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Structural stability of symmetric bispecific antibodies: a case study showing potential compromise near linker regions. 对称双特异性抗体的结构稳定性:一个显示连接区附近潜在妥协的案例研究。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-40607-2
Nattha Ingavat, Yee Jiun Kok, Nuruljannah Dzulkiflie, Liew Jia Min, Wang Xinhui, Kia Ngee Low, Ka Pui But, Amihan Anajao, Loh Han Ping, Han Kee Ong, Farouq Bin Mahfut, Yuansheng Yang, Xuezhi Bi, Wei Zhang
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引用次数: 0
A modular platform for automated organoid culture and longitudinal imaging. 自动化类器官培养和纵向成像的模块化平台。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-40231-0
Sebastian Torres-Montoya, Sebastian Hernandez, Spencer T Seiler, Hunter E Schweiger, Samira Vera-Choqqueccota, Gregory Kaurala, Tal Sharf, David Haussler, Mohammed A Mostajo-Radji, Mircea Teodorescu

Organoids, 3D tissue cultures that mimic real organs, offer valuable models for research. Traditional culture methods rely on manual feeding and orbital shakers, making them labor-intensive and inconsistent. Microfluidic systems have shown their potential to improve reproducibility by controlling media exchange and culture conditions, yet most still require standard incubators, which limit continuous monitoring due to space and humidity constraints. To address this, we developed a modular platform that integrates automated feeding, real-time imaging, and environmental control, eliminating the need for a conventional incubator. A key feature is a vertically oriented PDMS/glass chip that supports precise media delivery and monitoring while preserving incubation conditions, making it ideal for morphological studies. We demonstrated the platform's ability to maintain metabolic stability and media distribution over time using cerebral organoids. This platform improves organoid research by combining microfluidics, automation, and imaging, enhancing disease modeling, drug testing, and regenerative medicine applications.

类器官,模拟真实器官的3D组织培养物,为研究提供了有价值的模型。传统的培养方法依赖于人工饲养和轨道振动器,使其劳动密集且不稳定。微流体系统已经显示出通过控制介质交换和培养条件来提高再现性的潜力,但大多数仍然需要标准孵化器,由于空间和湿度的限制,这限制了连续监测。为了解决这个问题,我们开发了一个模块化平台,集成了自动进料,实时成像和环境控制,消除了对传统孵化器的需求。一个关键特点是垂直方向的PDMS/玻璃芯片,支持精确的介质输送和监测,同时保持孵化条件,使其成为形态学研究的理想选择。我们利用脑类器官证明了该平台在一段时间内维持代谢稳定性和介质分布的能力。该平台通过结合微流体、自动化和成像,增强疾病建模、药物测试和再生医学应用,改善类器官研究。
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引用次数: 0
Consensus control and performance recovery of heterogeneous second-order multi-agent systems via two-time-scale separation approach. 基于双时间尺度分离的异构二阶多智能体系统共识控制与性能恢复。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-37308-1
Sina Mohammadalizadeh, Mohammad Mehdi Arefi, Alireza Khayatian

This paper addresses a two-time-scale separation-based redesign technique for achieving robust consensus and transient performance recovery in second-order multi-agent systems (MASs) subject to both unmodeled dynamics and external disturbances. The proposed protocol is developed for both undirected and directed information-exchange topologies. A key novelty of this work lies in its ability to not only guarantee consensus but also explicitly recover the nominal transient performance of the agents-a capability that is typically lost in the presence of uncertainties. Lyapunov stability analysis ensures that all MASs signals remain bounded, while the consensus tracking errors asymptotically converge to zero. Simulation results demonstrate the effectiveness and robustness of the proposed approach.

本文讨论了一种基于双时间尺度分离的重新设计技术,用于在二阶多智能体系统(MASs)中实现鲁棒一致性和瞬态性能恢复,该系统受到未建模的动力学和外部干扰。所提出的协议适用于无向和有向信息交换拓扑。这项工作的一个关键新颖之处在于,它不仅能够保证共识,而且能够明确地恢复代理的名义瞬态性能——这种能力通常在存在不确定性的情况下会丢失。Lyapunov稳定性分析保证了所有质量信号保持有界,同时一致跟踪误差渐近收敛于零。仿真结果证明了该方法的有效性和鲁棒性。
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引用次数: 0
Potential biomarkers for early periodontal inflammation: investigating CD5+ B cells, salivary cytokines and oral microbiome. 早期牙周炎症的潜在生物标志物:研究CD5+ B细胞、唾液细胞因子和口腔微生物群。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-37044-6
Elisabeth Clara Gottschalk, Oleksandra Chabanovska, Praveen Vasudevan, Israel Barrantes, Bernd Kreikemeyer, Wendy Bergmann-Ewert, Robby Engelmann, Brigitte Müller-Hilke, Hermann Lang

Periodontitis is a highly prevalent chronic inflammatory disease that causes progressive destruction of the tooth-supporting apparatus and is linked to multiple systemic disorders. Despite its high prevalence, early biomarkers capable of predicting individual susceptibility remain elusive. The multifactorial nature of the disease and the lack of a validated, specific indicators hinder reliable early diagnosis before irreversible tissue damage occurs. CD5+ B cells, known for their autoreactive potential and role in bone resorption, have been previously found elevated in advanced periodontitis. Due to their association with tissue destruction, these cells may hold predictive value even at earlier stages. However, their systemic relevance in early periodontal inflammation is scarcely explored. This cross-sectional study examined differential subsets of circulating CD5+ B cells as potential systemic biomarkers of early periodontal disease. Sixty patients were grouped as healthy, gingivitis and moderate chronic periodontitis. Multiple regression analysis revealed that besides age (p = 0.009), the double negative (CD27-IgD-) subset of CD5+ memory B cells was related to periodontitis, while total CD5+ B cell levels remained unchanged. To characterize the oral inflammatory milieu, salivary cytokines and the composition of the subgingival microbiome were analyzed. Salivary IL-8 levels and IL-17A detection rates were significantly elevated in periodontitis. Microbiome profiling further identified an exploratory correlation between Megasphaera and salivary IL-8 in gingivitis, which may represent an early-stage signal but requires validation in larger follow-up cohorts.

牙周炎是一种非常普遍的慢性炎症性疾病,可导致牙齿支撑装置的进行性破坏,并与多种全身性疾病有关。尽管发病率很高,但能够预测个体易感性的早期生物标志物仍然难以捉摸。该疾病的多因素性质和缺乏有效的具体指标阻碍了在发生不可逆组织损伤之前进行可靠的早期诊断。CD5+ B细胞以其自身反应电位和骨吸收作用而闻名,先前发现在晚期牙周炎中CD5+ B细胞升高。由于它们与组织破坏有关,这些细胞即使在早期阶段也可能具有预测价值。然而,它们与早期牙周炎症的系统性相关性很少被探讨。这项横断面研究检查了循环CD5+ B细胞的不同亚群作为早期牙周病的潜在系统生物标志物。60例患者分为健康组、牙龈炎组和中度慢性牙周炎组。多元回归分析显示,除了年龄(p = 0.009)外,CD5+记忆B细胞双阴性(CD27-IgD-)亚群与牙周炎有关,而CD5+记忆B细胞总水平保持不变。为了描述口腔炎症环境,我们分析了唾液细胞因子和龈下微生物组的组成。牙周炎患者唾液IL-8水平和IL-17A检出率显著升高。微生物组分析进一步确定了牙龈炎中巨斑蝶和唾液IL-8之间的探索性相关性,这可能代表了早期信号,但需要在更大的随访队列中进行验证。
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引用次数: 0
α-Thalassemia has no association with asymptomatic Plasmodium falciparum carriage in three ecological zones of Ghana. α-地中海贫血与加纳三个生态区无症状恶性疟原虫携带无关联。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-38080-y
Augustine Boakye Donkor, Frank George Bernasko, Anisa Abdulai, Nana Aba Sertowu Eyeson, Raphael Lartey Abban, Elaine Asiwome Boadu, Kwadwo Asamoah Kusi, Yaw Asare Afrane, Linda Eva Amoah

α-thalassemia, a hereditary disorder, common in malaria-endemic regions, provides selective advantage by conferring partial protection against severe Plasmodium falciparum malaria. This study investigated the distribution of α-thalassemia genotypes and Plasmodium falciparum carriage among 1401 asymptomatic individuals aged 1-60 years, across Ghana's coastal, forest, and Sahel savanna ecological zones. DNA was extracted from archived dried blood spots and genotyped for α-thalassemia using multiplex PCR, while malaria was detected through RDT, microscopy, and PCR. Participants from the forest zone had the highest malaria prevalence by PCR (36.5%) compared to those in the Sahel savannah zone (27.6%), and coastal zone (23.5%), p < 0.0001. In the coastal zone, 54.3% (482/887) of participants had the wild type genotype (αα/αα), 41.8% (371/887) were heterozygous carriers (-α/αα), and 3.8% (34/887) were homozygous recessive for α-thalassemia (-α/-α). In the forest zone participants had 66.0% (134/203) wild type, 30.5% (62/203) heterozygous, and 3.5% (7/203) homozygous individuals, while participants in Sahel savannah recorded 62.7% (195/311) wild type, 31.5% (98/311) heterozygous, and 5.8% (18/311) homozygous recessive genotypes. There were higher odds of having asexual parasites (Odds Ratio = 1.23) and an increased odds (Odds Ratio = 1.46) of gametocyte carriage in the homozygous recessive group compared to the wild type, p = 0.447 but there were no statistically significant association observed between α-thalassemia genotype and the presence of asexual P. falciparum stages.

α-地中海贫血是一种常见于疟疾流行地区的遗传性疾病,它通过赋予对严重恶性疟原虫疟疾的部分保护提供了选择性优势。本研究调查了加纳沿海、森林和萨赫勒热带草原生态区1401例1 ~ 60岁无症状人群α-地中海贫血基因型分布和恶性疟原虫携带情况。从存档的干血斑中提取DNA,采用多重PCR对α-地中海贫血进行基因分型,同时采用RDT、显微镜和PCR检测疟疾。与萨赫勒大草原地区(27.6%)和沿海地区(23.5%)相比,来自森林地区的参与者的PCR疟疾患病率最高(36.5%)
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引用次数: 0
Application of an IEW-CRITIC-CoCoSo method based on interval-valued T-spherical fuzzy for optimizing process parameters of 3D printed recycled polypropylene composites. 基于区间值t球模糊的iew - critical - cocoso方法在3D打印再生聚丙烯复合材料工艺参数优化中的应用
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-37726-1
Shuaijie Zhao, Yuhong Du, Yanzhi Hao, Xinlong Li, Weijia Ren, Mingkai Jiang

With the rapid development of sustainable materials and additive manufacturing technologies, glass fiber-reinforced recycled polypropylene (GF/RPP) has shown enormous potential for application in fused deposition modeling (FDM). However, the mechanical performance of GF/RPP parts is significantly affected by the FDM process parameters, and multi-objective parameter optimization remains a critical challenge. To address this, a novel multi-attribute decision-making (MADM) framework based on the interval-valued T-spherical fuzzy weighted power Heronian mean operator and Combined Compromise Solution (IVTSFWPHM-CoCoSo) is proposed to optimize FDM process parameters. The framework employs the IVTSFWPHM operator to handle experimental uncertainty, capture interactions among multiple mechanical properties, and reduce the influence of extreme values. The improved entropy weight and criteria importance through intercriteria correlation (IEW-CRITIC) method are used to determine weights. Finally, CoCoSo is applied to reliably rank the parameter combinations. The results show that a printing temperature of 240 °C, a layer thickness of 0.3 mm, and an infill density of 60% achieve the best overall mechanical properties across different raster angles, improving performance by approximately 10.7%. The effectiveness of the proposed method is further validated through comparison with existing methods and scanning electron microscopy analysis. This study provides a practical reference for complex decision-making in the FDM printing of recycled composites.

随着可持续材料和增材制造技术的快速发展,玻璃纤维增强再生聚丙烯(GF/RPP)在熔融沉积建模(FDM)中显示出巨大的应用潜力。然而,FDM工艺参数对GF/RPP零件的力学性能影响很大,多目标参数优化仍然是一个关键的挑战。针对这一问题,提出了一种基于区间值t球模糊加权幂平均算子和组合妥协解(IVTSFWPHM-CoCoSo)的多属性决策框架,对FDM工艺参数进行优化。该框架采用IVTSFWPHM算子处理实验不确定性,捕捉多种力学性能之间的相互作用,减少极值的影响。采用改进的熵权和准则间关联(IEW-CRITIC)方法确定权重。最后,应用CoCoSo对参数组合进行可靠排序。结果表明,当打印温度为240°C,层厚为0.3 mm,填充密度为60%时,在不同光栅角度下的整体力学性能最佳,性能提高约10.7%。通过与现有方法的比较和扫描电镜分析,进一步验证了该方法的有效性。该研究为再生复合材料FDM打印的复杂决策提供了实用参考。
{"title":"Application of an IEW-CRITIC-CoCoSo method based on interval-valued T-spherical fuzzy for optimizing process parameters of 3D printed recycled polypropylene composites.","authors":"Shuaijie Zhao, Yuhong Du, Yanzhi Hao, Xinlong Li, Weijia Ren, Mingkai Jiang","doi":"10.1038/s41598-026-37726-1","DOIUrl":"https://doi.org/10.1038/s41598-026-37726-1","url":null,"abstract":"<p><p>With the rapid development of sustainable materials and additive manufacturing technologies, glass fiber-reinforced recycled polypropylene (GF/RPP) has shown enormous potential for application in fused deposition modeling (FDM). However, the mechanical performance of GF/RPP parts is significantly affected by the FDM process parameters, and multi-objective parameter optimization remains a critical challenge. To address this, a novel multi-attribute decision-making (MADM) framework based on the interval-valued T-spherical fuzzy weighted power Heronian mean operator and Combined Compromise Solution (IVTSFWPHM-CoCoSo) is proposed to optimize FDM process parameters. The framework employs the IVTSFWPHM operator to handle experimental uncertainty, capture interactions among multiple mechanical properties, and reduce the influence of extreme values. The improved entropy weight and criteria importance through intercriteria correlation (IEW-CRITIC) method are used to determine weights. Finally, CoCoSo is applied to reliably rank the parameter combinations. The results show that a printing temperature of 240 °C, a layer thickness of 0.3 mm, and an infill density of 60% achieve the best overall mechanical properties across different raster angles, improving performance by approximately 10.7%. The effectiveness of the proposed method is further validated through comparison with existing methods and scanning electron microscopy analysis. This study provides a practical reference for complex decision-making in the FDM printing of recycled composites.</p>","PeriodicalId":21811,"journal":{"name":"Scientific Reports","volume":"16 1","pages":"6971"},"PeriodicalIF":3.9,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146221242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A step-up DC-DC converter with high voltage gain and soft switched capability and minimum phase characteristic. 一种具有高电压增益、软开关能力和最小相位特性的升压DC-DC变换器。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-40326-8
Seyed Mohsen Salehi, Ali Yazdian Varjani

DC-DC converters serve as essential components in advanced power electronic systems, facilitating precise and efficient energy conversion across various applications. Conventional boost configurations, while efficient, inherently introduce a right-half-plane zero in the control-to-output dynamics, resulting in non-minimum-phase behavior. This characteristic limits bandwidth and degrades transient response. To address these challenges, a novel converter topology is introduced that mitigates non-minimum-phase effects and improves overall efficiency. The proposed configuration employs a coupled inductor to transfer a portion of the input energy directly to the output. In contrast, an active switched inductor network reduces voltage and current stresses on switching devices, thereby enabling soft switching. Both active switches operate under soft-switching conditions, where all diodes are turned off softly, which reduces switching losses and enhances operational efficiency. Comprehensive steady-state analysis determines voltage gain, semiconductor stress, and power losses. Small-signal modeling establishes the control-to-output voltage transfer function. Theoretical results are validated through experimental measurements from a laboratory-scale prototype and corroborated by simulation results, confirming the effectiveness and reliability of the proposed converter.

DC-DC转换器是先进电力电子系统的重要组成部分,在各种应用中促进精确和高效的能量转换。传统的升压配置虽然效率高,但在控制输出动力学中固有地引入了右半平面零,导致非最小相位行为。这种特性限制了带宽并降低了瞬态响应。为了解决这些挑战,我们引入了一种新的转换器拓扑结构,以减轻非最小相位效应并提高整体效率。所建议的配置采用耦合电感器将一部分输入能量直接转移到输出。相反,有源开关电感网络减少开关器件上的电压和电流应力,从而实现软开关。两种有源开关都在软开关条件下工作,其中所有二极管都是软关断的,这减少了开关损耗并提高了操作效率。全面的稳态分析确定了电压增益,半导体应力和功率损耗。小信号建模建立了控制到输出的电压传递函数。通过实验室样机的实验测量和仿真结果验证了理论结果,验证了所提变换器的有效性和可靠性。
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引用次数: 0
A regional-scale mobility model for the early hominin occupation of the Lower Omo Valley (Ethiopia). 早期人类占领下奥莫河谷(埃塞俄比亚)的区域尺度迁移模型。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-39972-9
Anne Delagnes, Pascal Bertran, Brad Gravina, Frédéric Santos, Océane Spinelli Sanchez, Aline Galland, Michel Brenet, Haregwin Belete Hailu, Bisrat Gebreegziabher Araya, Fikeru Mekonenn Sissay, Misganaw Gebremichael Woldetsadik, Jean-Renaud Boisserie

The ability of early hominins to adapt to diverse landscapes and ecological niches was a key factor in their range expansion. However, the behavioral and cognitive prerequisites underlying this adaptability remain poorly understood. Assuming that resource procurement played a pivotal role in hominin dispersal, we investigate the mobility-subsistence system of early Oldowan groups who occupied the Lower Omo landscape of southern Ethiopia some 2.3 million years ago (Ma). With its extensive archaeological record and scattered lithic resources, this context provides a landscape-scale record of early hominin behavior. Multiple lines of evidence derived from an integrated environmental, spatial and technological analysis indicate a regionally-structured mobility strategy, involving the provisioning of quartz pebbles and the transport of partially transformed products from distant sources to the biotic-rich but stone-poor margins of the paleo-Omo River, where highly mobile foraging activities were concentrated along the meandering channel. This regional strategy of early hominin displacement reflects a "Shungura exception" in the Early Pleistocene record. It coincides with the emergence of stone tool-mediated activities in the Lower Omo Valley, marking a tipping point in the capacity of early hominins to develop environment-specific adaptive strategies‒a crucial asset for their expansion into new ecological niches.

早期古人类适应不同景观和生态位的能力是其活动范围扩大的关键因素。然而,这种适应性背后的行为和认知先决条件仍然知之甚少。假设资源获取在人类迁徙过程中发挥了关键作用,我们研究了大约230万年前居住在埃塞俄比亚南部Lower Omo地区的早期Oldowan群体的流动-生存系统。凭借其广泛的考古记录和分散的石器资源,这一背景提供了早期人类行为的景观尺度记录。综合环境、空间和技术分析得出的多种证据表明,石英卵石的供应和部分转化产品从遥远的来源运输到古奥莫河的生物丰富但岩石贫乏的边缘,在那里,高度流动的觅食活动集中在蜿蜒的河道上。这种早期人类迁移的区域性策略反映了早更新世记录中的“顺古拉例外”。与此同时,下奥莫河谷也出现了以石器为媒介的活动,这标志着早期人类发展特定环境适应策略的能力达到了一个转折点——这是他们向新生态位扩张的关键资产。
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引用次数: 0
AI readiness, STEM education, economic growth, and climate transition in China: a long-run systems analysis. 中国的人工智能准备、STEM教育、经济增长和气候转型:长期系统分析。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-39949-8
Shiwen Liu, Miaominao Xu, Xin Xiang
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引用次数: 0
Identification of molecular diagnostic markers and potential therapeutic drugs for Sjögren's syndrome. Sjögren综合征分子诊断标记及潜在治疗药物的鉴定。
IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-18 DOI: 10.1038/s41598-026-39750-7
Yin Yin, Tongtong Xu, Huijun Ma, Pengcheng Xia, Xiaotian Luan, Hui Zhang, Xiaoming Zhu

Sjögren's Syndrome (SS) is a long-term autoimmune disorder marked by damage to exocrine glands and irregularities in the immune system. Currently, there is a significant lack of effective diagnostic biomarkers and targeted therapeutic options for this disorder. This research aimed to identify molecular biomarkers that could be used for SS diagnosis and to explore therapeutic candidates that could address current clinical needs. Multiple public datasets (GSE84844, GSE40611, GSE7451, GSE208260) were retrieved from the Gene Expression Omnibus (GEO) database, including samples of salivary glands, saliva, salivary ducts, and blood from both SS patients and healthy individuals. The GEO2R tool was used to identify Differentially Expressed Genes (DEGs). Five machine learning algorithms-Decision Tree, XGBoost, Random Forest, Lasso Regression, and Gradient Boosting Machines (GBM)-were applied to screen key diagnostic biomarkers. RT-PCR in PBMCs and IHC in salivary gland tissues were used to validate the expression levels of the candidate genes. Furthermore, CIBERSORT was employed to analyze immune cell infiltration in the blood of SS patients. Network pharmacology and molecular docking using CB-Dock2 were performed to explore paeoniflorin's therapeutic potential against SS. Eight common DEGs were identified, among which EPSTI1, IFI44, and IFIT1 were core biomarkers. These genes were significantly upregulated in SS patients (P < 0.05) and exhibited high diagnostic efficacy (AUC: 0.89, 0.90, 0.88, respectively). Blood samples from SS patients showed increased proportions of memory B cells and activated dendritic cells, as well as decreased CD4 naive T cells and γδ T cells (P < 0.05)-changes that correlated with the expression of the three core genes. Paeoniflorin shared 110 common targets with SS (enriched in immune and inflammatory pathways) and bound stably to the three biomarkers (Vina scores: -7.6, -8.7, -7.7). EPSTI1, IFI44, and IFIT1 are promising candidate diagnostic biomarkers for SS, with potential links to immune dysregulation. Paeoniflorin may exert immunomodulatory effects by targeting these genes, but this remains a hypothesis requiring experimental validation. This study provides preliminary insights into SS biomarkers and therapeutic candidates, but prospective clinical validation, functional experiments, and in vivo studies are essential before translation into practice.

Sjögren综合征(SS)是一种长期的自身免疫性疾病,其特征是外分泌腺的损伤和免疫系统的不规则。目前,这种疾病明显缺乏有效的诊断性生物标志物和靶向治疗选择。本研究旨在确定可用于SS诊断的分子生物标志物,并探索可满足当前临床需求的候选治疗方法。从Gene Expression Omnibus (GEO)数据库中检索多个公共数据集(GSE84844、GSE40611、GSE7451、GSE208260),包括来自SS患者和健康个体的唾液腺、唾液、唾液管和血液样本。使用GEO2R工具鉴定差异表达基因(DEGs)。五种机器学习算法——决策树、XGBoost、随机森林、Lasso回归和梯度增强机(GBM)——被用于筛选关键的诊断生物标志物。利用唾液腺组织PBMCs和IHC的RT-PCR验证候选基因的表达水平。采用CIBERSORT分析SS患者血液中免疫细胞的浸润情况。利用CB-Dock2进行网络药理学和分子对接,探索芍药苷对SS的治疗潜力。共鉴定出8个常见的deg,其中EPSTI1、IFI44和IFIT1为核心生物标志物。这些基因在SS患者中显著上调(P
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引用次数: 0
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