounds to prevent their accumulation. Since primary oral colonizers ferment carbohydrates leading to local acidification, pH is considered a promising trigger for these surfaces. As a prerequisite for such systems, the present study aimed at specifically analyzing the pH at the interface between implant material and oral biofilms. For this purpose, in vitro-grown Streptococcus oralis monospecies biofilms and an established multispecies biofilm on titanium discs as well as in situ-grown biofilms from orally exposed titanium-equipped splints were used. Mature biofilm morphology was characterized by live/dead fluorescence staining, revealing improved growth from in vitro to in situ biofilms as well as a general decreasing membrane permeability over time due to the static incubation conditions. For pH analysis, the pH-sensitive dye C-SNARF-4 combined with 3-dimensional imaging by confocal laser-scanning microscopy and digital image analysis were used to detect extracellular pH values in different biofilm layers. All mature biofilms showed a pH gradient, with the lowest values at the material interface. Interestingly, the exact values depicted a time- and nutrient-dependent gradual acidification independently of the biofilm source and for in situ biofilms also independently of the sample donor. After short incubation times, a mild acidification to approximately pH 6.3 could be observed. But when sufficient nutrients were processed for a longer period of time, acidification intensified, leading to approximately pH 5.0. This not only defines the required turning point of pH-triggered implant release systems but also reveals the opportunity for a tailored release at different stages of biofilm formation.

口腔生物膜对牙种植体的定植会引起炎症反应,最终导致种植体丢失。因此,安全集成的植入物表面正在开发中,旨在早期检测细菌附着,随后释放抗菌化合物以防止其积聚。由于最初的口腔定植菌发酵碳水化合物导致局部酸化,pH值被认为是这些表面的有希望的触发因素。作为这种系统的前提,本研究旨在专门分析种植材料和口腔生物膜界面的pH值。为此,使用体外培养的口腔链球菌单种生物膜和在钛盘上建立的多种生物膜,以及从口腔暴露的装有钛的夹板中原位培养的生物膜。成熟的生物膜形态通过活/死荧光染色来表征,揭示了从体外到原位生物膜的生长改善,以及由于静态孵育条件而随着时间的推移,膜通透性普遍降低。pH分析采用pH敏感染料c - snawf -4,结合共聚焦激光扫描显微镜三维成像和数字图像分析,检测不同生物膜层的细胞外pH值。所有成熟的生物膜均呈现pH梯度,在材料界面处pH值最低。有趣的是,精确值描述了一个独立于生物膜来源和原位生物膜也独立于样品供体的时间和营养依赖的逐渐酸化。在短暂的孵育时间后,可以观察到轻度酸化至约pH 6.3。但当足够的营养物质经过较长时间的处理后,酸化加剧,导致pH值约为5.0。这不仅定义了ph触发植入物释放系统所需的转折点,还揭示了在生物膜形成的不同阶段进行定制释放的机会。
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引用次数: 0
H2S-Scavenging Hydrogel Alleviating Mitochondria Damage to Control Periodontitis. h2s清除水凝胶减轻线粒体损伤控制牙周炎。
Pub Date : 2025-02-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241291540
C Xie, Q Zhang, A Bianco, S Ge, B Ma

H2S, as a typical metabolite of periodontal pathogens, exhibits a clear positive correlation with the occurrence and development of periodontitis. H2S at physiological concentrations can regulate many biological processes. However, excess H2S in the periodontal pocket can trigger secretion of proinflammatory cytokines, cause oxidative stress, and result in mitochondrial damage and cell death in human gingival fibroblasts, exacerbating periodontitis development and periodontal tissue destruction. Worse, H2S facilitates bacteria survival and proliferation by maintaining bacterial redox balance and enhancing antibiotic resistance. Unfortunately, scavenging H2S during periodontitis treatment is usually ignored. Herein, a kind of hyaluronic acid methacryloyl/ZnO (HMZ) composite hydrogel with an H2S-scavenging ability was prepared to enhance periodontitis treatment. The HMZ hydrogel possessed good injectability and cytocompatibility and was able to remove H2S by a reaction with ZnO. As a result, the HMZ hydrogel was able to increase cell viability from 13% to 120% for human gingival fibroblasts and 22% to 94% for human periodontal ligament fibroblasts at 48 h, restore mitochondrial homeostasis, and alleviate cGAS-STING signaling pathway-mediated inflammation. Meanwhile, the HMZ hydrogel showed satisfactory antibacterial properties and efficiency of plaque biofilm removal. The in vivo results further confirmed that HMZ hydrogel decreased the concentration of H2S within the periodontal pocket from 0.7 to 0.8 mM to the normal level (0.3 to 0.4 mM), killed the bacteria in the periodontal tissues, inhibited osteoclast activity, relieved excess inflammation, and decreased the vertical distance between the cementoenamel junction and the alveolar bone crest from 1,175 µm to 798 µm on the 7th day and from 1,075 µm to 693 µm on the 14th day, achieving efficient periodontal bone regeneration. In brief, an H2S scavenging-based promising strategy was developed to enhance the therapeutic efficiency of periodontitis.

H2S作为牙周病原菌的典型代谢物,与牙周炎的发生发展有明显的正相关关系。生理浓度的H2S可以调节许多生物过程。然而,牙周袋中过量的H2S可引发促炎细胞因子的分泌,引起氧化应激,导致人牙龈成纤维细胞线粒体损伤和细胞死亡,加剧牙周炎的发展和牙周组织的破坏。H2S通过维持细菌氧化还原平衡和增强抗生素耐药性来促进细菌的生存和增殖。不幸的是,在牙周炎治疗过程中清除H2S通常被忽视。本文制备了一种具有清除h2s能力的透明质酸甲基丙烯酰/ZnO (HMZ)复合水凝胶,以增强对牙周炎的治疗作用。HMZ水凝胶具有良好的注射性和细胞相容性,并能与ZnO反应脱除H2S。结果,HMZ水凝胶能够在48小时内将人牙龈成纤维细胞的细胞活力从13%提高到120%,将人牙周韧带成纤维细胞的细胞活力从22%提高到94%,恢复线粒体稳态,并减轻cGAS-STING信号通路介导的炎症。同时,HMZ水凝胶具有良好的抗菌性能和去除菌斑生物膜的效率。体内实验结果进一步证实,HMZ水凝胶使牙周袋内H2S浓度从0.7 ~ 0.8 mM降至正常水平(0.3 ~ 0.4 mM),杀死牙周组织内细菌,抑制破骨细胞活性,缓解过度炎症,使牙髓-牙釉质交界处与牙槽骨嵴之间的垂直距离从第7天的1175µm减少到798µm,第14天的1075µm减少到693µm。实现有效的牙周骨再生。总之,一种基于H2S清除的有希望的策略被开发出来,以提高牙周炎的治疗效率。
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引用次数: 0
KDM6B-Mediated HADHA Demethylation/Lactylation Regulates Cementogenesis. KDM6B 介导的 HADHA 去甲基化/乳化调控骨水泥生成
Pub Date : 2025-01-01 Epub Date: 2024-11-21 DOI: 10.1177/00220345241286460
Z Yang, H Wang, J Xiao, Q Yang, J Sun, H Liu, L Ma, X Huang, C Wang, X Wang, Z Cao

Cementum, a bone-like tissue, is an essential component of periodontium, and periodontitis can lead to degenerative changes in the cementum, eventually resulting in tooth loss. The therapeutic strategy for advanced periodontitis is to achieve periodontal regeneration, of which cementum regeneration is a key criterion. Cementoblasts are responsible for cementogenesis, and their mineralization counts in cementum regeneration. However, research is still limited. Thus, novel treatment targets are required. The expression levels of lysine (K)-specific demethylase 6B (KDM6B), fatty acid oxidation (FAO), and cementogenic markers were detected by quantitative polymerase chain reaction, Western blot, immunofluorescence, and immunohistochemical assays. FAO levels were analyzed by assay kit. In vivo, injection of GSK-J4 into mice detected the influence of KDM6B on cementum formation. Chromatin immunoprecipitation sequencing, transcriptomic RNA sequencing, subsequent chromatin immunoprecipitation-quantitative polymerase chain reaction and overexpression of HADHA (hydroxyacyl-coA dehydrogenase trifunctional multienzyme complex subunit alpha) elucidated the KDM6B-Hadha axis. Global lactylation was detected by Western blot. Lactylation proteomics clarified the modified sites of HADHA. Mutating these sites and applying coimmunoprecipitation confirmed their significance. Knockdown of Kdm6b was utilized to assess its regulation on the lactylation of HADHA, FAO, and mineralization levels. FAO and KDM6B expression was elevated during cementoblast mineralization. KDM6B targeted Hadha and activated its transcription, thereby increasing FAO levels and promoting mineralization. Lactylation occurred in the process of mineralization, and KDM6B could regulate the lactylation of HADHA to promote FAO and mineralization. Overexpression of Hadha and the addition of lactate sodium could rescue the inhibition of mineralization by knockdown of Kdm6b. In summary, during cementoblast mineralization, KDM6B regulates HADHA by mediating histone demethylation and lactylation, thereby upregulating FAO and thus promoting mineralization.

牙骨质是一种骨样组织,是牙周的重要组成部分,牙周炎会导致牙骨质发生退行性变化,最终导致牙齿脱落。晚期牙周炎的治疗策略是实现牙周再生,而牙骨质再生是其中的关键标准。骨水泥母细胞负责骨水泥的生成,其矿化在骨水泥再生中起着重要作用。然而,这方面的研究仍然有限。因此,需要新的治疗目标。本研究通过定量聚合酶链式反应、Western 印迹、免疫荧光和免疫组化检测了赖氨酸(K)特异性去甲基化酶 6B (KDM6B)、脂肪酸氧化(FAO)和骨水泥生成标志物的表达水平。FAO水平通过检测试剂盒进行分析。在体内,向小鼠注射 GSK-J4 可检测 KDM6B 对骨水泥形成的影响。染色质免疫共沉淀测序、转录组RNA测序、随后的染色质免疫共沉淀-定量聚合酶链反应和过表达HADHA(羟基乙酰辅酶脱氢酶三功能多酶复合物亚基α)阐明了KDM6B-HADHA轴。通过 Western 印迹检测了全乳化作用。乳化蛋白质组学明确了 HADHA 的修饰位点。突变这些位点并应用免疫共沉淀证实了它们的重要性。通过敲除 Kdm6b 来评估其对 HADHA 乳化、FAO 和矿化水平的调控。在水泥母细胞矿化过程中,FAO和KDM6B的表达升高。KDM6B 靶向 Hadha 并激活其转录,从而提高 FAO 水平并促进矿化。矿化过程中会发生乳化作用,KDM6B可以调节HADHA的乳化作用,从而促进FAO和矿化。过量表达Hadha和添加乳酸钠可以挽救Kdm6b敲除对矿化的抑制。综上所述,在水泥母细胞矿化过程中,KDM6B通过介导组蛋白去甲基化和乳酸化来调节HADHA,从而上调FAO,进而促进矿化。
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引用次数: 0
System Dynamics Modeling of Caries Severity States in Long-Term Care. 长期护理中龋病严重程度的系统动力学模型。
Pub Date : 2025-01-01 Epub Date: 2024-11-21 DOI: 10.1177/00220345241290139
B Turton, J Griffith, J A Jones, S R Baker, A Singh, K Rawal, J Calabrese, M Henshaw

Dental caries among long-term care (LTC) residents is a persistent and complex problem driven by social and structural factors. Systems thinking may be useful in considering novel approaches to reducing disease. This study aimed to develop a system dynamics model to simulate the progression of dentate older adults in LTC through caries severity states and estimate the effects of 3 intervention scenarios on the progression of caries: preventive topical fluoride (TF), arrest of caries with silver diamine fluoride (SDF), and a combination of TF and SDF. Dentate older adults in LTC were categorized into 4 caries severity states by their number of untreated carious lesions. The model assumed that changes in severity states were consistent with incidence rates reported in the literature and available billing data for dental care and that individuals move in and out of the system by entering and exiting the facility or experiencing edentulism. For all scenarios, the proportion of dentate older adults in LTC with 1 or more untreated lesions stays stable, the distribution of disease shifts from a high severity state, and the system approaches equilibrium after 4 y. The TF intervention predicts minimal impacts on decreasing the proportion of dentate older adults with 1 or more untreated lesions (2.5% decrease), while the SDF intervention and the combination interventions were most disruptive. There was a 29.6% and 33.6% decrease, respectively. Given the specific population dynamics in LTC, these findings suggest that long-term (greater than 4 y) interventions should be designed to address both the management of existing lesions and their incidence. This system dynamics model allows researchers to render institution-specific data points from LTCs to estimate the effects of proposed interventions at the respective site.

受社会和结构因素的影响,长期护理(LTC)居民的龋齿是一个长期存在的复杂问题。系统思维可能有助于考虑减少疾病的新方法。本研究旨在开发一个系统动力学模型,以模拟长期护理机构中患有牙齿的老年人龋齿严重程度的发展过程,并估算三种干预方案对龋齿发展的影响:预防性局部氟化物(TF)、用二胺氟化银抑制龋齿(SDF)以及 TF 和 SDF 的组合。根据未治疗龋损的数量,将患有牙齿龋齿的长者分为 4 种龋病严重程度。该模型假定严重程度状态的变化与文献报道的发病率和现有的牙科护理账单数据一致,并且个人通过进入和离开医疗机构或出现牙齿脱落而进出系统。在所有方案中,患有 1 个或 1 个以上未经治疗的牙科病变的长者在 LTC 中的比例保持稳定,疾病分布从高严重度状态转变,系统在 4 年后接近平衡。分别减少了 29.6% 和 33.6%。考虑到长期护理中特定的人口动态,这些研究结果表明,长期(超过 4 年)干预措施的设计应同时解决现有病变的管理和发病率问题。这种系统动力学模型使研究人员能够利用来自长者照护中心的特定机构数据点来估计拟议干预措施在相应地点的效果。
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引用次数: 0
Explainable Deep Learning Approaches for Risk Screening of Periodontitis. 用于牙周炎风险筛查的可解释深度学习方法。
Pub Date : 2025-01-01 Epub Date: 2024-11-19 DOI: 10.1177/00220345241286488
B Suh, H Yu, J-K Cha, J Choi, J-W Kim

Several pieces of evidence have been reported regarding the association between periodontitis and systemic diseases. Despite the emphasized significance of prevention and early diagnosis of periodontitis, there is still a lack of a clinical tool for early screening of this condition. Therefore, this study aims to use explainable artificial intelligence (XAI) technology to facilitate early screening of periodontitis. This is achieved by analyzing various clinical features and providing individualized risk assessment using XAI. We used 1,012 variables for a total of 30,465 participants data from National Health and Nutrition Examination Survey (NHANES). After preprocessing, 9,632 and 5,601 participants were left for all age groups and the over 50 y age group, respectively. They were used to train deep learning and machine learning models optimized for opportunistic screening and diagnosis analysis of periodontitis based on Centers for Disease Control and Prevention/ American Academy of Pediatrics case definition. Local interpretable model-agnostic explanations (LIME) were applied to evaluate potential associated factors, including demographic, lifestyle, medical, and biochemical factors. The deep learning models showed area under the curve values of 0.858 ± 0.011 for the opportunistic screening and 0.865 ± 0.008 for the diagnostic dataset, outperforming baselines. By using LIME, we elicited important features and assessed the combined impact and interpretation of each feature on individual risk. Associated factors such as age, sex, diabetes status, tissue transglutaminase, and smoking status have emerged as crucial features that are about twice as important than other features, while arthritis, sleep disorders, high blood pressure, cholesterol levels, and overweight have also been identified as contributing factors to periodontitis. The feature contribution rankings generated with XAI offered insights that align well with clinically recognized associated factors for periodontitis. These results highlight the utility of XAI in deep learning-based associated factor analysis for detecting clinically associated factors and the assistance of XAI in developing early detection and prevention strategies for periodontitis in medical checkups.

关于牙周炎与全身性疾病之间的关联,已有多项证据报道。尽管牙周炎的预防和早期诊断意义重大,但目前仍缺乏早期筛查牙周炎的临床工具。因此,本研究旨在利用可解释人工智能(XAI)技术促进牙周炎的早期筛查。这是通过分析各种临床特征并利用 XAI 提供个性化风险评估来实现的。我们使用了来自美国国家健康与营养调查(NHANES)的 30465 名参与者数据中的 1012 个变量。经过预处理后,所有年龄组和 50 岁以上年龄组的参与者数据分别为 9,632 人和 5,601 人。根据美国疾病控制和预防中心/美国儿科学会的病例定义,这些数据被用于训练优化的深度学习和机器学习模型,以进行牙周炎的机会性筛查和诊断分析。本地可解释模型-诊断解释(LIME)用于评估潜在的相关因素,包括人口统计、生活方式、医疗和生化因素。深度学习模型显示,机会性筛查的曲线下面积值为 0.858 ± 0.011,诊断数据集的曲线下面积值为 0.865 ± 0.008,均优于基线值。通过使用 LIME,我们得出了一些重要特征,并评估了每个特征对个体风险的综合影响和解释。年龄、性别、糖尿病状况、组织转谷氨酰胺酶和吸烟状况等相关因素成为关键特征,其重要性是其他特征的两倍,而关节炎、睡眠障碍、高血压、胆固醇水平和超重也被认为是牙周炎的诱因。用 XAI 生成的特征贡献排名提供的见解与临床公认的牙周炎相关因素非常吻合。这些结果凸显了 XAI 在基于深度学习的关联因素分析中检测临床关联因素的实用性,以及 XAI 在体检中协助制定牙周炎早期检测和预防策略的作用。
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引用次数: 0
Dynamics of Human Palatal Wound Healing and the Associated Microbiome. 人类腭部伤口愈合的动力学和相关的微生物组。
Pub Date : 2025-01-01 Epub Date: 2024-12-04 DOI: 10.1177/00220345241288761
H Yuan, G E Chlipala, H I Bangash, R Meenakshi, D Chen, H M Trivedi, L A DiPietro, P Gajendrareddy, L Chen

Wound healing in the oral mucosa is superior to that in the skin, with faster wound closure accompanied by reduced inflammation, less angiogenesis, and minimal scar formation. A well-characterized oral wound model is critical to investigating the mechanisms of oral wound closure and the efficacy of various clinical interventions. Currently, there are a few human oral wound models, although none of them are well characterized. In the present study, we describe and characterize a human hard palate wound healing model. A 3.5-mm circular and two 1 × 5-mm rectangular full-thickness wounds were made in the first and second molar region, 5 mm from the gingival margin, on the hard palate of human subjects. The circular wound was used to monitor wound closure and collect swabs for a microbiome analysis via 16s rRNA sequencing. The rectangular wounds were biopsied and the tissue was used to evaluate the gene expression of wound healing-related mediators by real-time polymerase chain reaction. Saliva was also collected to examine the protein levels of similar molecules by enzyme-linked immunosorbent assays. Circular wounds were nearly closed on day 7 after wounding. Significant changes in the gene expression of inflammatory cytokines, growth factors, antimicrobial peptides, and extracellular matrix-related molecules were identified in day 1 and day 3 wound tissue and compared with unwounded tissue on day 0. Changes in the protein levels of various mediators were limited in the saliva. In addition, alpha diversity, beta diversity, and differential microbiome analysis demonstrated significant changes in bacterial colonization of the wound surface over time compared with unwounded mucosa. In summary, we comprehensively characterize a human hard palate wound-healing model that details the dynamic changes of wound closure, levels of wound healing-related mediators in the wound and saliva, and the oral wound microbiome.

口腔黏膜的伤口愈合优于皮肤,伤口愈合更快,炎症减少,血管生成较少,瘢痕形成最少。研究口腔伤口愈合的机制和各种临床干预措施的效果,一个具有良好特征的口腔伤口模型至关重要。目前,有一些人类口腔伤口模型,尽管它们都没有很好地表征。在本研究中,我们描述和表征了一个人类硬腭伤口愈合模型。在受试者硬腭第一、第二磨牙区距龈缘5mm处分别制作3.5 mm圆形和2个1 × 5mm矩形全厚创面。圆形伤口用于监测伤口闭合情况,并收集拭子,通过16s rRNA测序进行微生物组分析。采用实时聚合酶链反应法检测创面愈合相关介质的基因表达。还收集了唾液,通过酶联免疫吸附法检测相似分子的蛋白质水平。圆形伤口在受伤后第7天几乎闭合。在第1天和第3天,与未受伤组织相比,伤口组织中炎症因子、生长因子、抗菌肽和细胞外基质相关分子的基因表达发生了显著变化。唾液中各种介质的蛋白质水平变化有限。此外,α多样性、β多样性和差异微生物组分析表明,随着时间的推移,与未受伤的粘膜相比,伤口表面的细菌定植发生了显著变化。总之,我们全面表征了人类硬腭伤口愈合模型,详细描述了伤口愈合的动态变化,伤口和唾液中伤口愈合相关介质的水平,以及口腔伤口微生物群。
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引用次数: 0
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Journal of dental research
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