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Design Principles of Biological Oscillators through Optimization: Forward and Reverse Analysis

机译:通过优化设计生物振荡器的原理:正向和反向分析

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摘要

From cyanobacteria to human, sustained oscillations coordinate important biological functions. Although much has been learned concerning the sophisticated molecular mechanisms underlying biological oscillators, design principles linking structure and functional behavior are not yet fully understood. Here we explore design principles of biological oscillators from a multiobjective optimization perspective, taking into account the trade-offs between conflicting performance goals or demands. We develop a comprehensive tool for automated design of oscillators, based on multicriteria global optimization that allows two modes: (i) the automatic design (forward problem) and (ii) the inference of design principles (reverse analysis problem). From the perspective of synthetic biology, the forward mode allows the solution of design problems that mimic some of the desirable properties appearing in natural oscillators. The reverse analysis mode facilitates a systematic exploration of the design space based on Pareto optimality concepts. The method is illustrated with two case studies: the automatic design of synthetic oscillators from a library of biological parts, and the exploration of design principles in 3-gene oscillatory systems.
机译:从蓝细菌到人类,持续的振荡会协调重要的生物学功能。尽管已经了解了许多有关生物振荡器的复杂分子机制的知识,但尚未完全了解将结构和功能行为联系在一起的设计原理。在这里,我们从多目标优化角度探讨了生物振荡器的设计原理,并考虑了相互矛盾的性能目标或需求之间的权衡。我们基于多准则全局优化开发了一种用于振荡器自动设计的综合工具,该工具允许两种模式:(i)自动设计(正向问题)和(ii)设计原理的推论(反向分析问题)。从合成生物学的角度来看,正向模式可以解决模仿自然振荡器中某些理想特性的设计问题。反向分析模式有助于基于Pareto最优性概念对设计空间进行系统的探索。通过两个案例研究说明了该方法:从生物零件库中自动设计合成振荡器,以及探索3基因振荡系统中的设计原理。

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