Wosniack M E, da Luz M G E, Schulman L S
Departamento de Física, Universidade Federal do Paraná, C.P. 19044, 81531-980 Curitiba-PR, Brazil.
Departamento de Física, Universidade Federal do Paraná, C.P. 19044, 81531-980 Curitiba-PR, Brazil.
J Theor Biol. 2017 Jan 7;412:113-122. doi: 10.1016/j.jtbi.2016.10.008. Epub 2016 Oct 27.
We address evolutionary dynamics and consider under which conditions the ecosystem interaction network allows punctuated equilibrium (i.e., alternation between hectic and quasi-stable phases). We focus on the links connecting various species and on the strength and sign of those links. For this study we consider the Tangled Nature model, which allows considerable flexibility and plasticity in the analysis of interspecies interactions. We find that it is necessary to have a proper balance of connectivity and interaction intensities so as to establish the kind of mutual cooperation and competition found in nature. It suggests evolutionary punctuated equilibrium as an emergent process, thus displaying features of complex systems. To explicitly demonstrate this fact we consider an extended form of thermodynamics, defining (for the present context) relevant out-of-equilibrium "collective" functions. We then show how to characterize the punctuated equilibrium through entropy-like and free energy-like quantities. Finally, from a close analogy to thermodynamic systems, we propose a protocol similar to simulated annealing. It is based on controlling the species' rate of mutation during the hectic periods, in this way enhancing the exploration of the genome space (similar to the known behavior of bacteria in stressful environments). This allows the system to more rapidly converge to long-duration quasi-stable phases.
我们研究进化动力学,并考虑在哪些条件下生态系统相互作用网络会呈现间断平衡(即忙碌阶段和准稳定阶段之间的交替)。我们关注连接各种物种的链路以及这些链路的强度和符号。对于本研究,我们考虑“纠缠的自然”模型,该模型在分析物种间相互作用时具有相当大的灵活性和可塑性。我们发现,有必要在连通性和相互作用强度之间取得适当平衡,以便建立自然界中存在的那种相互合作与竞争关系。这表明进化间断平衡是一个涌现过程,从而展现出复杂系统的特征。为了明确证明这一事实,我们考虑一种扩展形式的热力学,定义(针对当前情况)相关的非平衡“集体”函数。然后我们展示如何通过类似熵和类似自由能的量来表征间断平衡。最后,通过与热力学系统的紧密类比,我们提出一种类似于模拟退火的方案。它基于在忙碌时期控制物种的突变率,以此增强对基因组空间的探索(类似于细菌在压力环境中的已知行为)。这使得系统能够更快地收敛到长时间的准稳定阶段。