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Response to Letter to the Editor: "Early Childhood Exposures to Fluorides and Cognitive Neurodevelopment: A Population-Based Longitudinal Study". 对致编辑的信的回应:“儿童早期接触氟化物和认知神经发育:一项基于人群的纵向研究”。
IF 5.9 Pub Date : 2026-02-01 Epub Date: 2025-12-19 DOI: 10.1177/00220345251390898
L G Do, A Sawyer, A J Spencer, S Leary, J K Kuring, A Jones, T Le, C E Reece, D H Ha
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引用次数: 0
Birth Cohort Study Identifies Candida albicans as a Risk Factor for Dental Caries. 出生队列研究确定白色念珠菌是龋齿的危险因素。
IF 5.9 Pub Date : 2025-12-01 Epub Date: 2025-06-26 DOI: 10.1177/00220345251340040
N Alkhars, S Manning, N Al Jallad, Y Zeng, T T Wu, C Fogarty, M Mendoza, E van Wijngaarden, D T Kopycka-Kedzierawski, R Billings, K Fiscella, H Koo, J Xiao

Candida albicans has been implicated as a potential cariogenic microorganism, yet no prospective longitudinal studies have examined its role in severe early childhood caries (S-ECC). This study aimed to evaluate the association between oral C. albicans and the onset of S-ECC in a longitudinal setting. This prospective birth cohort study (2018 to 2023) enrolled 186 low-income pregnant women in their third trimester in Western New York, United States. Overall, 160 eligible infants born to these women were followed from birth to 2 y at 7 time points. Oral samples were collected to assess Candida species (C. albicans, Candida krusei, and Candida glabrata) and Streptococcus mutans. The primary outcome was the onset of S-ECC. Two-step LASSO (least absolute shrinkage and selection operator)-penalized logistic regression models were developed to identify predictive factors for S-ECC from 234 covariates grouped by their proximal association with S-ECC: infant oral microorganisms, biological-environmental factors, and maternal characteristics. Logistic regression was used to validate the association between C. albicans and S-ECC. Among the 118 children who completed the study, 28% developed S-ECC. The racial background of the cohort was 57% Black, 21% White, and 22% other. Oral C. albicans colonized in 12% of infants at 1 wk, peaking at 57% by 18 mo. Salivary C. albicans was associated with a 4.47-fold increased risk for S-ECC (odds ratio [OR]; 95% CI, 1.28 to 15.58; P = 0.02), in addition to other risk factors, including plaque score (OR, 5.19; 95% CI, 2.10 to 12.83) and salivary S. mutans (OR, 9.74; 95% CI, 2.27 to 41.79). C. albicans demonstrated strong time sensitivity in predicting S-ECC as early as 1 mo, contrasting with S. mutans, which exhibited predictive ability after 1 y. Oral C. albicans could serve as a novel biological marker for predicting ECC risk in infancy, shining a light on opportunities to develop innovative caries-predictive and preventive strategies targeting fungal contributions in pediatric care settings.

白色念珠菌被认为是一种潜在的致龋微生物,但没有前瞻性的纵向研究检查其在严重早期儿童龋齿(S-ECC)中的作用。本研究旨在纵向评估口腔白色念珠菌与S-ECC发病之间的关系。本前瞻性出生队列研究(2018年至2023年)在美国纽约西部招募了186名低收入妊娠晚期孕妇。总的来说,这些妇女所生的160名符合条件的婴儿在7个时间点从出生到2岁。收集口腔样本评估念珠菌种类(白色念珠菌、克鲁氏念珠菌、光秃念珠菌)和变形链球菌。主要结局是S-ECC的发作。建立了两步LASSO(最小绝对收缩和选择算子)惩罚逻辑回归模型,从234个协变量中确定S-ECC的预测因素,这些协变量按其与S-ECC的近端关联分组:婴儿口腔微生物、生物环境因素和母亲特征。采用Logistic回归验证白色念珠菌与S-ECC之间的关系。在完成研究的118名儿童中,28%的人患上了S-ECC。该队列的种族背景为黑人57%,白人21%,其他22%。口腔白色念珠菌在1周时在12%的婴儿中定殖,在18个月时达到57%的峰值。唾液白色念珠菌与S-ECC风险增加4.47倍相关(优势比[OR];95% CI, 1.28 ~ 15.58;P = 0.02),此外还有其他危险因素,包括斑块评分(OR, 5.19;95% CI, 2.10 ~ 12.83)和唾液变形链球菌(OR, 9.74;95% CI, 2.27 ~ 41.79)。与变形链球菌相比,白色念珠菌早在1个月时就表现出很强的预测S-ECC的时间敏感性,而变形念珠菌在1个月后才表现出预测能力。口腔白色念珠菌可以作为预测婴儿期ECC风险的新型生物标志物,为开发针对儿科护理环境中真菌贡献的创新龋齿预测和预防策略提供了机会。
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引用次数: 0
Single-Cell Insights into Unicystic and Solid Ameloblastoma Heterogeneity. 单囊性和实体性成釉细胞瘤异质性的单细胞研究。
IF 5.9 Pub Date : 2025-12-01 Epub Date: 2025-06-26 DOI: 10.1177/00220345251340892
C Feng, X Dou, S-R Li, X Xu, Z Dang, Z Jiang, E Jiang, Z Shang

The clinical classification of ameloblastoma (AM) plays a decisive role in the selection of treatment options, but the difference of single-cell landscape among clinical classifications is still unclear. At the same time, there is an urgent need to understand the key cell subtypes that determine the clinical subtypes. We characterized the single-cell transcriptional profiles of clinical subtypes of AM. We also characterized a pseudotime transition trajectory from immunoactive epithelial cells to vascular-associated fibroblasts, identifying key transcription factors involved in this process. Notably, we observed significant heterogeneity between M1 and M2 macrophages among the clinical subtypes of AM. Furthermore, our analysis revealed that metabolic disorder in AM was primarily driven by the metabolic disturbances in M1 and M2 macrophages. At the cellular communication level, we highlighted the role of M2 macrophages in mediating cell interactions, focusing on the RANKL/RANK pathway associated with osteoclast activity. Finally, we attempted to establish a unicystic AM-derived epithelial cell line and utilized it to construct an AM-like organoid model; we found that M2 macrophages competed with AM for L-cysteine to achieve cystic changes in the solid lesion. Our exploration of pathogenesis underlying various clinical types of AM advances our knowledge of AM heterogeneity, offering promising targets for novel therapeutic strategies.

成釉细胞瘤(amm)的临床分型对治疗方案的选择起决定性作用,但临床分型中单细胞景观的差异尚不清楚。同时,迫切需要了解决定临床亚型的关键细胞亚型。我们对AM临床亚型的单细胞转录谱进行了表征。我们还描述了从免疫活性上皮细胞到血管相关成纤维细胞的伪时间过渡轨迹,确定了参与这一过程的关键转录因子。值得注意的是,我们观察到AM临床亚型中M1和M2巨噬细胞之间存在显著异质性。此外,我们的分析显示AM的代谢紊乱主要是由M1和M2巨噬细胞的代谢紊乱驱动的。在细胞通讯水平上,我们强调了M2巨噬细胞在介导细胞相互作用中的作用,重点关注了与破骨细胞活性相关的RANKL/RANK通路。最后,我们尝试建立单囊性am源性上皮细胞系,并利用其构建am样器官模型;我们发现M2巨噬细胞与AM竞争l -半胱氨酸,导致实体病变出现囊性变化。我们对各种临床类型AM的发病机制的探索推进了我们对AM异质性的认识,为新的治疗策略提供了有希望的靶点。
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引用次数: 0
Perineural Invasion Exhibits Traits of Neurodegeneration. 神经周围浸润表现为神经变性特征。
IF 5.9 Pub Date : 2025-11-01 Epub Date: 2025-06-10 DOI: 10.1177/00220345251334379
M Zhang, M Yuan, K Asam, Z Gong, T Xie, F Gleber-Netto, M D Santi, Y Kobayashi, E Shimizu, B Aouizerat, M Amit, M D Boada, Y Ye

Perineural invasion (PNI) frequently occurs in head and neck squamous cell carcinoma (HNSCC), which correlates with poor survival and induces intractable pain and numbness. There is no effective treatment for PNI or associated pain. To gain a better understanding of PNI at the molecular and cellular level, we produced an orthotopic, syngeneic mouse model of PNI by inoculating mouse oral cancer cells into the infraorbital nerve (ION), a nerve that is susceptible to cancer invasion in patients with HNSCC. Mice with PNI in the ION exhibited both evoked and spontaneous nociception and impaired oral function, mimicking human conditions. PNI resulted in a drastic reduction in the proportion and altered mechanical thresholds in mechanically sensitive trigeminal neurons; axon and myelin abnormalities, as well as phagocytic cells, were observed. The tumor bed is marked by CD4+ and CD8+ T cells, CD68+ cells, and F4/80+ macrophages, while CD4+, CD8+, and CD68+ immune cells can be found surrounding the nerve. The intraneural niche is predominantly marked by CD68 that does not overlap with F4/80 but instead overlaps with NF200 and MPZ and occasionally with DAPI, suggesting these are likely phagocytic macrophages or Schwann cells. Finally, our RNA sequencing pathway analysis in mouse and human HNSCC found perturbed pathways in neuroinflammation, mitochondrial dysfunction, and cellular metabolism. Additionally, ION-PNI exhibits nerve degenerative features with perturbed pathways that are observed in Alzheimer, Parkinson, and prion diseases. In conclusion, we report a novel, anatomically relevant in vivo model that could be used to study the cellular and molecular mechanisms of PNI-induced neuropathies. Importantly, we found that PNI resembles neurodegenerative diseases with features of altered sensory transduction and conduction, neuroinflammation, and mitochondrial dysfunction, which may underlie peripheral neuropathies, such as pain.

头颈部鳞状细胞癌(HNSCC)常发生神经周围浸润(PNI),这与生存率低有关,并引起顽固性疼痛和麻木。PNI或相关疼痛没有有效的治疗方法。为了在分子和细胞水平上更好地了解PNI,我们通过将小鼠口腔癌细胞接种到眶下神经(ION)中(HNSCC患者易受癌症侵袭的神经),建立了一个原位、同基因的PNI小鼠模型。离子中的PNI小鼠表现出诱发和自发的伤害感受和口腔功能受损,模仿人类的情况。PNI导致三叉神经中机械敏感神经元的比例急剧降低和机械阈值改变;观察到轴突和髓鞘异常,以及吞噬细胞。肿瘤床以CD4+、CD8+ T细胞、CD68+细胞、F4/80+巨噬细胞为主,神经周围可见CD4+、CD8+、CD68+免疫细胞。神经内生态位主要由CD68标记,与F4/80不重叠,但与NF200和MPZ重叠,偶尔与DAPI重叠,提示这些可能是吞噬性巨噬细胞或雪旺细胞。最后,我们在小鼠和人类HNSCC中进行的RNA测序通路分析发现,神经炎症、线粒体功能障碍和细胞代谢通路受到干扰。此外,离子- pni表现出阿尔茨海默病、帕金森病和朊病毒病中观察到的神经退行性特征和通路紊乱。总之,我们报告了一种新的,解剖相关的体内模型,可用于研究pni诱导的神经病变的细胞和分子机制。重要的是,我们发现PNI类似于神经退行性疾病,具有感觉转导和传导改变、神经炎症和线粒体功能障碍的特征,这些特征可能是周围神经病变(如疼痛)的基础。
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引用次数: 0
Wnt1's Differential Effects on Craniofacial Bone and Tooth Development. Wnt1对颅面骨和牙齿发育的差异影响。
IF 5.9 Pub Date : 2025-11-01 Epub Date: 2025-06-02 DOI: 10.1177/00220345251336191
R Mahmoud, A Simon, J Luther, J Pothe, Y Du, C Nottmeier, E Okine, S Knauth, M G Lopez, E Bockamp, J Krivanek, A LeBlanc, J Helms, M Amling, M Kaucka, T Schinke, T Koehne, J Petersen

The development of craniofacial bones and teeth relies heavily on the Wnt signaling pathway, yet the specific mechanisms and Wnt variants involved remain under continual investigation. Using publicly available single-cell sequencing data from the mouse incisor, we reveal Wnt1 expression across dental structures and investigate its role using a Col1a1-dependent Wnt1 transgenic mouse model. Inducing Wnt1 early on affects craniofacial bone without disturbing tooth development, but prolonged embryonic induction leads to postnatal mortality with osteopetrosis-like bone overgrowth and malformed teeth. While tooth formation was initially unaffected by postnatal Wnt1 induction, prolonged activation impaired tooth root formation and odontoblast differentiation, resulting in shortened roots and thinner dentin. Three-dimensional micro-computed tomography quantification reveal that both embryonic and postnatal activation of Wnt1 significantly increase neural crest-derived craniofacial bone volume, whereas mesenchymal-derived craniofacial bones are unaffected. Importantly, osteoclastogenesis is suppressed by Wnt1 in a dose-dependent manner, revealed through bulk RNA sequencing and in vitro experiments. These findings emphasize the differential effects of Wnt1 on bone development based on origin and highlight its role in modulating osteoclast activity, indicating broader implications for craniofacial development and potential therapeutic avenues.

颅面骨和牙齿的发育严重依赖于Wnt信号通路,但其具体机制和Wnt变异仍在继续研究中。利用来自小鼠门牙的公开单细胞测序数据,我们揭示了Wnt1在牙齿结构中的表达,并使用col1a1依赖性Wnt1转基因小鼠模型研究了其作用。早期诱导Wnt1影响颅面骨,但不影响牙齿发育,但延长胚胎诱导会导致出生后死亡,伴有骨质疏松样骨过度生长和牙齿畸形。虽然出生后Wnt1诱导最初不影响牙齿形成,但长时间激活会损害牙根形成和成牙细胞分化,导致牙根缩短和牙本质变薄。三维显微计算机断层扫描量化显示,胚胎和出生后激活Wnt1显著增加神经嵴来源的颅面骨体积,而间质来源的颅面骨不受影响。重要的是,通过大量RNA测序和体外实验显示,Wnt1以剂量依赖的方式抑制破骨细胞的发生。这些发现强调了基于起源的Wnt1对骨发育的不同影响,并强调了其在调节破骨细胞活性中的作用,这表明了对颅面发育和潜在治疗途径的更广泛影响。
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引用次数: 0
The Junctional Epithelium Attachment Is Regulated by Wnt Signaling. Wnt信号通路调控连接上皮附着。
IF 5.9 Pub Date : 2025-11-01 Epub Date: 2025-06-10 DOI: 10.1177/00220345251336168
F Aellos, P L Cuevas, K G Harder, J A Grauer, A Ramos, B Liu, J A Helms

The molecular mechanisms mediating barrier functions of the junctional epithelium (JE) are incompletely understood. The aim of this study was to gain mechanistic insights into how reduced Wnt/β-catenin signaling affects the metabolism, turnover, and attachment of JE cells to the tooth surface. A membrane-permeable selective inhibitor of the Wntless protein, C59, was topically delivered to the JE. Wnt pathway suppression was verified by using Axin2LacZ/+ and Axin2CreERT2/+;R26RmTmG/+ strains of mice. Quantitative analyses were carried out at multiple time points to assess mitotic activity, apoptosis, expression of hemidesmosomal attachment proteins, distribution of immune cells, collagen remodeling, and alveolar bone resorption. To complement these studies, Wntless was genetically deleted in osteocalcin-expressing cells, including those in the JE, after which the same quantitative analyses were performed. C59 caused a dose-dependent inhibition in Wnt signaling, which led to reduced mitotic activity and increased apoptosis in the JE. Continued dosing of C59 was accompanied by downregulation of the hemidesmosome attachment proteins laminin 5, plectin, and integrin β4 and a disruption in collagen orientation. A genetic approach in which Wntless function was inhibited in osteocalcin-expressing JE cells yielded similar inhibitory effects on Wnt signaling, mitotic activity, the JE's attachment to the tooth surface, and an increase in immune cells within the connective tissue. Wnt/β-catenin signaling is required for JE homeostasis, and disruptions to the pathway are sufficient to cause JE breakdown and attachment loss. Methods to modulate Wnt/β-catenin signaling may prove beneficial in restoring JE homeostasis after injury or disease.

介导连接上皮(JE)屏障功能的分子机制尚不完全清楚。本研究的目的是获得Wnt/β-catenin信号减少如何影响乙脑细胞在牙齿表面的代谢、周转和附着的机制见解。Wntless蛋白的一种膜渗透性选择性抑制剂C59被局部递送到乙脑。使用小鼠Axin2LacZ/+和Axin2CreERT2/+;R26RmTmG/+菌株验证Wnt通路的抑制作用。在多个时间点进行定量分析,以评估有丝分裂活性、细胞凋亡、半粒间溶体附着蛋白的表达、免疫细胞的分布、胶原重塑和牙槽骨吸收。为了补充这些研究,在骨钙素表达细胞(包括乙脑细胞)中基因删除Wntless,之后进行相同的定量分析。C59引起Wnt信号的剂量依赖性抑制,导致乙脑有丝分裂活性降低和细胞凋亡增加。持续剂量的C59伴随着半脂体附着蛋白层粘连蛋白5、粘连蛋白和整合素β4的下调以及胶原取向的破坏。在骨钙素表达的乙脑细胞中抑制Wnt功能的遗传方法对Wnt信号传导、有丝分裂活性、乙脑与牙齿表面的附着以及结缔组织内免疫细胞的增加产生了类似的抑制作用。Wnt/β-catenin信号是乙脑稳态所必需的,该通路的破坏足以导致乙脑分解和附着丧失。调节Wnt/β-catenin信号传导的方法可能有助于恢复乙脑损伤或疾病后的稳态。
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引用次数: 0
Release of Bisphenol A from Dental Materials: Risks and Future Perspectives. 牙科材料中双酚A的释放:风险和未来展望。
IF 5.9 Pub Date : 2025-09-01 Epub Date: 2025-06-16 DOI: 10.1177/00220345251337728
A Tichy, T Srolerova, F Schwendicke

The gradual phaseout of dental amalgam has contributed to a significant increase in the use of resin-based materials. While these materials offer several desirable properties, concerns persist regarding their biocompatibility, particularly the release of bisphenol A (BPA). BPA is an endocrine-disrupting chemical linked to adverse effects on human health, including reproductive, developmental, and metabolic disorders. Although food contact materials are the primary source of human BPA exposure and the contribution of dental materials is minor, the associated risks cannot be dismissed due to BPA's nonmonotonic dose-response relationship. In 2023, the European Food Safety Authority proposed a 20,000-fold reduction in the tolerable daily intake of BPA to 0.2 ng/kg body weight, citing immune system effects at extremely low doses. This proposal has sparked regulatory and scientific debate, as adopting such a stringent limit would effectively ban the use of BPA in food contact materials and many other products. Given this context, it is essential to assess the release of BPA from dental materials both in vitro and in vivo. However, data interpretation is complicated by methodological inconsistencies, including variations in material composition, specimen preparation, choice of extraction media, experimental duration, and analytical methods. In addition, pivotal differences in reporting results make it difficult to synthesize findings and draw reliable conclusions. This review examines the controversy surrounding BPA, critically evaluates evidence on its release from dental materials, and explores mitigation strategies. By highlighting gaps in knowledge and proposing future research directions, this review aims to provide clinicians, researchers, and policymakers with a clearer understanding of BPA-related complexities, ultimately contributing to patient safety and material innovation.

牙科汞合金的逐步淘汰导致树脂基材料的使用显著增加。虽然这些材料提供了一些理想的特性,但人们对它们的生物相容性,特别是双酚A (BPA)的释放仍然存在担忧。双酚a是一种干扰内分泌的化学物质,对人体健康有不利影响,包括生殖、发育和代谢紊乱。虽然食品接触材料是人类BPA暴露的主要来源,而牙科材料的贡献很小,但由于BPA的非单调剂量-反应关系,相关风险不能被忽视。2023年,欧洲食品安全局(European Food Safety Authority)提出,将BPA的每日可耐受摄入量减少2万倍,降至每公斤体重0.2纳克,理由是极低剂量会对免疫系统产生影响。这一提议引发了监管和科学上的争论,因为采用如此严格的限制将有效地禁止在食品接触材料和许多其他产品中使用双酚a。在这种情况下,有必要评估体外和体内牙科材料中BPA的释放。然而,由于方法上的不一致,包括材料组成、标本制备、提取介质的选择、实验持续时间和分析方法的变化,数据解释变得复杂。此外,报告结果的关键差异使得很难综合研究结果并得出可靠的结论。本综述审查了围绕双酚a的争议,批判性地评估了其从牙科材料中释放的证据,并探讨了缓解策略。本综述旨在通过突出知识空白并提出未来的研究方向,为临床医生、研究人员和政策制定者提供对bpa相关复杂性更清晰的认识,最终为患者安全和材料创新做出贡献。
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引用次数: 0
The Skin-to-Mucosa Ratio Defines the Osteogenic Potential of Lip Fibroblasts. 皮肤与粘膜的比例决定了唇部成纤维细胞的成骨潜能。
Pub Date : 2025-08-01 Epub Date: 2025-03-19 DOI: 10.1177/00220345251321806
L Parisi, F Mansour, S Rihs, I Schnyder, G C La Scala, C Katsaros, M Degen

Fibroblasts isolated from discarded lip tissue obtained during cheiloplasty in patients with cleft lip/palate (CLP) show promising osteogenic potential and may be an appealing cell source for autologous bone regeneration. As the lip is a mucocutaneous junction, explant cultures from unseparated lip biopsies produce mesenchymal outgrowths composed of skin- and mucosa-derived fibroblasts. The proportions of the 2 fibroblast populations, however, differ among CLP patients and depend on the morphology of the excised sample, which is unique for each donor. Understanding the osteogenic activities of CLP fibroblast populations with varying skin-to-mucosa ratios is critical for their therapeutic application. We isolated CLP fibroblasts from 10 unseparated lip biopsies and comprehensively evaluated them for their bone differentiation capacities in vitro, demonstrating heterogeneous osteogenic potentials. Because there are no markers that can distinguish skin from mucosa fibroblasts, we used the respective and matching CLP keratinocytes to ascertain the skin-to-mucosa ratio of the 10 specimens. Thus, we found that CLP fibroblasts isolated from biopsies with high skin-to-mucosa ratios had a much higher osteogenic capacity than those derived from biopsies with low skin-to-mucosa ratios. To validate and solidify these findings, we carefully separated skin and mucosa tissues during corrective lip surgery to isolate pure skin and mucosa CLP lip fibroblasts. Indeed, skin had a higher osteogenic potential than their mucosal counterparts did. Furthermore, we discovered that the high osteogenic activity in skin was limited to specific subpopulations of yet unknown identities. Our findings indicate that skin fibroblasts perform better than their mucosal counterparts do, even though both types of fibroblasts can differentiate into bone-forming cells.

从唇裂/腭裂(CLP)患者唇部成形术中获得的废弃唇组织中分离的成纤维细胞显示出良好的成骨潜力,可能是一种有吸引力的自体骨再生细胞来源。由于唇部是粘膜与皮肤的交界处,从未分离的唇活检组织中提取的外植体培养物产生由皮肤和粘膜来源的成纤维细胞组成的间充质产物。然而,两种成纤维细胞群的比例在CLP患者中有所不同,并且取决于切除样本的形态,这对于每个供者来说都是独特的。了解具有不同皮肤-粘膜比例的CLP成纤维细胞群体的成骨活性对其治疗应用至关重要。我们从10个未分离的嘴唇活检中分离出CLP成纤维细胞,并对其体外骨分化能力进行了全面评估,显示出异质成骨潜力。由于没有标记物可以区分皮肤和粘膜成纤维细胞,我们使用各自的和匹配的CLP角质形成细胞来确定10个标本的皮肤-粘膜比例。因此,我们发现从皮肤与粘膜比例高的活检中分离的CLP成纤维细胞比从皮肤与粘膜比例低的活检中分离的CLP成纤维细胞具有更高的成骨能力。为了验证和巩固这些发现,我们在唇矫正手术中仔细分离皮肤和粘膜组织,分离纯皮肤和粘膜CLP唇成纤维细胞。事实上,皮肤比粘膜具有更高的成骨潜力。此外,我们发现皮肤中的高成骨活性仅限于尚未确定身份的特定亚群。我们的研究结果表明,皮肤成纤维细胞比粘膜成纤维细胞表现更好,尽管两种类型的成纤维细胞都可以分化成骨形成细胞。
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引用次数: 0
Fighting the Antimicrobial Resistance Global Emergency: The Lifesaving Role of Dentistry. 抗击抗菌素耐药性全球紧急情况:牙科的救命作用。
Pub Date : 2025-08-01 Epub Date: 2025-03-19 DOI: 10.1177/00220345251324162
W Thompson, F Cieplik, L Teoh, N Jakubovics, H Benzian
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引用次数: 0
Enhancing Socioeconomic Status Prediction for Cavities: A Hybrid Method. 提高蛀牙的社会经济地位预测:一种混合方法。
Pub Date : 2025-08-01 Epub Date: 2025-03-18 DOI: 10.1177/00220345251324494
A T M Dao, L G Do, N Stormon, H V Nguyen, D H Ha

Socioeconomic status (SES) measures one's access to social resources across various dimensions. Traditionally, studies on SES commonly use principal component analysis (PCA), a data-driven method, to condense these dimensions into components, typically selecting the first component to represent SES. However, PCA may lack specificity for particular outcomes. Decision tree analysis (DTA), a knowledge-driven approach that identifies outcome-specific dimensions, may address PCA's weaknesses but might not comprehensively capture SES. This study hypothesized that combining DTA and PCA to create SES predictors could enhance predictive accuracy more than using PCA alone could. It also explored whether the DTA-PCA combination, incorporating only significant loading indicators (SLIs) of the first component, could simplify SES predictors without compromising predictive accuracy. The study analyzed 12 SES indicators from the Study of Mothers' and Infants' Life Events Affecting Oral Health (SMILE) birth cohort study, involving 2,182 children. Five SES composites were created: 1 solely from DTA-identified indicators and 2 pairs combining values from either the entire first PCA component or SLIs with and without DTA. These composites served as predictors for predicting dental caries in 5 predictive models. Model accuracy was evaluated using root mean squared error with 5-fold cross-validation. SES composites derived from the DTA-PCA combination demonstrated superior predictive accuracy compared with those from the PCA-only approach. By incorporating only SLIs, this hybrid method generated SES predictors that not only outperformed those using the entire first component but also demonstrated noninferiority relative to the DTA-only method. This approach offers a promising framework for developing SES composites to predict dental caries, potentially improving the precision of predictive models. In addition, this method offers a practical framework for creating composite predictors from multi-item measurements across various outcomes. For future research using this method, a 3-step process is recommended: (1) identify relevant items using DTA, (2) determine their weights through PCA, and (3) generate a composite using the SLIs.

社会经济地位(SES)衡量一个人在各个方面获得社会资源的机会。传统上,对SES的研究通常使用主成分分析(PCA),一种数据驱动的方法,将这些维度压缩成组件,通常选择第一个组件来表示SES。然而,PCA可能对特定的结果缺乏特异性。决策树分析(DTA)是一种识别结果特定维度的知识驱动方法,它可以解决PCA的弱点,但可能无法全面捕获SES。本研究假设结合DTA和PCA创建SES预测因子比单独使用PCA更能提高预测精度。本文还探讨了仅纳入第一个分量的显著负荷指标(SLIs)的DTA-PCA组合是否可以在不影响预测准确性的情况下简化SES预测。该研究分析了来自母亲和婴儿影响口腔健康的生活事件研究(SMILE)出生队列研究的12个SES指标,涉及2182名儿童。建立了5个SES组合:1个单独由DTA识别的指标组成,2对组合值来自整个第一个PCA成分或有或没有DTA的SLIs。这些组合物在5种预测模型中作为预测龋病的预测因子。采用5倍交叉验证的均方根误差评估模型精度。与仅使用pca的方法相比,由DTA-PCA组合获得的SES复合材料显示出更高的预测准确性。通过仅结合sli,这种混合方法生成的SES预测器不仅优于使用整个第一组分的预测器,而且相对于仅使用dta的方法也显示出非劣效性。这种方法为开发SES复合材料来预测龋齿提供了一个有希望的框架,有可能提高预测模型的精度。此外,该方法还提供了一个实用的框架,用于从跨各种结果的多项测量中创建复合预测器。对于未来使用该方法的研究,建议采用三步流程:(1)使用DTA识别相关项目,(2)通过PCA确定其权重,(3)使用sli生成复合。
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Journal of dental research
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