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合成拨动开关的群体感应同步:基于单调动力系统理论的设计

Quorum-Sensing Synchronization of Synthetic Toggle Switches: A Design Based on Monotone Dynamical Systems Theory.

作者信息

Nikolaev Evgeni V, Sontag Eduardo D

机构信息

Department of Mathematics and Center for Quantitative Biology, Rutgers, The State University of New Jersey, Piscataway, New Jersy, United States of America.

出版信息

PLoS Comput Biol. 2016 Apr 29;12(4):e1004881. doi: 10.1371/journal.pcbi.1004881. eCollection 2016 Apr.

Abstract

Synthetic constructs in biotechnology, biocomputing, and modern gene therapy interventions are often based on plasmids or transfected circuits which implement some form of "on-off" switch. For example, the expression of a protein used for therapeutic purposes might be triggered by the recognition of a specific combination of inducers (e.g., antigens), and memory of this event should be maintained across a cell population until a specific stimulus commands a coordinated shut-off. The robustness of such a design is hampered by molecular ("intrinsic") or environmental ("extrinsic") noise, which may lead to spontaneous changes of state in a subset of the population and is reflected in the bimodality of protein expression, as measured for example using flow cytometry. In this context, a "majority-vote" correction circuit, which brings deviant cells back into the required state, is highly desirable, and quorum-sensing has been suggested as a way for cells to broadcast their states to the population as a whole so as to facilitate consensus. In this paper, we propose what we believe is the first such a design that has mathematically guaranteed properties of stability and auto-correction under certain conditions. Our approach is guided by concepts and theory from the field of "monotone" dynamical systems developed by M. Hirsch, H. Smith, and others. We benchmark our design by comparing it to an existing design which has been the subject of experimental and theoretical studies, illustrating its superiority in stability and self-correction of synchronization errors. Our stability analysis, based on dynamical systems theory, guarantees global convergence to steady states, ruling out unpredictable ("chaotic") behaviors and even sustained oscillations in the limit of convergence. These results are valid no matter what are the values of parameters, and are based only on the wiring diagram. The theory is complemented by extensive computational bifurcation analysis, performed for a biochemically-detailed and biologically-relevant model that we developed. Another novel feature of our approach is that our theorems on exponential stability of steady states for homogeneous or mixed populations are valid independently of the number N of cells in the population, which is usually very large (N ≫ 1) and unknown. We prove that the exponential stability depends on relative proportions of each type of state only. While monotone systems theory has been used previously for systems biology analysis, the current work illustrates its power for synthetic biology design, and thus has wider significance well beyond the application to the important problem of coordination of toggle switches.

摘要

生物技术、生物计算和现代基因治疗干预中的合成构建体通常基于实施某种形式“开-关”开关的质粒或转染电路。例如,用于治疗目的的蛋白质表达可能由诱导物(如抗原)的特定组合识别触发,并且该事件的记忆应在整个细胞群体中保持,直到特定刺激指令协调关闭。这种设计的稳健性受到分子(“内在”)或环境(“外在”)噪声的阻碍,这可能导致群体中一部分细胞的自发状态变化,并反映在蛋白质表达的双峰性中,例如使用流式细胞术测量。在这种情况下,非常需要一个“多数表决”校正电路,将偏离的细胞带回所需状态,并且群体感应已被提议作为细胞向整个群体广播其状态以促进达成共识的一种方式。在本文中,我们提出了我们认为是第一个在某些条件下具有数学保证的稳定性和自动校正特性的此类设计。我们的方法以M. Hirsch、H. Smith等人开发的“单调”动力系统领域的概念和理论为指导。我们通过将我们的设计与一个已成为实验和理论研究对象的现有设计进行比较来对其进行基准测试,说明了其在稳定性和同步误差自我校正方面的优越性。我们基于动力系统理论的稳定性分析保证了全局收敛到稳态,排除了不可预测的(“混沌”)行为,甚至在收敛极限中的持续振荡。无论参数值如何,这些结果都是有效的,并且仅基于接线图。该理论由我们为一个生化详细且与生物学相关的模型进行的广泛计算分岔分析所补充。我们方法的另一个新颖特征是,我们关于均匀或混合群体稳态指数稳定性的定理独立于群体中细胞的数量N有效,而N通常非常大(N≫1)且未知。我们证明指数稳定性仅取决于每种状态类型的相对比例。虽然单调系统理论先前已用于系统生物学分析,但当前工作说明了其在合成生物学设计中的力量,因此具有比应用于拨动开关协调这一重要问题更广泛的意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcc3/4851387/b607367da52c/pcbi.1004881.g001.jpg

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