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A comprehensive guide to selecting the right modeling strategy for explanatory and predictive data analysis. 为解释和预测数据分析选择正确建模策略的综合指南。
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0038
Maysa Niazy, Heather M Murphy, Khurram Nadeem, Nicole Ricker

Declining costs of sequencing technology have catalyzed the widespread use of high-dimensional complex omics datasets in microbiology. While rich in information, these datasets present major analytical challenges, including sparsity, heterogeneity, and the need for robust statistical validation. Concerns about the reproducibility of findings across microbiological studies underscore the importance of standardized, transparent analytical approaches. Despite the availability of diverse statistical frameworks and machine learning methods, designing an appropriate statistical workflow (from method selection to model evaluation) remains challenging, particularly for researchers with limited advanced statistical training. Missteps in this process can lead to misinterpretation, irreproducibility, and flawed conclusions. This paper provides a structured, step-by-step framework to guide and validate the methodology of choosing the right statistical methods for both explanatory and predictive modeling in microbiology and translational research. We outline essential decision points spanning data preprocessing, feature selection, model assumptions, and model evaluation, and highlight common trade-offs and practical considerations. To demonstrate the guide's utility, we analyze a real-world COVID-19 dataset to identify cytokine biomarkers associated with disease severity. By aligning analytical strategies with microbiology inquiry, this guide aims to enhance reproducibility, empower data-informed decisions, and promote more rigorous, interpretable research in microbiology and public health.

测序技术成本的下降促进了高维复杂组学数据集在微生物学领域的广泛应用。虽然这些数据集信息丰富,但它们在分析方面存在重大挑战,包括稀疏性、异质性和对可靠统计验证的需求。对微生物学研究结果可重复性的担忧强调了标准化、透明分析方法的重要性。尽管有各种统计框架和机器学习方法,但设计一个适当的统计工作流程(从方法选择到模型评估)仍然具有挑战性,特别是对于高级统计培训有限的研究人员。这个过程中的失误可能导致误解、不可复制和有缺陷的结论。本文提供了一个结构化的,逐步的框架来指导和验证选择正确的统计方法的方法,用于微生物学和转化研究中的解释和预测建模。我们概述了跨越数据预处理、特征选择、模型假设和模型评估的基本决策点,并强调了常见的权衡和实际考虑。为了证明指南的实用性,我们分析了现实世界的COVID-19数据集,以确定与疾病严重程度相关的细胞因子生物标志物。通过使分析战略与微生物学调查相一致,本指南旨在提高可重复性,增强数据知情决策能力,并促进微生物学和公共卫生领域更严格、可解释的研究。
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引用次数: 0
Somatic coliphages as bioindicators of contamination in Lake Guamuez, Colombia. 作为哥伦比亚瓜穆埃斯湖污染生物指标的体细胞噬菌体。
IF 1.8 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-22 DOI: 10.1139/cjm-2023-0147
Mario Andres Pantoja-España, Miller Cerón Gómez, Eddy Patricia López Molano, Raúl Mauricio Insuasty, Eduardo Ibarguen-Mondragón, María Alejandra Mármol Martínez, Deisy Lorena Guerrero-Ceballos, Jenny Dimelza Gómez Arrieta, Juan Camilo Paz García, Pablo Heyman Fernández Izquierdo, Arsenio Hidalgo Troya, Sandra Jaqueline Mena-Huertas, Noemi Nosomi Taniwaki, Gislene Mitsue Namiyama, Edith Mariela Burbano-Rosero

Lake Guamuez is the second largest lake in Colombia and economically supports hundreds of families in the area. The main activities carried out in the region have focused on tourism, agriculture, livestock, and rainbow trout production; however, these activities have been associated with contamination of the lake. This research aimed to evaluate the water quality of Lake Guamuez using somatic coliphages (SCs) as bioindicators. For this purpose, periodic sampling was carried out for 6 months at nine strategic points of the lake. For the detection of SCs, the method described in 9211 D of the Standard Methods for the Examination of Water and Wastewater was used. The genomic variability and presence of virulence genes in the isolated SCs were determined. Water contamination in the lake is evident, and the SCs titer is greater in areas with a high flow of anthropogenic activities. An important degree of genetic diversity and a high prevalence of virulence genes could be observed among the SCs analyzed. The results when compared with guidelines and water quality standards from various countries showed concentrations of SCs higher than those allowed. The high prevalence of gastrointestinal diseases in the region suggests a link to water contamination.

瓜穆埃斯湖是哥伦比亚第二大湖,为该地区数百个家庭提供经济支持。该地区的主要活动集中在旅游业、农业、畜牧业和虹鳟鱼生产上,但这些活动都与湖水污染有关。这项研究旨在利用体细胞噬菌体(SC)作为生物指标,对瓜穆埃兹湖的水质进行评估。为此,在该湖的 9 个战略点进行了为期 6 个月的定期采样。在检测 SCs 时,采用了《水和废水检验标准方法》中 9211 D 所描述的方法。对分离出的 SCs 的基因组变异性和毒力基因进行了测定。湖泊中的水污染很明显,在人为活动流量大的地区,SCs 的滴度更高。在分析的 SCs 中,可以观察到重要的遗传多样性和高致病基因流行率。与各国的指南和水质标准相比,结果显示 SCs 的浓度高于允许的浓度。该地区胃肠道疾病的高发病率表明与水污染有关。
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引用次数: 0
Comparative mitogenomics of Leptographium procerum, Leptographium terebrantis, and Leptographium wingfieldii, an invasive fungal species in Canadian forests. 加拿大森林中入侵真菌种细纹细纹、细纹细纹细纹和细纹细纹细纹的有丝分裂基因组学比较。
IF 1.8 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-12 DOI: 10.1139/cjm-2024-0179
Abdullah Zubaer, Alvan Wai, Georg Hausner

Leptographium wingfieldii is a fungal associate of Tomicus piniperda (the pine shoot beetle) and pathogen of pines and this species is an agent of blue stain in sapwood on infected trees. This fungus was first reported from Europe and has been recently introduced to Canadian forests. Ten new mitogenomes have been sequenced and characterized, including seven strains of L. wingfieldii, two strains of L. procerum and one strain of L. terebrantis. The data were combined with other members of the Ophiostomatales collected from NCBI to gain more insight into the genetic diversity, evolution, and systematics of these fungi. The size of the studied mitogenomes of Leptographium species ranged from 41 to 126 kb with the number of potential mobile introns embedded within these mitogenomes ranging from 13 to 45. These data show that introns generate genetic diversity and confirms the contribution of mobile introns in genome expansion in Ophiostomatales fungi. This study also uncovered complex intron arrangements (twintrons) suggesting the potential of mobile introns generating complex ribozymes that may have implications in gene regulation.

Leptographium wingfieldii 是松材线虫(Tomicus piniperda)的一种伴生真菌,也是松树的病原体,这种真菌是受感染树木边材蓝斑的病原体。这种真菌最早见于欧洲,最近被引入加拿大森林。已对 10 个新的有丝分裂基因组进行了测序和特征描述,包括 7 株 wingfieldii 真菌、2 株 procerum 真菌和 1 株 terebrantis 真菌。这些数据与从 NCBI 收集到的 Ophiostomatales 的其他成员的数据相结合,从而对这些真菌的遗传多样性、进化和系统学有了更深入的了解。所研究的 Leptographium 物种的有丝分裂基因组大小从 41 kb 到 126 kb 不等,这些有丝分裂基因组中嵌入的潜在移动内含子数量从 13 个到 45 个不等。这些数据表明,内含子会产生遗传多样性,并证实了移动内含子在表皮真菌基因组扩增中的贡献。这项研究还发现了复杂的内含子排列(twintrons),表明移动内含子有可能产生复杂的核酶,从而对基因调控产生影响。
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引用次数: 0
High-throughput sequencing reveals microbial community dynamics in two treatment systems for oil field-produced water. 高通量测序揭示了两种油田采出水处理系统中的微生物群落动态。
IF 1.8 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2024-0202
Yi Li, Shuo Han, Xiangwei He

Petroleum-associated water harbors diverse microbial communities, including hydrocarbon-degrading bacteria, sulfate-reducing bacteria, and methanogenic archaea. The growth and metabolism of these organisms, as well as their community composition, can affect various aspects of oil field development and oil produced water treatment. In this study, Illumina-based 16S rRNA gene sequencing was used to analyze the microbial community structures of oilfield produced water processed at two treatment stations and subjected to different treatment protocols. Significant differences in microbial community α-diversity and richness resulted from the different treatment protocols. The treatment of oil produced water effectively reduced the oil content, accompanied by the a reduction in Desulfobacterota. Proteobacteria was the dominant phylum in oil produced water; its core presence, along with Patescibacteria and Desulfobacterota, was identified in a co-occurrence network analysis of the microbial community. Redundancy analysis showed significant positive correlations between microbial community diversity and the oil and suspended solids contents of the oil produced water, highlighting the role of treatment protocols in shaping both microbial composition and water characteristics. Thus, this study provides potential insights into the processes of souring in oil fields and contributes to the theoretical understanding of oil-produced water treatment, which may inform future optimization of treatment protocols.

与石油相关的水体中有多种微生物群落,包括碳氢化合物降解细菌、硫酸盐还原细菌和产甲烷古细菌。这些生物的生长和代谢及其群落组成可以影响油田开发和采出水处理的各个方面。本研究采用基于illumina的16S rRNA基因测序技术,分析了两个处理站处理不同处理方案的油田采出水的微生物群落结构。不同处理对微生物群落α-多样性和丰富度有显著影响。采出水处理有效地降低了含油量,同时伴有脱硫菌的减少。变形菌门是采油水中的优势菌门;它的核心存在,以及Patescibacteria和Desulfobacterota,在微生物群落的共发生网络分析中被确定。冗余分析表明,微生物群落多样性与采出水中的油和悬浮物含量之间存在显著的正相关关系,突出了处理方案在塑造微生物组成和水特性方面的作用。因此,该研究为油田酸化过程提供了潜在的见解,并有助于对采出水处理的理论认识,这可能为未来的处理方案优化提供信息。
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引用次数: 0
Dedication of the 11th International Symposium on Avian Influenza: Dr. David Stallknecht. 第十一届禽流感国际研讨会献词:David Stallknecht博士。
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0215
Rebecca L Poulson
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引用次数: 0
Transcriptomic analysis of iron transport mutants reveals serovar-specific adaptations in Salmonella enterica. 铁转运突变体的转录组学分析揭示了肠沙门氏菌的血清特异性适应性。
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0011
Bright Boamah, Ruimin Gao, Samuel M Chekabab, Sohail Naushad, Xianhua Yin, Moussa S Diarra, Dele Ogunremi

Iron is an essential mineral for almost all pathogenic bacteria, including Salmonella enterica serovar Typhimurium and Enteritidis. We have investigated the effect of the deletion of iroN, fepA, and fhu genes on the transcriptomic profiles of S. Typhimurium and S. Enteritidis strains with double (ΔiroNΔfepA) and triple (ΔfhuΔiroNΔfepA) gene deletions and grown under iron-deficient conditions. Significant changes were observed in the expression of genes involved in virulence, stress-response, and energy metabolism in both Salmonella serovars. The pathways most affected were the tricarboxylic acid cycle, electron transport chain, and stress responses all of which were downregulated while cysteine biosynthesis was upregulated. In general, common and/or related genes were affected in the double and triple mutant strains which indicated that the additional deletion of the fhu gene affected a limited number of genes, although S. Typhimurium showed more differences than S. Enteritidis. Nevertheless, the main difference observed between the mutants of the two serovars grown under iron-depleted conditions is the enhanced upregulation of the flagellum genes in S. Enteritidis. This study reveals evidence of novel interactions between metabolic pathways and virulence under iron limitation, providing insights into adaptive strategies that may contribute to the enhanced virulence of these Salmonella serovars.

铁是几乎所有致病菌必需的矿物质,包括肠沙门氏菌、血清型鼠伤寒杆菌和肠炎。我们研究了铁、fepA和fhu基因缺失对鼠伤寒沙门氏菌和肠炎沙门氏菌在缺铁条件下生长的双缺失(ΔiroNΔfepA)和三缺失(ΔfhuΔiroNΔfepA)菌株转录组谱的影响。在两种沙门氏菌血清型中,毒力、应激反应和能量代谢相关基因的表达发生了显著变化。受影响最大的途径是三羧酸循环、电子传递链和应激反应,这些途径均下调,而半胱氨酸生物合成上调。总的来说,在双突变株和三突变株中,共同基因和/或相关基因受到影响,这表明fhu基因的额外缺失影响了有限数量的基因,尽管鼠伤寒沙门氏菌比肠炎沙门氏菌表现出更多的差异。然而,在缺铁条件下生长的两种血清型突变体之间观察到的主要区别是肠炎链球菌鞭毛基因的增强上调。这项研究揭示了铁限制下代谢途径和毒力之间的新相互作用的证据,为可能有助于增强这些沙门氏菌血清型毒力的适应性策略提供了见解。
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引用次数: 0
Exploring the multifaceted roles of Trichoderma secondary metabolites. 探索木霉次生代谢产物的多方面作用。
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0045
Kavita Yadav, Prashant Khare

The genus Trichoderma comprises many common fungi species that are distributed across the ecosystems. Trichoderma species have been successfully used as biofungicides due to their ability to protect plants and produce secondary metabolites (SMs) such as peptaibols, butenolides, pyridines, koninginins, and polyketide compounds. These SMs possess antimicrobial properties that allow the microbe to suppress or eliminate other pathogens, enabling it to secure a competitive nutritional niche. These SMs function as key agents in biocontrol strategies, contributing to crop protection and plant growth promotion, and are increasingly utilized in the development of bio-fertilizers. Trichoderma functions through multiple mechanisms that support plant health by inducing systemic resistance and by activating plant defense pathways. This article aims to review the bioactivity of selected Trichoderma-derived SMs with an emphasis on their beneficial effects, growth promoting attributes, and their effects on fungal prey. Additionally, the article provides a comprehensive overview of SMs in promoting sustainable agriculture and biological control.

木霉属包括许多分布在生态系统中的常见真菌物种。木霉已经成功地用作生物杀菌剂,因为它们能够保护植物并产生次生代谢物(SMs),如肽、丁烯内酯、吡啶、koninginins和聚酮化合物。这些SMs具有抗菌特性,使微生物能够抑制或消除其他病原体,使其能够确保具有竞争力的营养生态位。这些SMs在生物防治策略中发挥关键作用,有助于作物保护和促进植物生长,并越来越多地用于生物肥料的开发。木霉通过多种机制发挥作用,通过诱导系统抗性和激活植物防御途径来支持植物健康。本文综述了木霉衍生的短粒霉的生物活性,重点介绍了它们的有益作用、促进生长的特性以及对真菌猎物的影响。此外,本文还对SMs在促进农业可持续发展和生物防治方面的应用进行了综述。
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引用次数: 0
Avian influenza situation report-Africa. 禽流感情况报告-非洲。
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0199
Celia Abolnik

Africa's vast geographic and climatic diversity makes it a critical region for the ecology and spread of avian influenza viruses, particularly due to its role as a wintering ground for Palearctic migratory waterbirds. The continent has experienced multiple waves of clade 2.3.4.4b A/H5Nx high pathogenicity avian influenza (HPAI), which has caused widespread outbreaks in poultry and wild birds since 2017. From 2023 to mid-2025, clade 2.3.4.4b A/H5N1 outbreaks were reported across West and Southern Africa, with severe impacts on poultry production and conservation of endangered wild bird species. Concurrently, South Africa and Mozambique battled an unprecedented A/H7N6 HPAI epizootic in 2023, leading to the culling or loss of over 6.8 million chickens. Additionally, the A/H9N2 subtype, particularly G5.5 sublineage strains, continues to circulate in North, West, and East Africa, with reassortant viruses with A/H5Nx viruses reported in Egypt. Underreporting and limited surveillance hamper accurate epidemiological assessment. Despite these challenges, advancements in noninvasive environmental sampling offer promising tools for early detection. Strengthening regional cooperation and surveillance is essential for mitigating future outbreaks and protecting both animal and public health.

非洲广阔的地理和气候多样性使其成为禽流感病毒生态和传播的关键区域,特别是因为它是古北移栖水鸟的越冬地。自2017年以来,非洲大陆经历了多波2.3.4.4b A/H5Nx进化枝高致病性禽流感(HPAI),在家禽和野生鸟类中造成了广泛的暴发。从2023年到2025年中期,西非和南部非洲报告了2.3.4.4b A进化枝/H5N1暴发,对家禽生产和濒危野生鸟类物种的保护产生了严重影响。与此同时,南非和莫桑比克在2023年与前所未有的A/H7N6型高致病性禽流感疫情作斗争,导致680多万只鸡被扑杀或死亡。此外,A/H9N2亚型,特别是G5.5亚型,继续在北非、西非和东非传播,埃及报告了与A/H5Nx病毒的重组病毒。少报和有限的监测妨碍了准确的流行病学评估。尽管存在这些挑战,但非侵入性环境采样的进步为早期检测提供了有希望的工具。加强区域合作和监测对于减轻未来疫情以及保护动物和公众健康至关重要。
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引用次数: 0
High prevalence of Candida species in the respiratory tract of patients diagnosed with SARS-CoV-2. SARS-CoV-2确诊患者呼吸道念珠菌高发
IF 1.6 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2025-0153
Cristina de Castro Spadari, Fernanda Ribeiro Dos Santos Esposito, Elder Sano, Caroline Cotrim Aires, Juliana Amorim Conselheiro, Gisely Toledo Barone, Adriana Araújo Reis-Menezes, Danielle Bruna Leal de Oliveira, Edison Luiz Durigon, Jorge M Sampaio, Nilton Lincopan, Kelly Ishida

Coinfection and secondary infection by fungi in patients with viral pulmonary infection, especially SARS-CoV-2, are important factors that worsen the prognosis and are associated to increased death rates. This work aims to report the prevalence of Candida isolates in bronchoalveolar and nasopharyngeal samples from suspected COVID-19 patients in the first-second pandemic waves and their antifungal resistance profile. From 2321 patients, 29.04% were diagnosed with SARS-CoV-2 infection. The yeast isolation rate of 6.97% (47/674) from positive SARS-CoV-2 was statistically higher than 4.43% (73/1647) from negative SARS-CoV-2 patients (p = 0.0177). Among yeasts, the most prevalent species was Candida albicans (63/120), with four being azole-resistant isolates (6.35%); however, other emerging and less susceptible species were also isolated, such as Candida guilliermondii (11), Candida glabrata (5), Candida lusitaniae (4), Candida krusei (1), and Candida norvegensis (1). Here, we highlighted Candida prevalence in respiratory tract, emphasizing the relevance for surveillance in SARS-CoV-2/COVID patients for improvement of management as well as patient outcomes.

病毒性肺部感染,特别是SARS-CoV-2患者的共感染和继发真菌感染是导致预后恶化和死亡率升高的重要因素。本工作旨在报告第一、第二波COVID-19疑似患者支气管肺泡和鼻咽样本中分离念珠菌的流行情况及其抗真菌耐药性。在2321例患者中,29.04%被诊断为SARS-CoV-2感染。阳性组酵母菌分离率为6.97%(47/674),高于阴性组4.43% (73/1647)(p=0.0177)。酵母菌中以白色念珠菌(63/120)最为常见,其中4株为耐唑菌株(6.35%);此外,还分离到了其他新兴和不太敏感的菌株,如吉利蒙念珠菌(11株)、光秃念珠菌(5株)、卢西塔念珠菌(4株)、克鲁塞念珠菌(1株)和诺维根念珠菌(1株)。在这里,我们强调念珠菌在呼吸道的流行,强调对SARS-CoV-2/COVID患者进行监测与改善管理和患者预后的相关性。
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引用次数: 0
Surveillance of Clostridioides difficile in Canadian retail meat and genomic linkages to community-associated human clinical infections in Canada. 加拿大零售肉类中艰难梭菌的监测以及与加拿大社区相关人类临床感染的基因组联系。
IF 1.8 4区 生物学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 DOI: 10.1139/cjm-2024-0193
Paula E Pidsadny, Tim Du, Romeo Hizon, Sean Ahmed, Derek Tan, George G Zhanel, Denice C Bay, Richard J Reid-Smith, Audrey Charlebois, George R Golding

Community-associated Clostridioides difficile infections (CA-CDI) remain a concern in Canada, comprising a quarter of cases previously reported through the Canadian Nosocomial Infection Surveillance Program. Previous Canadian studies have reported toxigenic C. difficile isolated from Canadian retail meat, suggesting that it may be a source of exposure for CA-CDI in Canada. In this study, 3/219 (1.4%) of retail pork and 0/99 (0%) of retail beef samples tested positive for toxigenic C. difficile, which were molecularly characterized by PCR ribotyping and whole-genome sequencing. All three isolates were obtained from pork and belonged to sequence types (STs)/ribotypes (RTs) that have previously been isolated from human clinical CA-CDI cases in Canada: ST1/RT027, ST8/RT002, and ST10/RT015. Retail meat isolates were susceptible to the antimicrobials tested, save one isolate with intermediate resistance to clindamycin. Genomic comparison to Canadian human clinical CA-CDI isolates with the same corresponding ST/RT types showed two of the three pork isolates clustered with CA-CDI isolates via core-genome multilocus sequencing typing, with single nucleotide variant (SNV) analysis showing further genomic relatedness of 2-11 SNVs. Retail meat may therefore be a low source of CA-CDI exposure in Canada, with the potential for foodborne transmission of select clones.

社区相关性艰难梭菌感染(CA-CDI)在加拿大仍是一个令人担忧的问题,占加拿大医院感染监测项目先前报告病例的四分之一。加拿大先前的研究报告了从加拿大零售肉类中分离出的产毒艰难梭菌,这表明它可能是加拿大CA-CDI的暴露源。在本研究中,3/219(1.4%)的零售猪肉和0/99(0%)的零售牛肉样品检测出产毒艰难梭菌阳性,并通过PCR核糖分型和全基因组测序对其进行了分子表征。这三株分离株均来自猪肉,均属于先前从加拿大临床CA-CDI病例中分离到的序列型(ST)/核糖型(RT): ST1/RT027、ST8/RT002和ST10/RT015。零售肉类分离株对所测试的抗菌素敏感,除一株对克林霉素具有中等耐药性外。与具有相同ST/RT型的加拿大人临床CA-CDI分离株的基因组比较显示,通过核心基因组多位点测序分型,3株猪肉分离株中有2株与CA-CDI分离株聚类,单核苷酸变异(SNV)分析显示2株SNV进一步具有基因组亲缘性。因此,零售肉类可能是加拿大CA-CDI暴露的低来源,具有选择克隆的食源性传播的潜力。
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引用次数: 0
期刊
Canadian journal of microbiology
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