Literature DB >> 22829755

Modular design of artificial tissue homeostasis: robust control through synthetic cellular heterogeneity.

Miles Miller1, Marc Hafner, Eduardo Sontag, Noah Davidsohn, Sairam Subramanian, Priscilla E M Purnick, Douglas Lauffenburger, Ron Weiss.   

Abstract

Synthetic biology efforts have largely focused on small engineered gene networks, yet understanding how to integrate multiple synthetic modules and interface them with endogenous pathways remains a challenge. Here we present the design, system integration, and analysis of several large scale synthetic gene circuits for artificial tissue homeostasis. Diabetes therapy represents a possible application for engineered homeostasis, where genetically programmed stem cells maintain a steady population of β-cells despite continuous turnover. We develop a new iterative process that incorporates modular design principles with hierarchical performance optimization targeted for environments with uncertainty and incomplete information. We employ theoretical analysis and computational simulations of multicellular reaction/diffusion models to design and understand system behavior, and find that certain features often associated with robustness (e.g., multicellular synchronization and noise attenuation) are actually detrimental for tissue homeostasis. We overcome these problems by engineering a new class of genetic modules for 'synthetic cellular heterogeneity' that function to generate beneficial population diversity. We design two such modules (an asynchronous genetic oscillator and a signaling throttle mechanism), demonstrate their capacity for enhancing robust control, and provide guidance for experimental implementation with various computational techniques. We found that designing modules for synthetic heterogeneity can be complex, and in general requires a framework for non-linear and multifactorial analysis. Consequently, we adapt a 'phenotypic sensitivity analysis' method to determine how functional module behaviors combine to achieve optimal system performance. We ultimately combine this analysis with Bayesian network inference to extract critical, causal relationships between a module's biochemical rate-constants, its high level functional behavior in isolation, and its impact on overall system performance once integrated.

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Year:  2012        PMID: 22829755      PMCID: PMC3400602          DOI: 10.1371/journal.pcbi.1002579

Source DB:  PubMed          Journal:  PLoS Comput Biol        ISSN: 1553-734X            Impact factor:   4.475


  54 in total

1.  Synthetic ecosystems based on airborne inter- and intrakingdom communication.

Authors:  Wilfried Weber; Marie Daoud-El Baba; Martin Fussenegger
Journal:  Proc Natl Acad Sci U S A       Date:  2007-06-05       Impact factor: 11.205

2.  A synthetic genetic edge detection program.

Authors:  Jeffrey J Tabor; Howard M Salis; Zachary Booth Simpson; Aaron A Chevalier; Anselm Levskaya; Edward M Marcotte; Christopher A Voigt; Andrew D Ellington
Journal:  Cell       Date:  2009-06-26       Impact factor: 41.582

3.  A synthetic metabolite-based mammalian inter-cell signaling system.

Authors:  Wilfried Weber; Marco Schuetz; Nicolas Dénervaud; Martin Fussenegger
Journal:  Mol Biosyst       Date:  2009-04-28

Review 4.  Islet transplantation a decade later and strategies for filling a half-full glass.

Authors:  R Paul Robertson
Journal:  Diabetes       Date:  2010-06       Impact factor: 9.461

5.  An engineered epigenetic transgene switch in mammalian cells.

Authors:  Beat P Kramer; Alessandro Usseglio Viretta; Marie Daoud-El-Baba; Dominique Aubel; Wilfried Weber; Martin Fussenegger
Journal:  Nat Biotechnol       Date:  2004-06-06       Impact factor: 54.908

Review 6.  Prospects of stem cell therapy for replacing dopamine neurons in Parkinson's disease.

Authors:  Olle Lindvall; Zaal Kokaia
Journal:  Trends Pharmacol Sci       Date:  2009-04-09       Impact factor: 14.819

7.  Myogenic vector expression of insulin-like growth factor I stimulates muscle cell differentiation and myofiber hypertrophy in transgenic mice.

Authors:  M E Coleman; F DeMayo; K C Yin; H M Lee; R Geske; C Montgomery; R J Schwartz
Journal:  J Biol Chem       Date:  1995-05-19       Impact factor: 5.157

8.  Irf6 is a key determinant of the keratinocyte proliferation-differentiation switch.

Authors:  Rebecca J Richardson; Jill Dixon; Saimon Malhotra; Matthew J Hardman; Lynnette Knowles; Ray P Boot-Handford; Paul Shore; Alan Whitmarsh; Michael J Dixon
Journal:  Nat Genet       Date:  2006-10-15       Impact factor: 38.330

9.  Direct cell reprogramming is a stochastic process amenable to acceleration.

Authors:  Jacob Hanna; Krishanu Saha; Bernardo Pando; Jeroen van Zon; Christopher J Lengner; Menno P Creyghton; Alexander van Oudenaarden; Rudolf Jaenisch
Journal:  Nature       Date:  2009-11-08       Impact factor: 49.962

10.  A fast, robust and tunable synthetic gene oscillator.

Authors:  Jesse Stricker; Scott Cookson; Matthew R Bennett; William H Mather; Lev S Tsimring; Jeff Hasty
Journal:  Nature       Date:  2008-10-29       Impact factor: 49.962

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  20 in total

1.  Fundamental trade-offs between information flow in single cells and cellular populations.

Authors:  Ryan Suderman; John A Bachman; Adam Smith; Peter K Sorger; Eric J Deeds
Journal:  Proc Natl Acad Sci U S A       Date:  2017-05-12       Impact factor: 11.205

Review 2.  Control theory meets synthetic biology.

Authors:  Domitilla Del Vecchio; Aaron J Dy; Yili Qian
Journal:  J R Soc Interface       Date:  2016-07-20       Impact factor: 4.118

Review 3.  Synthetic Morphogenesis.

Authors:  Brian P Teague; Patrick Guye; Ron Weiss
Journal:  Cold Spring Harb Perspect Biol       Date:  2016-09-01       Impact factor: 10.005

Review 4.  Imaging the pharmacology of nanomaterials by intravital microscopy: Toward understanding their biological behavior.

Authors:  Miles A Miller; Ralph Weissleder
Journal:  Adv Drug Deliv Rev       Date:  2016-06-04       Impact factor: 15.470

Review 5.  Programming Morphogenesis through Systems and Synthetic Biology.

Authors:  Jeremy J Velazquez; Emily Su; Patrick Cahan; Mo R Ebrahimkhani
Journal:  Trends Biotechnol       Date:  2017-12-08       Impact factor: 19.536

6.  An Artificial Tissue Homeostasis Circuit Designed via Analog Circuit Techniques.

Authors:  Jonathan J Y Teo; Ron Weiss; Rahul Sarpeshkar
Journal:  IEEE Trans Biomed Circuits Syst       Date:  2019-03-25       Impact factor: 3.833

7.  Small-molecule inducible transcriptional control in mammalian cells.

Authors:  Aarti Doshi; Fatemeh Sadeghi; Navin Varadarajan; Patrick C Cirino
Journal:  Crit Rev Biotechnol       Date:  2020-08-30       Impact factor: 8.429

Review 8.  Design principles of regulatory networks: searching for the molecular algorithms of the cell.

Authors:  Wendell A Lim; Connie M Lee; Chao Tang
Journal:  Mol Cell       Date:  2013-01-24       Impact factor: 17.970

9.  Logarithmic Lipschitz norms and diffusion-induced instability.

Authors:  Zahra Aminzare; Eduardo D Sontag
Journal:  Nonlinear Anal Theory Methods Appl       Date:  2013-05-01       Impact factor: 2.064

10.  Sources of variability in cytosolic calcium transients triggered by stimulation of homogeneous uro-epithelial cell monolayers.

Authors:  Peter A Appleby; Saqib Shabir; Jennifer Southgate; Dawn Walker
Journal:  J R Soc Interface       Date:  2015-04-06       Impact factor: 4.118

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