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使用 SameStr 进行宏基因组菌株检测:通过粪便移植可转移的持久核心肠道微生物群的鉴定。

Metagenomic strain detection with SameStr: identification of a persisting core gut microbiota transferable by fecal transplantation.

机构信息

Department of Microbiome Research and Applied Bioinformatics, University of Hohenheim, Stuttgart, Germany.

Current address: Ring Therapeutics, Cambridge, MA, USA.

出版信息

Microbiome. 2022 Mar 25;10(1):53. doi: 10.1186/s40168-022-01251-w.

Abstract

BACKGROUND

The understanding of how microbiomes assemble, function, and evolve requires metagenomic tools that can resolve microbiota compositions at the strain level. However, the identification and tracking of microbial strains in fecal metagenomes is challenging and available tools variably classify subspecies lineages, which affects their applicability to infer microbial persistence and transfer.

RESULTS

We introduce SameStr, a bioinformatic tool that identifies shared strains in metagenomes by determining single-nucleotide variants (SNV) in species-specific marker genes, which are compared based on a maximum variant profile similarity. We validated SameStr on mock strain populations, available human fecal metagenomes from healthy individuals and newly generated data from recurrent Clostridioides difficile infection (rCDI) patients treated with fecal microbiota transplantation (FMT). SameStr demonstrated enhanced sensitivity to detect shared dominant and subdominant strains in related samples (where strain persistence or transfer would be expected) when compared to other tools, while being robust against false-positive shared strain calls between unrelated samples (where neither strain persistence nor transfer would be expected). We applied SameStr to identify strains that are stably maintained in fecal microbiomes of healthy adults over time (strain persistence) and that successfully engraft in rCDI patients after FMT (strain engraftment). Taxonomy-dependent strain persistence and engraftment frequencies were positively correlated, indicating that a specific core microbiota of intestinal species is adapted to be competitive both in healthy microbiomes and during post-FMT microbiome assembly. We explored other use cases for strain-level microbiota profiling, as a metagenomics quality control measure and to identify individuals based on the persisting core gut microbiota.

CONCLUSION

SameStr provides for a robust identification of shared strains in metagenomic sequence data with sufficient specificity and sensitivity to examine strain persistence, transfer, and engraftment in human fecal microbiomes. Our findings identify a persisting healthy adult core gut microbiota, which should be further studied to shed light on microbiota contributions to chronic diseases. Video abstract.

摘要

背景

了解微生物组的组装、功能和进化需要能够在菌株水平上解析微生物群落组成的宏基因组工具。然而,在粪便宏基因组中识别和跟踪微生物菌株具有挑战性,并且可用工具不同程度地对亚种谱系进行分类,这会影响它们在推断微生物持久性和转移方面的适用性。

结果

我们介绍了 SameStr,这是一种生物信息学工具,通过确定物种特异性标记基因中的单核苷酸变体 (SNV) 来识别宏基因组中的共享菌株,这些 SNV 基于最大变体谱相似性进行比较。我们在模拟菌株群体、来自健康个体的可用人类粪便宏基因组以及新生成的复发性艰难梭菌感染 (rCDI) 患者接受粪便微生物群移植 (FMT) 后的数据上验证了 SameStr。与其他工具相比,SameStr 在检测相关样本中具有持久性或转移的共享优势和亚优势菌株时具有更高的灵敏度,而在检测无相关性样本中不存在持久性或转移的共享菌株时具有稳健性(不应期望存在菌株持久性或转移)。我们应用 SameStr 来鉴定在健康成年人粪便微生物群中随时间稳定存在的菌株(菌株持久性)和在 FMT 后成功定植于 rCDI 患者的菌株(菌株定植)。基于分类的菌株持久性和定植频率呈正相关,表明肠道物种的特定核心微生物群既适应于健康微生物群,也适应于 FMT 后微生物群的组装。我们探索了其他基于菌株水平的微生物组分析的用例,作为宏基因组学质量控制措施,并基于持久的核心肠道微生物群来鉴定个体。

结论

SameStr 为在宏基因组序列数据中稳健识别共享菌株提供了依据,具有足够的特异性和灵敏度,可以检查人类粪便微生物群中的菌株持久性、转移和定植。我们的发现确定了一个持久的健康成人核心肠道微生物群,应该进一步研究,以阐明微生物群对慢性疾病的贡献。视频摘要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99e6/8951724/2c29eff4cbde/40168_2022_1251_Fig1_HTML.jpg

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