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Real-Time Optogenetics System for Controlling Gene Expression Using a Model-Based Design.

Guy SofferJames M PerrySteve C C Shih
Published in: Analytical chemistry (2021)
Optimization of engineered biological systems requires precise control over the rates and timing of gene expression. Optogenetics is used to dynamically control gene expression as an alternative to conventional chemical-based methods since it provides a more convenient interface between digital control software and microbial culture. Here, we describe the construction of a real-time optogenetics platform, which performs closed-loop control over the CcaR-CcaS two-plasmid system in Escherichia coli. We showed the first model-based design approach by constructing a nonlinear representation of the CcaR-CcaS system, tuned the model through open-loop experimentation to capture the experimental behavior, and applied the model in silico to inform the necessary changes to build a closed-loop optogenetic control system. Our system periodically induces and represses the CcaR-CcaS system while recording optical density and fluorescence using image processing techniques. We highlight the facile nature of constructing our system and how our model-based design approach will potentially be used to model other systems requiring closed-loop optogenetic control.
Keyphrases
  • gene expression
  • escherichia coli
  • dna methylation
  • crispr cas
  • transcription factor
  • machine learning
  • pseudomonas aeruginosa
  • single cell
  • high speed
  • highly efficient