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Evaluating Bias of Illumina-Based Bacterial 16S rRNA Gene Profiles

机译:评价基于Illumina的细菌16S rRNA基因谱的偏差

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摘要

Massively parallel sequencing of 16S rRNA genes enables the comparison of terrestrial, aquatic, and host-associated microbial communities with sufficient sequencing depth for robust assessments of both alpha and beta diversity. Establishing standardized protocols for the analysis of microbial communities is dependent on increasing the reproducibility of PCR-based molecular surveys by minimizing sources of methodological bias. In this study, we tested the effects of template concentration, pooling of PCR amplicons, and sample preparation/interlane sequencing on the reproducibility associated with paired-end Illumina sequencing of bacterial 16S rRNA genes. Using DNA extracts from soil and fecal samples as templates, we sequenced pooled amplicons and individual reactions for both high (5- to 10-ng) and low (0.1-ng) template concentrations. In addition, all experimental manipulations were repeated on two separate days and sequenced on two different Illumina MiSeq lanes. Although within-sample sequence profiles were highly consistent, template concentration had a significant impact on sample profile variability for most samples. Pooling of multiple PCR amplicons, sample preparation, and interlane variability did not influence sample sequence data significantly. This systematic analysis underlines the importance of optimizing template concentration in order to minimize variability in microbial-community surveys and indicates that the practice of pooling multiple PCR amplicons prior to sequencing contributes proportionally less to reducing bias in 16S rRNA gene surveys with next-generation sequencing.
机译:对16S rRNA基因的大规模平行测序可以比较陆生,水生和宿主相关的微生物群落,并具有足够的测序深度,可以对α和β多样性进行可靠的评估。建立用于分析微生物群落的标准化协议依赖于通过最小化方法学偏差的来源来提高基于PCR的分子调查的可重复性。在这项研究中,我们测试了模板浓度,PCR扩增子的合并以及样品制备/通道间测序对与细菌16S rRNA基因的成对末端Illumina测序相关的可重复性的影响。以土壤和粪便样品中的DNA提取物为模板,我们对合并的扩增子和高(5至10 ng)和低(0.1 ng)低模板浓度的单个反应进行了测序。此外,所有实验操作在两个不同的天重复进行,并在两个不同的Illumina MiSeq泳道上进行测序。尽管样品内的序列图谱高度一致,但模板浓度对大多数样品的样品图谱变异性有重大影响。多个PCR扩增子的合并,样品制备和通道间变异性不会显着影响样品序列数据。这项系统的分析强调了优化模板浓度以最小化微生物群落调查中的变异性的重要性,并指出在测序之前合并多个PCR扩增子的做法按比例减少了下一代测序中16S rRNA基因调查中的偏倚。

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