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© Inria / Photo C. Morel
Quantitative biology: numbers and fluorescent cells. InBio team (Inria/Institut Pasteur)
Publication : Physical biology

Bayesian filtering for model predictive control of stochastic gene expression in single cells

Scientific Fields
Diseases
Organisms
Applications
Technique

Published in Physical biology - 12 Jul 2023

Fox ZR, Batt G, Ruess J

Link to Pubmed [PMID] – 37343568

Link to DOI – 10.1088/1478-3975/ace094

Phys Biol 2023 Jul 12; 20(5):055003

This study describes a method for controlling the production of protein in individual cells using stochastic models of gene expression. By combining modern microscopy platforms with optogenetic gene expression, experimentalists are able to accurately apply light to individual cells, which can induce protein production. Here we use a finite state projection based stochastic model of gene expression, along with Bayesian state estimation to control protein copy numbers within individual cells. We compare this method to previous methods that use population based approaches. We also demonstrate the ability of this control strategy to ameliorate discrepancies between the predictions of a deterministic model and stochastic switching system.