ArticlePloS one2018
Characterization of noise in multistable genetic circuits reveals ways to modulate heterogeneity.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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12 citing papers in PubMed.
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- A quantitative evaluation of topological motifs and their coupling in gene circuit state distributions.iScience · 2023Article
- Farnesoid X receptor regulates PIFish physiology and biochemistry · 2022Article
- Inferring gene regulation from stochastic transcriptional variation across single cells at steady state.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- A forecast for large-scale, predictive biology: Lessons from meteorology.Cell systems · 2021Review
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- Theoretical study of the impact of adaptation on cell-fate heterogeneity and fractional killing.Scientific reports · 2020Article
- Fruit ripening in Lycium barbarum and Lycium ruthenicum is associated with distinct gene expression patterns.FEBS open bio · 2020Article
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- Transcriptomic and metabolomic analyses of Lycium ruthenicum and Lycium barbarum fruits during ripening.Scientific reports · 2020Article
- Metabolite and gene expression profiles suggest a putative mechanism through which high dietary carbohydrates reduce the content of hepatic betaine in Megalobrama amblycephala.Metabolomics : Official journal of the Metabolomic Society · 2018Article
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Abstract
Random fluctuations in the amount of cellular components like mRNA and protein molecules are inevitable due to the stochastic and discrete nature of biochemical reactions. If large enough, this so-called "cellular noise" can lead to random transitions between the expression states of a multistable genetic circuit. That way, heterogeneity within isogenic populations is created. Our aim is to understand which dynamical features of a simple autoregulatory system determine its intrinsic noise level, and how they can be modified in order to regulate state-transitions. To that end, novel mathematical methods for the state-dependent characterization and prediction of noise in multistable systems are developed. First, we introduce the hybrid LNA, a modified version of the Linear Noise Approximation. It yields good predictions on variances of mRNA and protein fluctuations, even for reaction systems comprising low-copy-number components (e.g. mRNA) and highly nonlinear reaction rates. Furthermore, the temporal structure of fluctuations and the skewness of the protein distribution are characterized via state-dependent protein burst sizes and burst frequencies. Based on this mathematical framework, we develop graphical methods which support the intuitive design of regulatory circuits with a desired noise pattern. The methods are then used to predict how overall noise in the system can be adapted, and how state-specific noise modifications are possible that allow, e.g., the generation of unidirectional transitions. Our considerations are validated by stochastic simulations. This way, a design of genetic circuits is possible that takes population heterogeneity into account and is valuable in applications of synthetic biology and biotechnology. Moreover, natural phenomena like the bimodal development of genetic competence can be studied.
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