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Phylogenies, the Comparative Method, and the Conflation of Tempo and Mode

机译:系统发育,比较方法以及速度和方式的融合

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The comparison of mathematical models that represent alternative hypotheses about the tempo and mode of evolutionary change is a common approach for assessing the evolutionary processes underlying phenotypic diversification. However, because model parameters are estimated simultaneously, they are inextricably linked, such that changes in tempo, the pace of evolution, and mode, the manner in which evolution occurs, may be difficult to assess separately. This may potentially complicate biological interpretation, but the extent to which this occurs has not yet been determined. In this study, we examined 160 phylogeny x trait empirical data sets, and conducted extensive numerical phylogenetic simulations, to investigate the efficacy of phylogenetic comparative methods to distinguish between models that represent different evolutionary processes in a phylogenetic context. We observed that, in some circumstances, a high uncertainty exists when attempting to distinguish between alternative evolutionary scenarios underlying phenotypic variation. When examining data sets simulated under known conditions, we found that evolutionary inference is straightforward when phenotypic patterns are generated by simple evolutionary processes that are represented by modifying a single model parameter at a time. However, inferring the exact nature of the evolutionary process that has yielded phenotypic variation when facing complex, potentially more realistic, mechanisms is more problematic. A detailed investigation of the influence of different model parameters showed that changes in evolutionary rates, marked changes in phylogenetic means, or the existence of a strong selective pull on the data, are all readily recovered by phenotypic model comparison. However, under evolutionary processes with a milder restraining pull acting on trait values, alternative models representing very different evolutionary processes may exhibit similar goodness-of-fit to the data, potentially leading to the conflation of interpretations that emphasize tempo and mode during empirical evolutionary inference. This is a mathematical and conceptual property of the considered models that, while not prohibitive for studying phenotypic evolution, should be taken into account and addressed when appropriate.
机译:代表关于进化变化的速度和方式的替代假设的数学模型的比较是评估表型多样化基础的进化过程的常用方法。但是,由于模型参数是同时估算的,因此它们之间有着千丝万缕的联系,因此节奏,演变的速度和方式的变化(发生演化的方式)可能难以单独评估。这可能使生物学解释复杂化,但是尚未确定其发生的程度。在这项研究中,我们检查了160个系统发育x性状经验数据集,并进行了广泛的系统发育数值模拟,以研究系统发育比较方法在区分系统发育背景下代表不同进化过程的模型方面的功效。我们观察到,在某些情况下,试图区分表型变异的替代进化方案时存在高度不确定性。当检查在已知条件下模拟的数据集时,我们发现,当通过简单的进化过程生成表型模式时,进化推理就很简单了,这些进化过程通过一次修改单个模型参数来表示。但是,在面对复杂的,可能更现实的机制时,推断产生表型变异的进化过程的确切性质则更具问题。对不同模型参数的影响进行的详细调查显示,通过表型模型比较,可以很容易地恢复进化速率的变化,系统发生方式的显着变化或对数据的强烈选择性。但是,在对特征值施加较小约束力的演化过程中,表示非常不同的演化过程的替代模型可能表现出与数据相似的拟合优度,可能导致经验性推理中强调速度和模式的解释混淆。这是所考虑模型的数学和概念性质,尽管不妨碍研究表型演变,但应予以考虑并在适当时加以解决。

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