ANID - Millennium Science Initiative Program, Millennium Institute for Integrative Biology (iBio), Santiago, Chile.
Institute for Biological and Medical Engineering, Schools of Engineering, Medicine and Biological Sciences, Pontificia Universidad Católica de Chile, Santiago, Chile.
BMC Biol. 2023 Sep 4;21(1):185. doi: 10.1186/s12915-023-01681-4.
Understanding how spatial patterns of gene expression emerge from the interaction of individual gene networks is a fundamental challenge in biology. Developing a synthetic experimental system with a common theoretical framework that captures the emergence of short- and long-range spatial correlations (and anti-correlations) from interacting gene networks could serve to uncover generic scaling properties of these ubiquitous phenomena.
Here, we combine synthetic biology, statistical mechanics models, and computational simulations to study the spatial behavior of synthetic gene networks (SGNs) in Escherichia coli quasi-2D colonies growing on hard agar surfaces. Guided by the combined mechanisms of the contact process lattice simulation and two-dimensional Ising model (CPIM), we describe the spatial behavior of bi-stable and chemically coupled SGNs that self-organize into patterns of long-range correlations with power-law scaling or short-range anti-correlations. These patterns, resembling ferromagnetic and anti-ferromagnetic configurations of the Ising model near critical points, maintain their scaling properties upon changes in growth rate and cell shape.
Our findings shed light on the spatial biology of coupled and bistable gene networks in growing cell populations. This emergent spatial behavior could provide insights into the study and engineering of self-organizing gene patterns in eukaryotic tissues and bacterial consortia.
理解基因表达的空间模式如何从单个基因网络的相互作用中出现,是生物学中的一个基本挑战。开发一个具有共同理论框架的合成实验系统,该系统可以从相互作用的基因网络中捕获短程和长程空间相关(和反相关)的出现,这可能有助于揭示这些普遍现象的通用标度性质。
在这里,我们结合了合成生物学、统计力学模型和计算模拟,来研究在硬琼脂表面上生长的大肠杆菌准二维菌落中合成基因网络(SGN)的空间行为。在接触过程晶格模拟和二维伊辛模型(CPIM)的综合机制的指导下,我们描述了双稳态和化学耦合 SGN 的空间行为,这些 SGN 自我组织成具有幂律标度的长程相关模式或短程反相关模式。这些模式类似于伊辛模型在临界点附近的铁磁和反铁磁配置,在生长速率和细胞形状变化时保持其标度性质。
我们的发现揭示了生长细胞群体中耦合和双稳态基因网络的空间生物学。这种新兴的空间行为可以为研究和工程真核组织和细菌联合体中的自组织基因模式提供见解。