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Oral pretreatment with Escherichia coli Nissle 1917 enhances the host's defense against influenza A virus infection. 大肠杆菌鼻喷剂1917口服预处理可增强宿主对甲型流感病毒感染的防御能力。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-27 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70050
Di Wang, Longhai Yu, Qi Lu, Meiqing Han, Baikui Wang, Xianqi Peng, Min Yue, Yan Li

Influenza A viruses (IAVs) pose a significant threat to global health, causing annual epidemics and occasional pandemics with substantial morbidity and mortality. Despite the availability of vaccines and antiviral therapies, the development of novel preventive and therapeutic strategies remains a critical research focus. In this study, we evaluated the protective effects of orally administering Escherichia coli Nissle 1917 in IAV-infected mice and elucidated its mechanisms of action by analyzing cecal microbiota and plasm metabolome profiles. Oral administration of E. coli Nissle 1917 alleviated respiratory symptoms, reduced weight loss, and mitigated pathological injury in mice infected with H9N2 or H1N1 IAV. These protective effects were mediated through the modulation of gut microbiota diversity, which increased the abundance of Bacteroides and Akkermansia, correlating with elevated pipecolic acid levels and ultimately aiding in defense against IAV infection in mice. Notably, we identified that the circulating metabolic molecule pipecolic acid plays a significant role in fighting IAV infection. Our findings suggest the potential usefulness of E. coli Nissle 1917 or pipecolic acid in influenza prevention.

甲型流感病毒(iav)对全球健康构成重大威胁,每年都会引起流行病,偶尔也会引起大流行,发病率和死亡率都很高。尽管有疫苗和抗病毒疗法,但开发新的预防和治疗策略仍然是一个关键的研究重点。在本研究中,我们通过分析盲肠菌群和血浆代谢组谱,评估了口服大肠杆菌Nissle 1917对iv感染小鼠的保护作用,并阐明了其作用机制。在感染H9N2或H1N1 IAV的小鼠中,口服大肠杆菌Nissle 1917可缓解呼吸道症状,减轻体重减轻并减轻病理性损伤。这些保护作用是通过调节肠道菌群多样性介导的,这增加了拟杆菌和Akkermansia的丰度,与高细果酸水平相关,最终有助于防御小鼠的IAV感染。值得注意的是,我们发现循环代谢分子细果酸在对抗IAV感染中起着重要作用。我们的研究结果提示大肠杆菌尼塞尔1917或细果酸在预防流感中的潜在作用。
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引用次数: 0
Cis-2-decenoic acid modulates Pseudomonas aeruginosa virulence through a noncanonical transcriptional regulator. 顺式-2-十烯酸通过非规范转录调节剂调节铜绿假单胞菌的毒力。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-25 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70044
Shihao Song, Jingyun Liu, Bing Wang, Yang Si, Hongguang Han, Xiuyun Sun, Mingfang Wang, Binbin Cui, Guangliang Wu, Yongliang Huo, Liangxiong Xu, Beile Gao, Liang Yang, Xiaoxue Wang, Lian-Hui Zhang, Yinyue Deng

Diffusible signal factor (DSF)-family quorum sensing (QS) signals are widely utilized by many pathogenic bacteria to modulate various biological functions and virulence. Previous studies showed that cis-2-decenoic acid (cis-DA) is involved in the modulation of biofilm dispersion in Pseudomonas aeruginosa, but the regulatory mechanism is unclear. Here, we report that cis-DA regulates the physiology and virulence of P. aeruginosa through FadD1, a long-chain fatty acid-CoA ligase. cis-DA specifically binds to FadD1 and enhances the binding ability of FadD1 to the target gene promoter DNA regions. Further analysis showed that FadD1 is a global regulatory factor that controls the transcription of various target genes. Moreover, FadD1 showed catalytic activity on cis-2-dodecenoic acid (BDSF) of Burkholderia cenocepacia and enhanced the competitiveness of P. aeruginosa. Together, our work presents a new DSF-type QS signaling system in P. aeruginosa, which is highlighted by the signal receptor evolved from a canonical enzyme of fatty acid metabolism.

扩散信号因子(DSF)-家族群体感应(QS)信号被许多致病菌广泛利用来调节各种生物功能和毒力。已有研究表明顺式-2-癸烯酸(cis-DA)参与了铜绿假单胞菌生物膜分散的调控,但其调控机制尚不清楚。在这里,我们报道顺式da通过FadD1(一种长链脂肪酸-辅酶a连接酶)调节P. aeruginosa的生理和毒力。cis-DA特异性结合FadD1,增强FadD1与靶基因启动子DNA区域的结合能力。进一步分析表明,FadD1是一个全局调控因子,控制多种靶基因的转录。FadD1对新绿伯克氏菌(Burkholderia cenocepacia)的顺式-2-十二烯酸(BDSF)具有催化活性,增强了P. aeruginosa的竞争力。总之,我们的工作提出了一个新的dsf型QS信号系统,这是由脂肪酸代谢的典型酶进化而来的信号受体。
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引用次数: 0
CcpA promotes Staphylococcus aureus virulence by directly controlling staphyloxanthin production. CcpA通过直接控制葡萄黄素的产生来促进金黄色葡萄球菌的毒力。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-25 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70040
Xian Chen, Huagang Peng, Xiancai Rao, Yi Yang, Keting Zhu, Zhen Hu, Shu Li, Xiaonan Huang, Feng Lin, Jianghong Wu, Weilong Shang, Renjie Zhou, Yifan Rao

Staphylococcus aureus is a notorious opportunistic pathogen with remarkable adaptability, enabling it to infect virtually every human tissue. Staphyloxanthin (STX), a critical virulence factor, contributes to S. aureus oxidative damage. However, the regulatory mechanism of STX production is incompletely understood. This study provides mechanistic insights into the role of catabolite control protein A (CcpA) in STX production. ccpA deletion considerably reduced STX yield in S. aureus strains with diverse genetic lineages. Western blot showed that CcpA inactivation did not alter SigB expression levels in S. aureus. Gene reporter and electrophoretic mobility shift assays revealed the direct control of CcpA on the expression of the crtOPQMN operon, which encodes enzymes for step-wise STX biosynthesis. Moreover, CcpA deficiency remarkably impaired bacterial tolerance to H2O2-mediated killing, decreased survival in whole-blood treatment, and diminished persistence in macrophages. In mouse bacteremia and skin abscess models, CcpA was shown to enhance S. aureus virulence. Notably, inhibition of CcpA with Ag+ synergized with vancomycin to combat vancomycin-intermediate S. aureus infections in vivo. Our findings establish CcpA as a SigB-independent regulator of STX production, suggesting that targeting CcpA could be a promising antibiotic synergistic strategy for the management of multidrug-resistant S. aureus infections.

金黄色葡萄球菌是一种臭名昭著的机会性病原体,具有显著的适应性,使其能够感染几乎所有人体组织。葡萄黄质(STX)是一种关键的毒力因子,有助于金黄色葡萄球菌的氧化损伤。然而,STX产生的调控机制尚不完全清楚。这项研究为分解代谢控制蛋白A (CcpA)在STX产生中的作用提供了机制见解。ccpA缺失显著降低了具有不同遗传谱系的金黄色葡萄球菌菌株的STX产量。Western blot结果显示,CcpA失活对金黄色葡萄球菌SigB表达水平没有影响。基因报告和电泳迁移转移实验显示,CcpA直接控制crtOPQMN操纵子的表达,该操纵子编码STX分步生物合成酶。此外,CcpA缺乏显著损害了细菌对h2o2介导的杀伤的耐受性,降低了全血治疗中的存活率,并降低了巨噬细胞的持久性。在小鼠菌血症和皮肤脓肿模型中,CcpA可增强金黄色葡萄球菌的毒力。值得注意的是,Ag+与万古霉素协同抑制CcpA可在体内对抗万古霉素中间体金黄色葡萄球菌感染。我们的研究结果表明,CcpA是STX产生的独立于sigb的调节剂,这表明针对CcpA可能是一种有希望的抗生素协同策略,可用于管理耐多药金黄色葡萄球菌感染。
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引用次数: 0
Phage therapy of perinephric abscess in kidney transplantation recipients caused by drug-resistant Pseudomonas aeruginosa. 耐药铜绿假单胞菌所致肾移植受者肾周脓肿的噬菌体治疗。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-25 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70042
Jiazhen Liu, Shuguang Lu, Juan Bao, Jing Wang, Yali Gong, Bo He, Yuhao Zhu, Zhuojun Zhong, Shiru Li, Linlin Li, Na Li, Mengjun Cheng, Ming Li, Mengyu Shen, Nannan Wu, Tongyu Zhu, Shuai Le

Perinephric abscess, a common complication after kidney transplantation, often results from drug-resistant bacterial infections and is notoriously difficult to treat. Phage therapy has emerged as a promising alternative for such resistant infections. Here, we present two cases of perinephric abscesses in kidney transplant recipients (KTRs) treated with phage therapy. Our findings highlight the need for personalized treatment plans and timely intervention with phage therapy to improve patient outcomes. Future research should focus on overcoming barriers like biofilms to make this treatment more effective. Ultimately, phage therapy could lead to better survival rates and improved quality of life for transplant patients facing severe infections. This study is a step forward in the fight against superbugs, offering a potential alternative when antibiotics fail.

肾周脓肿是肾移植术后常见的并发症,通常是由耐药细菌感染引起的,并且是出了名的难以治疗。噬菌体疗法已成为这种耐药感染的一种有希望的替代疗法。在此,我们报告两例肾移植受者(KTRs)接受噬菌体治疗的肾周脓肿。我们的研究结果强调了个性化治疗计划和及时干预噬菌体治疗以改善患者预后的必要性。未来的研究应侧重于克服生物膜等障碍,使这种治疗更有效。最终,噬菌体疗法可以提高面临严重感染的移植患者的存活率和改善生活质量。这项研究是对抗超级细菌的一步,在抗生素失效时提供了一种潜在的替代方案。
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引用次数: 0
Modulation of host cell pathways by Coxiella burnetii Dot/Icm effectors. 伯氏杆菌Dot/Icm效应物对宿主细胞通路的调节。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-25 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70058
Jingya Yuan, Yong Zhang, Lei Song, Zhao-Qing Luo

Coxiella burnetii, the etiological agent of Q fever, is a significant intracellular bacterial pathogen. C. burnetii is a highly infectious pathogen that primarily targets pulmonary alveolar macrophages during natural infection. It can then disseminate to macrophages in other tissues and organs, leading to chronic infections. C. burnetii is capable of infecting a variety of cultured cells, including primary macrophages, macrophage-like cells, epithelial cells, and fibroblasts. The virulence of C. burnetii is entirely dependent on the Dot/Icm type IVB secretion system (T4BSS), which delivers effectors into infected cells to modulate cellular pathways for the biogenesis of the Coxiella-containing vacuole that supports its intracellular replication. A deeper understanding of how C. burnetii exploits host cell processes is essential for developing novel therapeutic strategies to combat infections caused by this important pathogen. This review summarizes the historical milestones and recent advances in our understanding of the structure and function of the C. burnetii Dot/Icm system and its effectors.

伯纳蒂克希菌是Q热的病原,是一种重要的胞内细菌病原体。伯氏梭菌是一种传染性很强的病原体,在自然感染过程中主要以肺泡巨噬细胞为目标。然后它可以传播到其他组织和器官中的巨噬细胞,导致慢性感染。burnetii能够感染多种培养细胞,包括原代巨噬细胞、巨噬细胞样细胞、上皮细胞和成纤维细胞。伯氏梭菌的毒力完全依赖于Dot/Icm型IVB分泌系统(T4BSS),该系统将效应物输送到受感染的细胞中,以调节细胞途径,促进含科希氏菌液泡的生物发生,支持其细胞内复制。深入了解伯氏梭菌如何利用宿主细胞过程对于开发新的治疗策略以对抗这种重要病原体引起的感染至关重要。这篇综述总结了历史上的里程碑和最近的进展,我们的结构和功能的理解在C. burnetii Dot/Icm系统及其效应物。
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引用次数: 0
ZapA uses a two-pronged mechanism to facilitate Z ring formation in Escherichia coli. ZapA利用双管齐下的机制促进大肠杆菌中Z环的形成。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-21 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70037
Yuanyuan Cui, Han Gong, Di Yan, Hao Li, Wenjie Yang, Ying Li, Xiangdong Chen, Joe Lutkenhaus, Sheng-You Huang, Xinxing Yang, Shishen Du

The tubulin-like protein FtsZ assembles into the Z ring that leads to the assembly and activation of the division machinery in most bacteria. ZapA, a widely conserved protein that interacts with FtsZ, plays a pivotal role in organizing FtsZ filaments into a coherent Z ring. Previous studies revealed that ZapA forms a dumbbell-like tetramer that binds cooperatively to FtsZ filaments and aligns them in parallel, leading to the straightening and organization of FtsZ filament bundles. However, how ZapA interacts with FtsZ remains obscure. Here, we reveal that ZapA uses a two-pronged mechanism to interact with FtsZ to facilitate Z ring formation in Escherichia coli. We find that mutations affecting surface-exposed residues at the junction between adjacent FtsZ subunits in a filament as well as in an N-terminal motif of FtsZ weaken its interaction with ZapA in vivo and in vitro, indicating that ZapA binds to these regions of FtsZ. Consistent with this, ZapA prefers FtsZ polymers over monomeric FtsZ molecules and site-specific crosslinking confirmed that the dimer head domain of ZapA is in contact with the junction of FtsZ subunits. As a result, disruption of the putative interaction interfaces between FtsZ and ZapA abolishes the midcell localization of ZapA. Taken together, our results suggest that ZapA tetramers grab the N-terminal tails of FtsZ and bind to the junctions between FtsZ subunits in the filament to straighten and crosslink FtsZ filaments into the Z ring.

在大多数细菌中,微管蛋白样蛋白FtsZ组装成Z环,导致分裂机制的组装和激活。ZapA是一种广泛保守的蛋白,与FtsZ相互作用,在将FtsZ丝组织成连贯的Z环中起关键作用。先前的研究表明,ZapA形成一个哑铃状的四聚体,与FtsZ细丝协同结合并平行排列,导致FtsZ细丝束的拉直和组织。然而,ZapA如何与自贸区互动仍然不清楚。在这里,我们发现ZapA使用双管齐下的机制与FtsZ相互作用,促进大肠杆菌中Z环的形成。我们发现,影响纤维中相邻FtsZ亚基之间的表面暴露残基以及FtsZ的n端基序的突变削弱了其在体内和体外与ZapA的相互作用,表明ZapA与FtsZ的这些区域结合。与此一致,ZapA更倾向于FtsZ聚合物而不是单体FtsZ分子,位点特异性交联证实了ZapA的二聚体头部结构域与FtsZ亚基的连接处接触。因此,FtsZ和ZapA之间假定的相互作用界面的破坏消除了ZapA的中细胞定位。综上所述,我们的研究结果表明,ZapA四聚体抓住FtsZ的n端尾部,并结合到纤维中FtsZ亚基之间的连接处,使FtsZ纤维拉直并交联成Z环。
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引用次数: 0
RNA editing system: Balancing altruistic antiviral defense and fitness trade-offs in fungi. RNA编辑系统:平衡真菌的利他抗病毒防御和适应性权衡。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-18 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70057
Yanfei Du, Daohong Jiang, Huiquan Liu
{"title":"RNA editing system: Balancing altruistic antiviral defense and fitness trade-offs in fungi.","authors":"Yanfei Du, Daohong Jiang, Huiquan Liu","doi":"10.1002/mlf2.70057","DOIUrl":"10.1002/mlf2.70057","url":null,"abstract":"","PeriodicalId":94145,"journal":{"name":"mLife","volume":"4 6","pages":"599-603"},"PeriodicalIF":4.5,"publicationDate":"2025-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12754623/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145890769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dual glycosylation of wall teichoic acid modulates the O-antigen pattern and virulence in serovar 4b Listeria monocytogenes. 壁壁壁酸双糖基化调节单核细胞增生李斯特菌血清型4b的o抗原模式和毒力。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-16 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70041
Hao Yao, Yuting Wang, Ruochen Wang, Zhengnan Dong, Zhenhua Wu, Luyong Wang, Yuelan Yin, Xin'an Jiao

Among the 14 serovars of Listeria monocytogenes (Lm), serovar 4b strains are the most predominant isolates linked to human listeriosis outbreaks-a phenotype associated with their unique wall teichoic acid (WTA) decorated with galactose (Gal) and glucose (Glu). A wealth of knowledge is available for galactosylated-WTA (Gal-WTA) manipulating bacterial homeostasis and virulence, whereas the relationship between glucosylated-WTA (Glu-WTA) and Gal-WTA in listerial physiology and pathogenesis remains unclear. Here, we find that Glu-WTA and Gal-WTA jointly constitute the O-antigen pattern of serovar 4b Lm; however, Glu-WTA specifically serves as the indispensable ligand for listeriophage LP4 adsorption. Moreover, the co-operation between Glu- and Gal-WTA increases biofilm formation and bacterial resistance to cationic antimicrobial peptide (CRAMP). We further demonstrate that Gal-WTA modulates the anchoring of surface proteins, including IspC, Ami, and InlB. Additionally, dual glycosylated WTA interaction with ActA facilitates bacterial intracellular motility and dissemination. Consistently, Glu-WTA significantly enhances bacterial colonization ability in the mesenteric lymph nodes (MLNs), ileum, liver, and brain of mouse, cooperating with Gal-WTA to facilitate Lm dissemination to distant organs and tissues. In conclusion, we reveal the crucial roles of Glu-WTA in synergizing with Gal-WTA to modulate the integrity of the cell wall structure and exacerbate bacterial infection, providing a global understanding of the hypervirulence and pathogenicity of invasive serovar 4b Lm.

在14种单核细胞增生李斯特菌(Lm)血清型中,血清型4b菌株是与人类李斯特菌病暴发有关的最主要分离株,这种表型与其独特的壁壁壁酸(WTA)修饰半乳糖(Gal)和葡萄糖(Glu)有关。关于半乳糖化wta (Gal-WTA)调控细菌内稳态和毒力的研究已经有了丰富的知识,然而葡萄糖化wta (glul - wta)和Gal-WTA在口腔生理和发病机制中的关系尚不清楚。我们发现Glu-WTA和Gal-WTA共同构成了血清型4b Lm的o抗原模式;然而,Glu-WTA是李斯特噬菌体吸附LP4不可或缺的配体。此外,Glu-和Gal-WTA之间的合作增加了生物膜的形成和细菌对阳离子抗菌肽(CRAMP)的耐药性。我们进一步证明Gal-WTA调节表面蛋白的锚定,包括IspC、Ami和InlB。此外,双糖基化WTA与ActA的相互作用促进了细菌在细胞内的运动和传播。与此一致,Glu-WTA显著增强细菌在小鼠肠系膜淋巴结(MLNs)、回肠、肝脏和大脑的定植能力,并与Gal-WTA协同促进细菌向远处器官和组织传播。总之,我们揭示了Glu-WTA在与Gal-WTA协同调节细胞壁结构完整性和加剧细菌感染中的关键作用,为侵袭性血清型4b Lm的高毒力和致病性提供了一个全面的认识。
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引用次数: 0
Engineered AcrIIA5 for optogenetic control of CRISPR-Cas9-based genome editing. 基于crispr - cas9的基因组编辑的光遗传控制
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-12 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70016
Qi Chen, Jia Yao, Yingfan Lu, Ruikang Qiu, Zixin Deng, Yuhui Sun

The CRISPR-Cas9 system has been proven to be a powerful tool for gene editing in living cells and shows great potential in genetic disease treatment. Anti-CRISPR (Acr)-based optogenetic tools could spatiotemporally regulate the activity of CRISPR-Cas9, thereby improving the precision and safety of gene editing. However, these tools could only regulate a certain Cas9 protein because of the high specificity of Acr used, limiting their further application. In this study, we developed a new optogenetic tool named CASANOVA-A5 (CRISPR-Cas9 activity switching via a novel optogenetic variant of AcrIIA5) by inserting the blue light sensor AsLOV2 into AcrIIA5 with a broad inhibition spectrum. We proved that the CASANOVA-A5 could regulate the gene editing activity of SpCas9, SaCas9, NmeCas9, and St1Cas9 in a blue light-dependent manner. Additionally, we engineered AcrIIA5-LOV9 by integrating the blue light-dependent degron module LOV9, showing obvious optical regulation for SpCas9. Together, our work demonstrates two feasible methods to engineer the Acrs to potent optogenetic tools and suggests systematic strategies for further optimization.

CRISPR-Cas9系统已被证明是活细胞基因编辑的有力工具,在遗传病治疗方面显示出巨大的潜力。基于Anti-CRISPR (Acr)的光遗传学工具可以在时空上调控CRISPR-Cas9的活性,从而提高基因编辑的精度和安全性。然而,由于所使用的Acr的高特异性,这些工具只能调节特定的Cas9蛋白,限制了它们的进一步应用。在这项研究中,我们通过将具有广泛抑制谱的蓝光传感器AsLOV2插入到AcrIIA5中,开发了一种新的光遗传工具CASANOVA-A5 (CRISPR-Cas9活性通过一种新的AcrIIA5光遗传变异进行切换)。我们证明CASANOVA-A5能够以蓝光依赖的方式调控SpCas9、SaCas9、NmeCas9和St1Cas9的基因编辑活性。此外,我们通过整合蓝光依赖的降解模块LOV9来设计AcrIIA5-LOV9,显示出对SpCas9的明显光学调节。总之,我们的工作展示了两种可行的方法来设计Acrs作为有效的光遗传学工具,并提出了进一步优化的系统策略。
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引用次数: 0
Community-level wastewater surveillance with machine learning methods to assess underreporting of COVID-19 case counts. 利用机器学习方法对社区废水进行监测,以评估COVID-19病例数漏报情况。
IF 4.5 Q1 MICROBIOLOGY Pub Date : 2025-12-03 eCollection Date: 2025-12-01 DOI: 10.1002/mlf2.70055
Nathan Szeto, Jianfeng Wu, Yili Wang, Xin Li, Zheshi Zheng, Leyao Zhang, Richard Neitzel, Marisa Eisenberg, J Tim Dvonch, Alfred Franzblau, Peter X K Song, Chuanwu Xi

COVID-19 remains an ongoing threat to public health, and reliable, continuous disease monitoring programs are essential for preventing future surges of infection. However, without mandated COVID-19 testing, accurate data of confirmed cases are unavailable. Instead, COVID-19 viruses may be tracked via wastewater samples from sewage manholes in areas of high social connectivity, where captured viral RNA data are biomarkers useful for monitoring and predicting community-level COVID-19 prevalence through machine learning techniques. We construct a prediction model of high sensitivity and specificity to provide evidence of significant underreporting of COVID-19 cases for the time period following the lifting of testing mandates.

COVID-19仍是对公共卫生的持续威胁,可靠、持续的疾病监测规划对于预防未来感染激增至关重要。然而,如果没有强制性的COVID-19检测,就无法获得确诊病例的准确数据。相反,可以通过高社会连通性地区污水井口的废水样本跟踪COVID-19病毒,在这些地区,捕获的病毒RNA数据是生物标志物,可通过机器学习技术监测和预测社区水平的COVID-19流行情况。我们构建了一个高灵敏度和特异性的预测模型,以提供在取消检测命令后的一段时间内严重少报COVID-19病例的证据。
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引用次数: 0
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