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基于内部标准(ARNIS)对扩增子读数进行归一化的新方法来确定谱系特异性细菌生长曲线。

Determining lineage-specific bacterial growth curves with a novel approach based on amplicon reads normalization using internal standard (ARNIS).

机构信息

Center Algatech, Institute of Microbiology CAS, Novohradská 237, 37981, Třeboň, Czech Republic.

Biology Centre CAS, Institute of Hydrobiology, Na Sádkách 7, 37005, Česke Budějovice, Czech Republic.

出版信息

ISME J. 2018 Nov;12(11):2640-2654. doi: 10.1038/s41396-018-0213-y. Epub 2018 Jul 6.

DOI:10.1038/s41396-018-0213-y
PMID:29980795
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6194029/
Abstract

The growth rate is a fundamental characteristic of bacterial species, determining its contributions to the microbial community and carbon flow. High-throughput sequencing can reveal bacterial diversity, but its quantitative inaccuracy precludes estimation of abundances and growth rates from the read numbers. Here, we overcame this limitation by normalizing Illumina-derived amplicon reads using an internal standard: a constant amount of Escherichia coli cells added to samples just before biomass collection. This approach made it possible to reconstruct growth curves for 319 individual OTUs during the grazer-removal experiment conducted in a freshwater reservoir Římov. The high resolution data signalize significant functional heterogeneity inside the commonly investigated bacterial groups. For instance, many Actinobacterial phylotypes, a group considered to harbor slow-growing defense specialists, grew rapidly upon grazers' removal, demonstrating their considerable importance in carbon flow through food webs, while most Verrucomicrobial phylotypes were particle associated. Such differences indicate distinct life strategies and roles in food webs of specific bacterial phylotypes and groups. The impact of grazers on the specific growth rate distributions supports the hypothesis that bacterivory reduces competition and allows existence of diverse bacterial communities. It suggests that the community changes were driven mainly by abundant, fast, or moderately growing, and not by rare fast growing, phylotypes. We believe amplicon read normalization using internal standard (ARNIS) can shed new light on in situ growth dynamics of both abundant and rare bacteria.

摘要

增长率是细菌物种的基本特征,决定了其对微生物群落和碳流动的贡献。高通量测序可以揭示细菌的多样性,但由于其定量的不准确性,无法从读取的数量来估计丰度和生长率。在这里,我们通过使用内部标准(即在生物量收集前将一定数量的大肠杆菌细胞添加到样品中)对 Illumina 衍生的扩增子读数进行标准化,克服了这一限制。这种方法使我们能够在淡水水库 Římov 中进行的食草动物去除实验中重建 319 个个体 OTU 的生长曲线。高分辨率数据表明,在通常研究的细菌群体中存在显著的功能异质性。例如,许多被认为含有生长缓慢的防御专家的放线菌类群在食草动物去除后迅速生长,这表明它们在食物网中的碳流动中具有相当大的重要性,而大多数疣微菌类群与颗粒有关。这些差异表明特定细菌类群和群体具有不同的生活策略和在食物网中的作用。食草动物对特定生长率分布的影响支持了这样一种假设,即食草作用减少了竞争,允许存在多样化的细菌群落。这表明群落的变化主要是由丰富的、快速的或适度生长的,而不是由稀有快速生长的类群驱动的。我们相信,使用内部标准(ARNIS)对扩增子读数进行归一化可以揭示丰富和稀有细菌的原位生长动态。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/1d2c86435cfe/41396_2018_213_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/7898a6baf30b/41396_2018_213_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/2141d1e651e9/41396_2018_213_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/4c8ba7e900b8/41396_2018_213_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/08c2e7429a00/41396_2018_213_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/54213472acc8/41396_2018_213_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/122023349872/41396_2018_213_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/1d2c86435cfe/41396_2018_213_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/7898a6baf30b/41396_2018_213_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/2141d1e651e9/41396_2018_213_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/4c8ba7e900b8/41396_2018_213_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/08c2e7429a00/41396_2018_213_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/54213472acc8/41396_2018_213_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/122023349872/41396_2018_213_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/034a/6194029/1d2c86435cfe/41396_2018_213_Fig7_HTML.jpg

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