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Bayesian Analysis of Congruence of Core Genes in Prochlorococcus and Synechococcus and Implications on Horizontal Gene Transfer

机译:贝氏原球菌和球菌中核心基因的一致性的贝叶斯分析及其对水平基因转移的启示

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摘要

It is often suggested that horizontal gene transfer is so ubiquitous in microbes that the concept of a phylogenetic tree representing the pattern of vertical inheritance is oversimplified or even positively misleading. “Universal proteins” have been used to infer the organismal phylogeny, but have been criticized as being only the “tree of one percent.” Currently, few options exist for those wishing to rigorously assess how well a universal protein phylogeny, based on a relative handful of well-conserved genes, represents the phylogenetic histories of hundreds of genes. Here, we address this problem by proposing a visualization method and a statistical test within a Bayesian framework. We use the genomes of marine cyanobacteria, a group thought to exhibit substantial amounts of HGT, as a test case. We take 379 orthologous gene families from 28 cyanobacteria genomes and estimate the Bayesian posterior distributions of trees – a “treecloud” – for each, as well as for a concatenated dataset based on putative “universal proteins.” We then calculate the average distance between trees within and between all treeclouds on various metrics and visualize this high-dimensional space with non-metric multidimensional scaling (NMMDS). We show that the tree space is strongly clustered and that the universal protein treecloud is statistically significantly closer to the center of this tree space than any individual gene treecloud. We apply several commonly-used tests for incongruence/HGT and show that they agree HGT is rare in this dataset, but make different choices about which genes were subject to HGT. Our results show that the question of the representativeness of the “tree of one percent” is a quantitative empirical question, and that the phylogenetic central tendency is a meaningful observation even if many individual genes disagree due to the various sources of incongruence.
机译:通常认为,水平基因转移在微生物中无处不在,以至于代表垂直遗传模式的系统进化树的概念过于简单化,甚至产生了误导性。 “通用蛋白质”已被用于推断生物系统发育,但被批评为仅是“百分之一的树”。目前,对于那些希望根据相对少数保守的基因严格评估通用蛋白质系统发育表现数百种基因的系统发育史的人来说,几乎没有选择。在这里,我们通过在贝叶斯框架内提出可视化方法和统计检验来解决这个问题。我们使用海洋蓝细菌的基因组作为测试案例,该组织被认为具有大量的HGT。我们从28个蓝细菌基因组中提取了379个直系同源基因家族,并估计了每种树的贝叶斯后验分布(“树云”)以及基于推定的“通用蛋白质”的级联数据集。然后,我们以各种度量标准计算所有树云之间以及所有树云之间的树木之间的平均距离,并通过非度量多维缩放(NMMDS)可视化此高维空间。我们表明,树空间是高度聚集的,并且与任何单个基因treecloud相比,通用蛋白质树云在统计学上显着更接近此树空间的中心。我们对不一致/ HGT应用了几种常用的测试,表明它们同意HGT在此数据集中很少见,但是对哪些基因要进行HGT进行了不同的选择。我们的结果表明,“百分之一的树”的代表性问题是一个定量的经验问题,即使许多个体基因由于各种不一致的原因而意见不一致,但系统发生的集中趋势仍是有意义的观察。

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