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PGPR-mediated enhancement of soil nutrients, rhizosphere microbial ecology, and plant growth: a review. pgpr介导的土壤养分、根际微生物生态和植物生长的增强:综述
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-23 DOI: 10.1038/s41522-026-00966-0
Mengjiao Wang, Zhimin Xu

Plant Growth-Promoting Rhizobacteria (PGPR) are key bio-agents for sustainable agriculture. This review conceptualizes PGPR as rhizosphere engineers that enhance soil nutrients, restructure microbial networks, and boost plant stress tolerance. While their mechanisms are well-understood in the lab, a significant translational gap limits field efficacy due to inconsistent colonization and environmental context-dependency. We critically analyze this gap and propose integrated strategies-from advanced formulations to synthetic consortia-to unlock the reliable application of PGPR for global food security.

促进植物生长的根瘤菌(PGPR)是可持续农业的关键生物制剂。这篇综述将PGPR概念定义为根际工程师,可以增强土壤养分,重组微生物网络,提高植物的抗逆性。虽然它们的机制在实验室中得到了很好的理解,但由于不一致的定植和环境依赖性,一个显著的翻译差距限制了田间效果。我们批判性地分析了这一差距,并提出了从先进配方到合成联盟的综合战略,以解锁PGPR在全球粮食安全方面的可靠应用。
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引用次数: 0
Widespread effects of catecholamines on growth of human gut bacteria. 儿茶酚胺对人体肠道细菌生长的广泛影响。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-20 DOI: 10.1038/s41522-026-00948-2
Michael Daniels, Dinely Wijayagunasekera, David Berry

The interactions between hosts and their microbiomes are driven in part by chemical communication, which influences immune responses, metabolism, and microbial community structure. Neuroendocrine signals are central to this bidirectional communication, forming the basis of microbial endocrinology. Although host-derived hormones, including catecholamines, are known to affect microbial physiology, much of the existing literature focuses on a limited number of model organisms or complex in vivo systems, where disentangling direct microbial responses from host-mediated effects is challenging. As a result, systematic comparative analyses of direct bacterial responses under controlled conditions remain scarce. Here, we performed a systematic in vitro screen under anaerobic conditions to assess catecholamine effects on the growth dynamics of phylogenetically diverse human gut bacteria. Catecholamines altered multiple growth parameters in a species-specific manner, with effects detectable at nanogram concentrations. Multivariate analyses, including principal component analysis and non-metric multidimensional scaling, revealed lineage-associated response patterns across taxa. Although derived from monoculture experiments, these intrinsic responses provide a comparative framework for understanding how direct hormone-microbe interactions may contribute to microbiome dynamics under host stress. Overall, this study provides a quantitative cross-species dataset to inform future systems-level investigations in microbial endocrinology.

宿主与其微生物群之间的相互作用部分是由化学通讯驱动的,化学通讯影响免疫反应、代谢和微生物群落结构。神经内分泌信号是这种双向交流的核心,形成了微生物内分泌学的基础。虽然已知宿主衍生的激素,包括儿茶酚胺,会影响微生物生理,但现有的许多文献都集中在有限数量的模式生物或复杂的体内系统上,在这些系统中,从宿主介导的作用中分离直接的微生物反应是具有挑战性的。因此,在受控条件下对细菌直接反应的系统比较分析仍然很少。在这里,我们在厌氧条件下进行了系统的体外筛选,以评估儿茶酚胺对系统发育不同的人类肠道细菌生长动力学的影响。儿茶酚胺以一种特定的方式改变了多种生长参数,其影响在纳克浓度下可检测到。多变量分析包括主成分分析和非度量多维尺度分析,揭示了不同分类群间与谱系相关的响应模式。虽然来自单一栽培实验,但这些内在反应为理解激素-微生物直接相互作用如何促进宿主应激下微生物组动力学提供了一个比较框架。总的来说,本研究提供了一个定量的跨物种数据集,为未来微生物内分泌学的系统级调查提供信息。
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引用次数: 0
Voluntary wheel running exercise attenuates VPA-induced ASD-like behaviors in male rats: implication of the vagal pathway of the gut-brain axis. 自愿跑轮运动减弱雄性大鼠vpa诱导的asd样行为:肠-脑轴迷走神经通路的含义。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-20 DOI: 10.1038/s41522-026-00962-4
Yinhua Li, Jiugen Zhong, Yingying Shen, Jiaheng Gong, Yanqing Feng, Wanting Lan, Xiaohui Hou

Autism spectrum disorder (ASD) is a prevalent neurodevelopmental disorder with elusive pathogenesis and lack of targeted therapies. While exercise can ameliorate ASD-like behaviors, its underlying mechanisms remain unclear. Recent studies have identified dysbiosis of gut microbiota and altered levels of short-chain fatty acids (SCFAs), as critical contributors to ASD-associated behavioral abnormalities. This study investigated the potential role of the gut-brain axis, specifically the vagal pathway, in mediating the therapeutic effects of voluntary wheel running exercise in a valproic acid (VPA)-induced ASD-like rat models. We demonstrated that six weeks of voluntary wheel running exercise attenuated ASD-like behavioral deficits. Exercise restructured gut microbial communities and elevated SCFA levels, notably butyrate, in feces and plasma. Concurrently, exercise normalized imbalances of neuroactive substances in the hippocampus and prefrontal cortex and suppressed neuroinflammation, evidenced by reduced microglial/astrocytic reactivity and a shift in microglial polarization toward an anti-inflammatory phenotype. Critically, subdiaphragmatic vagotomy attenuated these exercise-induced improvements, including the restoration of neuroactive substance homeostasis, resolution of neuroinflammation, and the amelioration of behavioral deficits. Our findings suggest that intact vagal signaling plays a critical role in coordinating gut-derived microbial and metabolic signals with central neuroadaptations to mediate the benefits of voluntary exercise on ASD-like behaviors.

自闭症谱系障碍(ASD)是一种普遍存在的神经发育障碍,其发病机制难以捉摸,且缺乏靶向治疗。虽然运动可以改善自闭症样行为,但其潜在机制尚不清楚。最近的研究发现,肠道微生物群的生态失调和短链脂肪酸(SCFAs)水平的改变是导致自闭症相关行为异常的关键因素。本研究探讨了肠-脑轴,特别是迷走神经通路在丙戊酸(VPA)诱导的asd样大鼠模型中自发性轮式跑步运动的潜在作用。我们证明了六周的自主跑轮运动减轻了自闭症样的行为缺陷。运动重组了肠道微生物群落,提高了粪便和血浆中的短链脂肪酸水平,尤其是丁酸盐。同时,运动使海马体和前额皮质神经活性物质的失衡正常化,并抑制神经炎症,这可以通过减少小胶质细胞/星形胶质细胞的反应性和小胶质细胞极化向抗炎表型的转变来证明。关键的是,膈下迷走神经切开术减弱了这些运动引起的改善,包括神经活性物质稳态的恢复、神经炎症的消退和行为缺陷的改善。我们的研究结果表明,完整的迷走神经信号在协调肠道来源的微生物和代谢信号与中枢神经适应中起着关键作用,从而介导自主运动对asd样行为的益处。
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引用次数: 0
Diversity and ecological potential of sediment viruses from Chinese continental shelf seas. 中国大陆架海域沉积物病毒的多样性及其生态潜力。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-18 DOI: 10.1038/s41522-026-00940-w
Jinhao Shen, Meiaoxue Han, Jingwen Sun, Hao Yu, Yeqing Yang, Kehua Shen, Yue Su, Xuechao Chen, Hui He, Hongbing Shao, Jin Sun, Andrew McMinn, Min Wang, Yantao Liang

Continental shelves are important areas for global biogeochemical cycling, yet the roles of sediment viruses in these areas remain poorly understood. Here, 48 surface sediment samples from the Chinese continental shelf were analyzed, and 12,540 viral operational taxonomic units (vOTUs) were identified. Taxonomic classification found that 93.6% of the vOTUs could not be assigned at the family level, and protein-sharing networks showed that 60.4% were singletons. Viral community structure was shaped primarily by temperature and water depth. A total of 557 auxiliary metabolic genes (AMGs) were identified, including those involved in sulfur reduction and phosphorus acquisition (Pho-family proteins). Additionally, diverse antibiotic resistance genes (ARGs) were detected, suggesting anthropogenic influence. This study reveals the diversity, ecological function, and environmental drivers of viral communities in continental shelf sediments, providing new insights into viral contributions to microbial ecology and biogeochemical processes.

大陆架是全球生物地球化学循环的重要区域,但沉积物病毒在这些区域的作用仍然知之甚少。对中国大陆架48份表层沉积物样本进行了分析,鉴定出12540个病毒操作分类单位(votu)。分类发现,93.6%的votu不能在家族水平上分配,蛋白质共享网络显示,60.4%的votu为单子。病毒群落结构主要受温度和水深的影响。共鉴定出557个辅助代谢基因(AMGs),包括参与硫还原和磷获取的基因(phoo家族蛋白)。此外,检测到多种抗生素耐药基因(ARGs),提示人为影响。该研究揭示了大陆架沉积物中病毒群落的多样性、生态功能和环境驱动因素,为病毒对微生物生态学和生物地球化学过程的贡献提供了新的见解。
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引用次数: 0
Heterogeneous responses of soil microbial communities and functions in coastal wetlands to long-term nitrogen deposition. 滨海湿地土壤微生物群落与功能对长期氮沉降的异质性响应
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-17 DOI: 10.1038/s41522-026-00947-3
Mengyue Sun, Mingcong Li, Baohua Xie, Guangshan Wei, Yuqi Zhou, Wenxi Zhou, Wenchong Shi, Guangxuan Han, Ye Deng, Zheng Gao

Global nitrogen (N) deposition, a major consequence of climate change, has profound impacts on soil microbes, yet comparative studies investigating the effects of different N types and levels on diverse soil microorganisms and their ecological functions remain scarce. Here, we conducted a 7-year simulated N deposition with multiple levels (Low, Medium, High) and multiple forms (NH4NO3, NH4Cl, KNO3), combining amplicon sequencing, QMEC chips and ¹⁵N isotope tracing to analyze their impacts on soil microbial communities of prokaryotes, fungi and Cercozoa, elemental cycling, and N transformation. The results showed that N forms dominated Cercozoa and prokaryote community structures (P < 0.05) but not fungi. High NH₄⁺-N deposition significantly reduced microbial resistance (P < 0.05), while NO₃--N deposition enhanced prokaryote-Cercozoa bipartite network stability and linearly increased community resistance (P < 0.05), supporting the ecological phenomenon of "Interdependence Leading to Enhanced Resilience". Elevated N deposition increased microbial diversity but inhibited key C / N cycling genes (e.g., pmoA, hzsB, nirK2, and nirS1) and N transformation (P < 0.05), raising CH₄ emission and soil N enrichment risks. In conclusion, this study provides scientific support for mitigating N deposition impacts and advancing environmental sustainability.

全球氮沉降是气候变化的主要后果之一,对土壤微生物有着深远的影响,但研究不同氮类型和水平对不同土壤微生物及其生态功能影响的比较研究仍然很少。在此,我们模拟了7年多水平(低、中、高)和多形式(NH4NO3、NH4Cl、KNO3)的N沉降,结合扩增子测序、QMEC芯片和¹5 N同位素示踪,分析了它们对原核生物、真菌和尾虫土壤微生物群落、元素循环和N转化的影响。结果表明,N形态主导了尾藻和原核生物群落结构(P—N沉积增强了原核-尾藻双部网络的稳定性,线性增加了群落抵抗力(P
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引用次数: 0
A microbiota-host axis mediates prostaglandin sensitivity: Lactobacillus crispatus as a biomarker and regulator of human labor induction. 微生物-宿主轴介导前列腺素敏感性:作为人类引产的生物标志物和调节剂的crispr乳杆菌。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-17 DOI: 10.1038/s41522-026-00960-6
Zizhuo Wang, Weidong Tan, Zhenzhen He, Liangnan Zhang, Yilin Fu, Nary Long, Phannaroat Sourn, Weikun Li, Junjie Yuan, Yuxin Chen, Huihui Yu, Wanjiang Zeng, Ling Feng, Jianli Wu, Shaoshuai Wang, Wencheng Ding

Labor induction failure increases the risk of unplanned cesarean delivery and maternal-neonatal complications. However, the determinants of induction sensitivity remain poorly understood. In this prospective cohort of 85 term pregnant women undergoing labor induction with Propess® (prostaglandin E2), we combined full-length 16S rRNA sequencing of the vaginal microbiota, untargeted metabolomics of vaginal secretions, and transcriptomic analysis of cervical stromal cells exposed to Lactobacillus crispatus supernatant to identify predictive factors and underlying mechanisms. We found that women with a poor induction response exhibited higher vaginal microbiota α-diversity and a significant reduction in L. crispatus abundance. The relative abundance of L. crispatus predicted induction success with an area under the curve (AUC) of 0.80 (95% CI: 0.70-0.90). Metabolomic analysis revealed distinct vaginal metabolic alterations in induction-insensitive women. Importantly, in vitro experiments showed that L. crispatus supernatant directly modulates the transcriptome of cervical stromal cells, upregulating genes involved in uterine contraction, tissue remodeling, and immune regulation. Our results identify vaginal L. crispatus as a key biomarker for labor induction sensitivity and elucidate a potential mechanism by which it primes the cervix for prostaglandin response. These findings provide a novel microbiota-host interaction framework for personalizing induction strategies in precision obstetrics.

引产失败会增加意外剖宫产和母婴并发症的风险。然而,感应灵敏度的决定因素仍然知之甚少。在这项前瞻性队列研究中,85名接受proess®(前列腺素E2)诱导分娩的足月孕妇,我们结合了阴道微生物群的全长16S rRNA测序、阴道分泌物的非靶向代谢组学和暴露于crispatus乳杆菌上清的宫颈基质细胞的转录组学分析,以确定预测因素和潜在机制。我们发现,诱导反应较差的女性阴道微生物群α-多样性较高,crispatus丰度显著降低。crispatus的相对丰度曲线下面积(AUC)为0.80,95% CI为0.70 ~ 0.90,预测诱导成功。代谢组学分析显示,诱导不敏感的妇女阴道代谢明显改变。重要的是,体外实验表明,crispatus上清液直接调节宫颈间质细胞的转录组,上调参与子宫收缩、组织重塑和免疫调节的基因。我们的研究结果确定阴道crispatus是引产敏感性的关键生物标志物,并阐明了它启动宫颈前列腺素反应的潜在机制。这些发现为精准产科个性化诱导策略提供了一个新的微生物-宿主相互作用框架。
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引用次数: 0
Long-term organic farming shapes the avocado rhizosphere microbiota through the enrichment of drought-tolerant Bacillus spp. 长期有机耕作通过丰富耐旱芽孢杆菌塑造牛油果根际微生物群。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-17 DOI: 10.1038/s41522-026-00957-1
Blanca Ruiz-Muñoz, Kevin M Bretscher, Víctor J Carrión, Francisco M Cazorla, José A Gutiérrez-Barranquero

Long-term farming practices leave an imprint on soil microbiomes, but how these changes influence crop drought resilience remains poorly understood. Here, we examined avocado orchards managed organically or conventionally for two decades and recurrently exposed to drought, to assess how management history shapes the rhizosphere microbiota and its contribution to plant stress tolerance. Organic and conventional systems resulted in distinct soil physicochemical profiles that were associated with shifts in rhizosphere microbial community composition. Organic management was characterized by higher soil pH, phosphorus availability, water content, and C:N ratio, together with a consistent enrichment of spore-forming bacteria, especially members of the Bacillaceae family. We established a culture collection from the organic rhizosphere, dominated by Bacillaceae, and identified three top-performing strains: Bacillus halotolerans B19 and B21, and Bacillus subtilis B26. In greenhouse assays, B. halotolerans strains mitigated drought stress by preserving biomass and reducing leaf proline accumulation, while B. subtilis provided partial protection. Gene expression analysis revealed strain-specific responses that nonetheless converged on bdh (2,3-butanediol dehydrogenase) induction, highlighting a common mechanism for drought mitigation. Together, these findings establish a mechanistic link between long-term organic farming and microbial functions underpinning drought resilience in perennial agroecosystems, paving the way for climate-smart farming strategies.

长期的耕作方式会在土壤微生物群上留下印记,但是这些变化如何影响作物的抗旱能力仍然知之甚少。在这里,我们研究了有机管理或常规管理20年并经常暴露于干旱的鳄梨果园,以评估管理历史如何塑造根际微生物群及其对植物抗逆性的贡献。有机系统和常规系统导致不同的土壤理化特征,这些特征与根际微生物群落组成的变化有关。有机管理的特点是土壤pH、磷有效性、含水量和C:N比较高,同时孢子形成细菌,特别是芽孢杆菌科成员的持续富集。建立了以芽孢杆菌科为主的有机根际培养菌群,鉴定出3株表现最好的菌株:耐盐芽孢杆菌B19和B21,枯草芽孢杆菌B26。在温室试验中,耐盐芽孢杆菌菌株通过保持生物量和减少叶片脯氨酸积累来减轻干旱胁迫,而枯草芽孢杆菌则提供部分保护。基因表达分析显示,尽管如此,菌株特异性反应仍集中在bdh(2,3-丁二醇脱氢酶)诱导上,这突出了干旱缓解的共同机制。总之,这些发现建立了长期有机农业和微生物功能之间的机制联系,这些功能支撑了多年生农业生态系统的抗旱能力,为气候智能型农业战略铺平了道路。
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引用次数: 0
The Anna Karenina principle in the assembly of plant microbiome under pathogen stress. 病原菌胁迫下植物微生物组组装的安娜·卡列尼娜原理。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-15 DOI: 10.1038/s41522-026-00964-2
Da Li, Zi-Shuo Qu, Cong Wang, Zi-Heng Peng, Xin Zhou, Lei Cai

The Anna Karenina Principle (AKP) posits that healthy microbiomes converge toward similar compositional states, whereas dysbiotic microbiomes diverge into distinct and system-specific configurations. Despite its broad recognition in microbiome research, systematic evidence remains scarce as to whether pathogen stress drives plant microbiome assembly in accordance with AKP. To address this knowledge gap, we examined 1,410 samples from multiple compartments (bulk soil, rhizosphere soil, roots, stems, and seeds) across a continental-scale, comparing healthy and Fusarium stalk rot-infected maize using 16S rRNA gene sequencing, complemented with metagenomic sequencing of 93 selected rhizosphere and stem samples. By integrating variations of bacterial community diversity, beta dispersion, average variation degree, and a modified stochasticity ratio, we demonstrated that pathogen-induced microbiome shifts conform to AKP predictions. Notably, AKP-conforming stochastic assembly enriched oligotrophic taxa, resulting in microbial communities with higher GC content, smaller average genome size, and reduced 16S rRNA operon copy numbers. Moreover, the selective enrichment of specific functional traits (including peptidoglycan biosynthesis and degradation, chromatin structure and dynamics, and lipid transport and metabolism) was closely associated with AKP. Our findings support AKP as a useful framework for understanding plant microbiome assembly under pathogen pressure and provide new insights into plant-microbiome-pathogen interactions.

安娜卡列尼娜原理(Anna Karenina Principle, AKP)认为,健康的微生物群向相似的组成状态趋同,而生态失调的微生物群则分化成不同的系统特异性配置。尽管在微生物组研究中得到了广泛的认可,但关于病原体胁迫是否按照AKP驱动植物微生物组组装的系统证据仍然缺乏。为了解决这一知识空白,我们在整个大陆范围内检查了1410份来自多个区室(大块土壤、根际土壤、根、茎和种子)的样品,使用16S rRNA基因测序比较健康玉米和镰刀菌茎腐病感染的玉米,并对93份选定的根际和茎样本进行宏基因组测序。通过整合细菌群落多样性、β分散度、平均变异程度和修正随机比的变化,我们证明了病原体诱导的微生物组转移符合AKP预测。值得注意的是,符合akp的随机组装丰富了低营养类群,导致微生物群落GC含量较高,平均基因组大小较小,16S rRNA操纵子拷贝数减少。此外,特定功能性状(包括肽聚糖生物合成和降解、染色质结构和动力学、脂质转运和代谢)的选择性富集与AKP密切相关。我们的研究结果支持AKP作为理解病原体压力下植物微生物组组装的有用框架,并为植物-微生物组-病原体相互作用提供了新的见解。
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引用次数: 0
Topical acacia gum reshapes staphylococcal dysbiosis and inflammation in atopic dermatitis. 局部金合欢胶重塑葡萄球菌生态失调和炎症在特应性皮炎。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-15 DOI: 10.1038/s41522-026-00953-5
Jia-You Fang, Chwan-Fwu Lin, Yen-Tzu Chang, Abdullah Alshetaili, Shih-Hsuan Wei, Shih-Chun Yang

Atopic dermatitis (AD) is characterized by cutaneous dysbiosis marked by Staphylococcus aureus overgrowth, reduced commensal diversity, barrier dysfunction, and chronic inflammation. We investigated acacia gum (AG) as a topical prebiotic to modulate staphylococcal community structure and biofilm ecology in AD. Using both in vitro and in vivo approaches, we examined how AG reshaped microbial interactions and host responses. In coculture systems, AG selectively promoted Staphylococcus epidermidis while suppressing S. aureus. The S. aureus growth inhibition by AG involved direct antibacterial activity and commensal-mediated effects. We found that AG-upregulated glutamyl endopeptidase in S. epidermidis played a role in suppressing S. aureus colonization. AG disrupted both developing and established S. aureus biofilms and reduced intracellular persistence within macrophages, indicating activity across extracellular and host-associated niches. Beyond microbiota modulation, AG attenuated keratinocyte and macrophage activation via downregulation of proinflammatory cytokines and chemokines. In an AD-like mouse model, topical AG reduced S. aureus burden by three orders of magnitude, improved microbial diversity, partially restored barrier integrity, and decreased inflammatory cell infiltration without detectable toxicity. Collectively, AG reprograms staphylococcal dysbiosis and biofilm stability, supporting microbiota-directed prebiotic modulation as a mechanistically defined strategy for AD.

特应性皮炎(AD)的特征是皮肤生态失调,表现为金黄色葡萄球菌过度生长、共生多样性减少、屏障功能障碍和慢性炎症。我们研究了金合树胶作为局部益生元对AD葡萄球菌群落结构和生物膜生态的调节作用。使用体外和体内方法,我们研究了AG如何重塑微生物相互作用和宿主反应。在共培养体系中,AG选择性促进表皮葡萄球菌,抑制金黄色葡萄球菌。AG对金黄色葡萄球菌生长的抑制作用包括直接抑菌活性和互体介导作用。我们发现ag上调表皮葡萄球菌谷氨酰内肽酶在抑制金黄色葡萄球菌定植中起作用。AG破坏了正在发育和已建立的金黄色葡萄球菌生物膜,并降低了巨噬细胞内的细胞内持久性,表明其在细胞外和宿主相关的生态位中具有活性。除了微生物群调节外,AG还通过下调促炎细胞因子和趋化因子来减弱角化细胞和巨噬细胞的活化。在ad样小鼠模型中,外用AG减少了金黄色葡萄球菌负担3个数量级,改善了微生物多样性,部分恢复了屏障完整性,减少了炎症细胞浸润,但没有可检测到的毒性。总的来说,AG重新编程葡萄球菌的生态失调和生物膜稳定性,支持微生物群定向的益生元调节作为AD的机制定义策略。
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引用次数: 0
Machine learning and the role of the vaginal and fecal microbiome in miscarriage: a matched case-control study. 机器学习和阴道和粪便微生物组在流产中的作用:一项匹配的病例对照研究。
IF 9.2 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-13 DOI: 10.1038/s41522-026-00956-2
Unnur Gudnadottir, Stefanie Prast-Nielsen, Nicole Wagner, Luisa W Hugerth, Vilma Kuttainen Alderheim, Anusha T Antony, Juan Du, Jorge Reis Guerreiro, Fredrik Boulund, Eva Wiberg-Itzel, Lars Engstrand, Ina Schuppe-Koistinen, Nele Brusselaers, Emma Fransson

Miscarriage occurs in approximately 15% of all pregnancies, and recent studies have suggested a potential role of the microbiome. A nested case-control study from the Swedish Maternal Microbiome cohort was conducted, including 34 participants who sent at least one vaginal or fecal microbiome sample and questionnaire data before miscarrying (n = 34), and matched controls (n = 105 for regression models, n = 27 for machine learning models). Non-vaccine type HPV (aOR 3.95, 95%CI 1.04-15.06) and vaginal microbiome with community state type (CST) II (aOR 6.52, 95%CI 1.58-26.98) or CST-IVB (aOR 4.18, 95%CI 1.08-16.18) in early pregnancy were associated with an increased risk of miscarriage. Furthermore, we explored six machine learning algorithms using 70% of the cohort for training and 30% for testing, for the prediction of miscarriage using vaginal (AUROC 85%), fecal (AUROC 81%) and questionnaire (AUROC 82%) data separately and combined (AUROC 82%). Our results highlight the urgency of HPV screening and vaccine development for women's reproductive health. Despite limitations, including a small number of miscarriage cases, our results indicate the potential for both vaginal and fecal microbiomes in the prediction of miscarriage.

流产在所有怀孕中约占15%,最近的研究表明微生物群的潜在作用。一项来自瑞典产妇微生物组队列的嵌套病例对照研究进行了研究,包括34名参与者,他们在流产前至少发送了一份阴道或粪便微生物组样本和问卷数据(n = 34),以及匹配的对照组(n = 105回归模型,n = 27机器学习模型)。妊娠早期非疫苗型HPV (aOR 3.95, 95%CI 1.04-15.06)和阴道微生物群落状态型(CST) II (aOR 6.52, 95%CI 1.58-26.98)或CST- ivb (aOR 4.18, 95%CI 1.08-16.18)与流产风险增加相关。此外,我们探索了六种机器学习算法,使用70%的队列进行训练,30%进行测试,分别使用阴道(AUROC 85%),粪便(AUROC 81%)和问卷(AUROC 82%)数据预测流产(AUROC 82%)。我们的研究结果强调了HPV筛查和疫苗开发对妇女生殖健康的紧迫性。尽管存在局限性,包括少量流产病例,但我们的结果表明阴道和粪便微生物组在预测流产方面都具有潜力。
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