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Measures of phylogenetic differentiation provide robust and complementary insights into microbial communities

机译:系统发育分化的措施提供了微生物群落的有力和补充的见解

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摘要

High-throughput sequencing techniques have made large-scale spatial and temporal surveys of microbial communities routine. Gaining insight into microbial diversity requires methods for effectively analyzing and visualizing these extensive data sets. Phylogenetic β-diversity measures address this challenge by allowing the relationship between large numbers of environmental samples to be explored using standard multivariate analysis techniques. Despite the success and widespread use of phylogenetic β-diversity measures, an extensive comparative analysis of these measures has not been performed. Here, we compare 39 measures of phylogenetic β diversity in order to establish the relative similarity of these measures along with key properties and performance characteristics. While many measures are highly correlated, those commonly used within microbial ecology were found to be distinct from those popular within classical ecology, and from the recently recommended Gower and Canberra measures. Many of the measures are surprisingly robust to different rootings of the gene tree, the choice of similarity threshold used to define operational taxonomic units, and the presence of outlying basal lineages. Measures differ considerably in their sensitivity to rare organisms, and the effectiveness of measures can vary substantially under alternative models of differentiation. Consequently, the depth of sequencing required to reveal underlying patterns of relationships between environmental samples depends on the selected measure. Our results demonstrate that using complementary measures of phylogenetic β diversity can further our understanding of how communities are phylogenetically differentiated. Open-source software implementing the phylogenetic β-diversity measures evaluated in this manuscript is available at .
机译:高通量测序技术已经使微生物群落的大规模时空调查成为常规。深入了解微生物多样性需要有效分析和可视化这些广泛数据集的方法。系统发育的β多样性测量方法通过允许使用标准的多元分析技术来探索大量环境样品之间的关系,从而解决了这一难题。尽管系统发育的β-多样性措施获得成功并得到广泛使用,但尚未对这些措施进行广泛的比较分析。在这里,我们比较了系统发育β多样性的39种测度,以建立这些测度的相对相似性以及关键特性和性能特征。尽管许多措施高度相关,但微生物生态学中常用的措施与古典生态学中流行的措施以及最近推荐的高尔和堪培拉措施不同。许多措施对于基因树的不同根源,用于定义操作分类单元的相似性阈值的选择以及外围基础谱系的存在都出乎意料地具有鲁棒性。措施对稀有生物的敏感性差异很大,在替代分化模式下,措施的有效性也可能有很大差异。因此,揭示环境样本之间潜在关系模式所需的测序深度取决于所选的度量。我们的结果表明,使用互补的系统发育β多样性措施可以进一步了解群落如何系统分化。实施本手稿中评估的系统发育β多样性测度的开源软件可在上获得。

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