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牛源饲料育肥牛来源的血清型内的高分辨率基因组比较:解析牛源、畜栏、动物、样本类型和生产时期的作用。

High-Resolution Genomic Comparisons within Serotypes Derived from Beef Feedlot Cattle: Parsing the Roles of Cattle Source, Pen, Animal, Sample Type, and Production Period.

机构信息

Department of Veterinary Pathobiology, Texas A&M University, College Station, Texas, USA.

Department of Agricultural Sciences, West Texas A&M University, Canyon, Texas, USA.

出版信息

Appl Environ Microbiol. 2021 May 26;87(12):e0048521. doi: 10.1128/AEM.00485-21.

Abstract

Salmonella enterica is a major foodborne pathogen, and contaminated beef products have been identified as one of the primary sources of -related outbreaks. Pathogenicity and antibiotic resistance of are highly serotype and subpopulation specific, which makes it essential to understand high-resolution population dynamics in cattle. Time of year, source of cattle, pen, and sample type (i.e., feces, hide, or lymph nodes) have previously been identified as important factors influencing the serotype distribution of (e.g., Anatum, Lubbock, Cerro, Montevideo, Kentucky, Newport, and Norwich) that were isolated from a longitudinal sampling design in a research feedlot. In this study, we performed high-resolution genomic comparisons of isolates within each serotype using both single-nucleotide polymorphism-based maximum-likelihood phylogeny and hierarchical clustering of core-genome multilocus sequence typing. The importance of the aforementioned features in clonal expansion was further explored using a supervised machine learning algorithm. In addition, we identified and compared the resistance genes, plasmids, and pathogenicity island profiles of the isolates within each subpopulation. Our findings indicate that clonal expansion of strains in cattle was mainly influenced by the randomization of block and pen, as well as the origin/source of the cattle, i.e., regardless of sampling time and sample type (i.e., feces, lymph node, or hide). Further research is needed concerning the role of the feedlot pen environment prior to cattle placement to better understand carryover contributions of existing strains of and their bacteriophages. serotypes isolated from outbreaks in humans can also be found in beef cattle and feedlots. Virulence factors and antibiotic resistance are among the primary defense mechanisms of , and are often associated with clonal expansion. This makes understanding the subpopulation dynamics of in cattle critical for effective mitigation. There remains a gap in the literature concerning subpopulation dynamics within serotypes in feedlot cattle from the beginning of feeding up until slaughter. Here, we explore population dynamics within each serotype using core-genome phylogeny and hierarchical classifications. We used machine learning to quantitatively parse the relative importance of both hierarchical and longitudinal clustering among cattle host samples. Our results reveal that populations in cattle are highly clonal over a 6-month study period and that clonal dissemination of in cattle is mainly influenced spatially by experimental block and pen, as well by the geographical origin of the cattle.

摘要

肠炎沙门氏菌是一种主要的食源性病原体,受污染的牛肉产品已被确定为与沙门氏菌相关暴发的主要来源之一。沙门氏菌的致病性和抗生素耐药性高度依赖血清型和亚群,因此了解牛群中沙门氏菌的高分辨率种群动态至关重要。一年中的时间、牛的来源、畜栏和样本类型(即粪便、皮毛或淋巴结)以前被确定为影响沙门氏菌血清型分布的重要因素(例如,安纳图姆、拉伯克、塞罗、蒙得维的亚、肯塔基、纽波特和诺威奇),这些血清型是从研究育肥场的纵向采样设计中分离出来的。在这项研究中,我们使用基于单核苷酸多态性的最大似然系统发育和核心基因组多位点序列分型的层次聚类,对每个血清型的沙门氏菌分离株进行了高分辨率基因组比较。使用监督机器学习算法进一步探讨了上述特征在克隆沙门氏菌扩展中的重要性。此外,我们还确定并比较了每个亚群内分离株的耐药基因、质粒和致病岛谱。我们的研究结果表明,牛群中沙门氏菌菌株的克隆扩展主要受畜栏和畜栏的随机化以及牛的来源/来源的影响,即无论采样时间和样本类型(即粪便、淋巴结或皮毛)如何。在牛放置之前,需要进一步研究育肥场畜栏环境的作用,以更好地了解现有沙门氏菌菌株及其噬菌体的传播贡献。从人类暴发中分离出的沙门氏菌血清型也可以在牛肉牛和育肥场中找到。毒力因子和抗生素耐药性是沙门氏菌的主要防御机制之一,通常与克隆扩展有关。这使得了解牛群中沙门氏菌的亚群动态对于有效缓解至关重要。关于从开始饲养到屠宰期间育肥场牛的沙门氏菌血清型内的亚群动态,文献中仍存在空白。在这里,我们使用核心基因组系统发育和层次分类来探索每个血清型内的沙门氏菌种群动态。我们使用机器学习来定量解析牛宿主样本中层次结构和纵向聚类的相对重要性。我们的结果表明,在 6 个月的研究期间,牛群中的沙门氏菌种群高度克隆,并且牛群中沙门氏菌的克隆传播主要受实验块和畜栏的空间影响,以及牛的地理来源。

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