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时变和人工胚胎发生:一种基于发育动力学分析人工胚胎发生的方法。

Heterochrony and artificial embryogeny: a method for analyzing artificial embryogenies based on developmental dynamics.

机构信息

Graduate School of Information Science, Nagoya University, Nagoya, Japan.

出版信息

Artif Life. 2009 Spring;15(2):131-60. doi: 10.1162/artl.2009.15.2.15200.

Abstract

Artificial embryogenies are an extension to evolutionary algorithms, in which genotypes specify a process to grow phenotypes. This approach has become rather popular recently, with new kinds of embryogenies being increasingly reported in the literature. Nevertheless, it is still difficult to analyze and compare the available embryogenies, especially if they are based on very different paradigms. We propose a method to analyze embryogenies based on growth dynamics, and how evolution is able to change them (heterochrony). We define several quantitative measures that allow us to establish the variation in growth dynamics that an embryogeny can create, the degree of change in growth dynamics caused by mutations, and the degree to which an embryogeny allows mutations to change the growth of a genotype, but without changing the final phenotype reached. These measures are based on an heterochrony framework, due to Alberch, Gould, Oster, & Wake (1979 Size and shape in ontogeny and phylogeny, Paleobiology, 5(3), 296-317) that is used in real biological organisms. The measures are general enough to be applied to any embryogeny, and can be easily computed from simple experiments. We further illustrate how to compute these measures by applying them to two simple embryogenies. These embryogenies exhibit rather different growth dynamics, and both allow for mutations that changed growth without affecting the final phenotype.

摘要

人工胚胎发生是进化算法的一种延伸,其中基因型指定了一个生长表型的过程。这种方法最近变得相当流行,越来越多的新类型的胚胎发生在文献中被报道。然而,要分析和比较现有的胚胎发生仍然很困难,特别是如果它们基于非常不同的范式。我们提出了一种基于生长动态分析胚胎发生的方法,以及进化如何改变它们(异时发生)。我们定义了几个定量的指标,这些指标可以让我们确定胚胎发生可以产生的生长动态变化程度、突变引起的生长动态变化程度,以及胚胎发生允许突变改变基因型生长的程度,但不改变最终达到的表型。这些指标基于 Alberch、Gould、Oster 和 Wake(1979 年《个体发生和系统发生中的大小和形状》,古生物学,5(3),296-317)提出的异时发生框架,该框架在真实的生物生物体中使用。这些指标足够通用,可以应用于任何胚胎发生,并且可以从简单的实验中轻松计算。我们进一步通过将它们应用于两个简单的胚胎发生来说明如何计算这些指标。这两个胚胎发生显示出相当不同的生长动态,并且都允许突变改变生长而不影响最终表型。

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