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Dynamic cybergenetic control of bacterial co-culture composition via optogenetic feedback

Joaquı́n Gutiérrez, Sant Kumar, Mustafa Khammash

2022Nature Communications89 citationsDOIOpen Access PDF

Abstract

Communities of microbes play important roles in natural environments and hold great potential for deploying division-of-labor strategies in synthetic biology and bioproduction. However, the difficulty of controlling the composition of microbial consortia over time hinders their optimal use in many applications. Here, we present a fully automated, high-throughput platform that combines real-time measurements and computer-controlled optogenetic modulation of bacterial growth to implement precise and robust compositional control of a two-strain E. coli community. In addition, we develop a general framework for dynamic modeling of synthetic genetic circuits in the physiological context of E. coli and use a host-aware model to determine the optimal control parameters of our closed-loop compositional control system. Our platform succeeds in stabilizing the strain ratio of multiple parallel co-cultures at arbitrary levels and in changing these targets over time, opening the door for the implementation of dynamic compositional programs in synthetic bacterial communities.

Topics & Concepts

BioproductionOptogeneticsSynthetic biologyComputer scienceContext (archaeology)Control (management)Distributed computingThroughputFeedback controlBiochemical engineeringControl engineeringBiologyComputational biologyNeuroscienceArtificial intelligenceBiotechnologyEngineeringTelecommunicationsPaleontologyWirelessGene Regulatory Network AnalysisMicrobial Metabolic Engineering and BioproductionEvolution and Genetic Dynamics