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Calculating the evolutionary rates of different genes: a fast, accurate estimator with applications to maximum likelihood phylogenetic analysis

机译:计算不同基因的进化速率:一种快速,准确的估算器,可应用于最大似然系统发育分析

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摘要

In phylogenetic analyses with combined multigene or multiprotein data sets, accounting for differing evolutionary dynamics at different loci is essential for accurate tree prediction. Existing maximum likelihood (ML) and Bayesian approaches are computationally intensive. We present an alternative approach that is orders of magnitude faster. The method, Distance Rates (DistR), estimates rates based upon distances derived from gene/protein sequence data. Simulation studies indicate that this technique is accurate compared with other methods and robust to missing sequence data. The DistR method was applied to a fungal mitochondrial data set, and the rate estimates compared well to those obtained using existing ML and Bayesian approaches. Inclusion of the protein rates estimated from the DistR method into the ML calculation of trees as a branch length multiplier resulted in a significantly improved fit as measured by the Akaike Information Criterion (AIC). Furthermore, bootstrap support for the ML topology was significantly greater when protein rates were used, and some evident errors in the concatenated ML tree topology (i.e., without protein rates) were corrected. [Bayesian credible intervals; DistR method; multigene phylogeny; PHYML; rate heterogeneity.].
机译:在结合了多基因或多蛋白数据集的系统发育分析中,考虑不同基因座的不同进化动力学对于准确预测树木至关重要。现有的最大似然(ML)和贝叶斯方法是计算密集型的。我们提出了另一种方法,速度快了几个数量级。距离率(DistR)方法可根据从基因/蛋白质序列数据得出的距离来估算率。仿真研究表明,该技术与其他方法相比是准确的,并且对丢失的序列数据具有鲁棒性。将DistR方法应用于真菌线粒体数据集,并将速率估算值与使用现有ML和贝叶斯方法获得的估算值进行了比较。根据Akaike信息准则(AIC)的测量,将DistR方法估算的蛋白质比率作为分支长度乘数纳入树木的ML计算中,可以显着提高拟合度。此外,当使用蛋白质速率时,对ML拓扑的引导支持明显更大,并且纠正了串联ML树拓扑中的一些明显错误(即,没有蛋白质速率)。 [贝叶斯可信区间; DistR方法;多基因系统发育PHYML;率异质性。]

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