Literature DB >> 23754391

Engineering of regulated stochastic cell fate determination.

Min Wu1, Ri-Qi Su, Xiaohui Li, Tom Ellis, Ying-Cheng Lai, Xiao Wang.   

Abstract

Both microbes and multicellular organisms actively regulate their cell fate determination to cope with changing environments or to ensure proper development. Here, we use synthetic biology approaches to engineer bistable gene networks to demonstrate that stochastic and permanent cell fate determination can be achieved through initializing gene regulatory networks (GRNs) at the boundary between dynamic attractors. We realize this experimentally by linking a synthetic GRN to a natural output of galactose metabolism regulation in yeast. Combining mathematical modeling and flow cytometry, we show that our engineered systems are bistable and that inherent gene expression stochasticity does not induce spontaneous state transitioning at steady state. Mathematical analysis predicts that stochastic cell fate determination in this case can only be realized when gene expression fluctuation occurs on or near attractor basin boundaries (the points of instability). Guided by numerical simulations, experiments are designed and performed with quantitatively diverse gene networks to test model predictions, which are verified by both flow cytometry and single-cell microscopy. By interfacing rationally designed synthetic GRNs with background gene regulation mechanisms, this work investigates intricate properties of networks that illuminate possible regulatory mechanisms for cell differentiation and development that can be initiated from points of instability.

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Year:  2013        PMID: 23754391      PMCID: PMC3696818          DOI: 10.1073/pnas.1305423110

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  42 in total

1.  A synthetic oscillatory network of transcriptional regulators.

Authors:  M B Elowitz; S Leibler
Journal:  Nature       Date:  2000-01-20       Impact factor: 49.962

Review 2.  Self-perpetuating states in signal transduction: positive feedback, double-negative feedback and bistability.

Authors:  James E Ferrell
Journal:  Curr Opin Cell Biol       Date:  2002-04       Impact factor: 8.382

3.  Positive feedback in eukaryotic gene networks: cell differentiation by graded to binary response conversion.

Authors:  A Becskei; B Séraphin; L Serrano
Journal:  EMBO J       Date:  2001-05-15       Impact factor: 11.598

4.  Regulation of noise in the expression of a single gene.

Authors:  Ertugrul M Ozbudak; Mukund Thattai; Iren Kurtser; Alan D Grossman; Alexander van Oudenaarden
Journal:  Nat Genet       Date:  2002-04-22       Impact factor: 38.330

5.  Noise in eukaryotic gene expression.

Authors:  William J Blake; Mads KAErn; Charles R Cantor; J J Collins
Journal:  Nature       Date:  2003-04-10       Impact factor: 49.962

6.  Stochastic gene expression in a single cell.

Authors:  Michael B Elowitz; Arnold J Levine; Eric D Siggia; Peter S Swain
Journal:  Science       Date:  2002-08-16       Impact factor: 47.728

7.  Network motifs: simple building blocks of complex networks.

Authors:  R Milo; S Shen-Orr; S Itzkovitz; N Kashtan; D Chklovskii; U Alon
Journal:  Science       Date:  2002-10-25       Impact factor: 47.728

Review 8.  Binary and graded responses in gene networks.

Authors:  Matthieu Louis; Attila Becskei
Journal:  Sci STKE       Date:  2002-07-30

9.  Cell signaling can direct either binary or graded transcriptional responses.

Authors:  S R Biggar; G R Crabtree
Journal:  EMBO J       Date:  2001-06-15       Impact factor: 11.598

10.  Mapping the environmental fitness landscape of a synthetic gene circuit.

Authors:  Dmitry Nevozhay; Rhys M Adams; Elizabeth Van Itallie; Matthew R Bennett; Gábor Balázsi
Journal:  PLoS Comput Biol       Date:  2012-04-12       Impact factor: 4.475

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  36 in total

1.  Maximum Caliber Can Build and Infer Models of Oscillation in a Three-Gene Feedback Network.

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Journal:  J Phys Chem B       Date:  2019-01-09       Impact factor: 2.991

Review 2.  Predictive biology: modelling, understanding and harnessing microbial complexity.

Authors:  Allison J Lopatkin; James J Collins
Journal:  Nat Rev Microbiol       Date:  2020-05-29       Impact factor: 60.633

3.  Optimization-based synthesis of stochastic biocircuits with statistical specifications.

Authors:  Yuta Sakurai; Yutaka Hori
Journal:  J R Soc Interface       Date:  2018-01       Impact factor: 4.118

4.  Discrete and continuous models of probability flux of switching dynamics: Uncovering stochastic oscillations in a toggle-switch system.

Authors:  Anna Terebus; Chun Liu; Jie Liang
Journal:  J Chem Phys       Date:  2019-11-14       Impact factor: 3.488

5.  Enhanced killing of antibiotic-resistant bacteria enabled by massively parallel combinatorial genetics.

Authors:  Allen A Cheng; Huiming Ding; Timothy K Lu
Journal:  Proc Natl Acad Sci U S A       Date:  2014-08-11       Impact factor: 11.205

6.  Engineered temperature compensation in a synthetic genetic clock.

Authors:  Faiza Hussain; Chinmaya Gupta; Andrew J Hirning; William Ott; Kathleen S Matthews; Kresimir Josic; Matthew R Bennett
Journal:  Proc Natl Acad Sci U S A       Date:  2014-01-06       Impact factor: 11.205

7.  Quorum-sensing crosstalk-driven synthetic circuits: from unimodality to trimodality.

Authors:  Fuqing Wu; David J Menn; Xiao Wang
Journal:  Chem Biol       Date:  2014-11-13

Review 8.  Synthetic analog and digital circuits for cellular computation and memory.

Authors:  Oliver Purcell; Timothy K Lu
Journal:  Curr Opin Biotechnol       Date:  2014-05-08       Impact factor: 9.740

9.  Building Predictive Models of Genetic Circuits Using the Principle of Maximum Caliber.

Authors:  Taylor Firman; Gábor Balázsi; Kingshuk Ghosh
Journal:  Biophys J       Date:  2017-11-07       Impact factor: 4.033

10.  Stochastic multistationarity in a model of the hematopoietic stem cell differentiation network.

Authors:  M Ali Al-Radhawi; Nithin S Kumar; Eduardo D Sontag; Domitilla Del Vecchio
Journal:  Proc IEEE Conf Decis Control       Date:  2019-01-21
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