Max Planck Research Group Modeling the Evolution of Aging, Max Planck Institute for Demographic Research, Rostock, Germany.
J Theor Biol. 2012 Dec 7;314:69-83. doi: 10.1016/j.jtbi.2012.08.020. Epub 2012 Aug 28.
Theoretical works have shed light on the impact of natural selection in shaping phenotypes and genotypes. Wagner's canalization model (Wagner, 1996) is one of the well-established models which describe emergent properties of evolving gene networks. In this paper, we propose a deeper theoretical understanding of this well-studied model and we extend its conclusions by characterizing new emergent properties of evolving networks. We start with the review of the Wagner model and its applications to robustness of gene networks, gene duplication and evolution of sexual reproduction. Then, we perform a mathematical analysis to gain a better understanding of the model evolutionary dynamics. Doing so paves the way to study systematically the impact of mutation rates on compatibility of genotypes, variability of phenotypes and viability of offspring in evolving populations. Finally, we derive new observations concerning two emergent properties concerning evolved genomes robustness. First, we show that selecting for development towards a specific phenotype also contributes to enhance the stability of other alternative phenotypes which can be revealed under stress. Second, we find that this generalized canalization also renders gene networks more robust towards gene deletion, loss of interactions, perturbations of regulation activity and mutations. Therefore, not only evolution selects for individuals robust to types of perturbation they have faced in previous generations, but also robust to types of perturbations they have never experienced.
理论研究揭示了自然选择在塑造表型和基因型方面的影响。Wagner 的 canalization 模型(Wagner,1996)是描述进化基因网络涌现性质的成熟模型之一。在本文中,我们提出了对这个研究充分的模型的更深入的理论理解,并通过刻画进化网络的新涌现性质来扩展其结论。我们首先回顾了 Wagner 模型及其在基因网络鲁棒性、基因复制和有性生殖进化方面的应用。然后,我们进行了数学分析,以更好地理解模型的进化动态。这样做为系统地研究突变率对进化群体中基因型兼容性、表型变异性和后代活力的影响铺平了道路。最后,我们得出了关于进化基因组鲁棒性的两个新的涌现性质的新观察结果。首先,我们表明,选择朝着特定表型发展也有助于增强其他替代表型的稳定性,这些表型在受到压力时可以显现出来。其次,我们发现这种广义的 canalization 也使基因网络对基因缺失、相互作用丧失、调控活性扰动和突变更加鲁棒。因此,进化不仅选择了对个体在先前几代中遇到的扰动类型具有鲁棒性的个体,而且还选择了对其从未经历过的扰动类型具有鲁棒性的个体。