Kim Hyobin, Sayama Hiroki
Department of Systems Science and Industrial Engineering, Center for Collective Dynamics of Complex Systems, Binghamton University.
Artif Life. 2018 Spring;24(2):85-105. doi: 10.1162/artl_a_00262. Epub 2018 Apr 17.
Whereas the relationship between criticality of gene regulatory networks (GRNs) and dynamics of GRNs at a single-cell level has been vigorously studied, the relationship between the criticality of GRNs and system properties at a higher level has not been fully explored. Here we aim at revealing a potential role of criticality of GRNs in morphogenesis, which is hard to uncover through the single-cell-level studies, especially from an evolutionary viewpoint. Our model simulated the growth of a cell population from a single seed cell. All the cells were assumed to have identical intracellular GRNs. We induced genetic perturbations to the GRN of the seed cell by adding, deleting, or switching a regulatory link between a pair of genes. From numerical simulations, we found that the criticality of GRNs facilitated the formation of nontrivial morphologies when the GRNs were critical in the presence of the evolutionary perturbations. Moreover, the criticality of GRNs produced topologically homogeneous cell clusters by adjusting the spatial arrangements of cells, which led to the formation of nontrivial morphogenetic patterns. Our findings correspond to an epigenetic viewpoint that heterogeneous and complex features emerge from homogeneous and less complex components through the interactions among them. Thus, our results imply that highly structured tissues or organs in morphogenesis of multicellular organisms might stem from the criticality of GRNs.
尽管基因调控网络(GRNs)的临界性与单细胞水平上GRNs的动力学之间的关系已得到深入研究,但GRNs的临界性与更高层次系统特性之间的关系尚未得到充分探索。在这里,我们旨在揭示GRNs临界性在形态发生中的潜在作用,这是通过单细胞水平研究难以发现的,尤其是从进化的角度。我们的模型模拟了从单个种子细胞开始的细胞群体的生长。假设所有细胞都具有相同的细胞内GRNs。我们通过添加、删除或切换一对基因之间的调控链接,对种子细胞的GRN进行遗传扰动。通过数值模拟,我们发现当GRNs在进化扰动存在的情况下处于临界状态时,GRNs的临界性促进了非平凡形态的形成。此外,GRNs的临界性通过调整细胞的空间排列产生了拓扑均匀的细胞簇,这导致了非平凡形态发生模式的形成。我们的发现符合一种表观遗传学观点,即异质和复杂的特征通过它们之间的相互作用从同质和不太复杂的成分中出现。因此,我们的结果表明,多细胞生物形态发生过程中高度结构化的组织或器官可能源于GRNs的临界性。