scholarly journals Realizing ‘integral control’ in living cells: how to overcome leaky integration due to dilution?

2018 ◽  
Vol 15 (139) ◽  
pp. 20170902 ◽  
Author(s):  
Yili Qian ◽  
Domitilla Del Vecchio
Keyword(s):  
Gene Expression ◽  
General Principle ◽  
Design Principle ◽  
Living Cells ◽  
Genetic Circuits ◽  
Memory Element ◽  
Integral Control ◽  
Leaky Integration ◽  
Integral Controller ◽  
Unique Ability

A major problem in the design of synthetic genetic circuits is robustness to perturbations and uncertainty. Because of this, there have been significant efforts in recent years in finding approaches to implement integral control in genetic circuits. Integral controllers have the unique ability to make the output of a process adapt perfectly to disturbances. However, implementing an integral controller is challenging in living cells. This is because a key aspect of any integral controller is a ‘memory’ element that stores the accumulation (integral) of the error between the output and its desired set-point. The ability to realize such a memory element in living cells is fundamentally challenged by the fact that all biomolecules dilute as cells grow, resulting in a ‘leaky’ memory that gradually fades away. As a consequence, the adaptation property is lost. Here, we propose a general principle for designing integral controllers such that the performance is practically unaffected by dilution. In particular, we mathematically prove that if the reactions implementing the integral controller are all much faster than dilution, then the adaptation error due to integration leakiness becomes negligible. We exemplify this design principle with two synthetic genetic circuits aimed at reaching adaptation of gene expression to fluctuations in cellular resources. Our results provide concrete guidance on the biomolecular processes that are most appropriate for implementing integral controllers in living cells.

scholarly journals Realizing ‘integral control’ in living cells: How to overcome leaky integration due to dilution?

2017 ◽  
Author(s):  
Yili Qian ◽  
Domitilla Del Vecchio
Keyword(s):  
Gene Expression ◽  
General Principle ◽  
Design Principle ◽  
Living Cells ◽  
Genetic Circuits ◽  
Memory Element ◽  
Integral Control ◽  
Leaky Integration ◽  
Integral Controller ◽  
Unique Ability

AbstractA major problem in the design of synthetic genetic circuits is robustness to perturbations and uncertainty. Because of this, there have been significant efforts in recent years in finding approaches to implement integral control in genetic circuits. Integral controllers have the unique ability to make the output of a process adapt perfectly to disturbances. However, implementing an integral controller is challenging in living cells. This is because a key aspect of any integral controller is a “memory” element that stores the accumulation (integral) of the error between the output and its desired set-point. The ability to realize such a memory element in living cells is fundamentally challenged by the fact that all biomolecules dilute as cells grow, resulting in a “leaky” memory that gradually fades away. As a consequence, the adaptation property is lost. Here, we propose a general principle for designing integral controllers such that the performance is practically unaffected by dilution. In particular, we mathematically prove that if the reactions implementing the integral controller are all much faster than dilution, then the adaptation error due to integration leakiness becomes negligible. We exemplify this design principle with two synthetic genetic circuits aimed at reaching adaptation of gene expression to fluctuations in cellular resources. Our results provide concrete guidance on the biomolecular processes that are most appropriate for implementing integral controllers in living cells.

scholarly journals A quasi-integral controller for adaptation of genetic modules to variable ribosome demand

2018 ◽  
Author(s):  
Hsin-Ho Huang ◽  
Yili Qian ◽  
Domitilla Del Vecchio
Keyword(s):  
Gene Expression ◽  
Small Rna ◽  
Sigma Factor ◽  
Feedback Controller ◽  
Gene Expression Level ◽  
Expression Level ◽  
Modular Construction ◽  
Genetic Circuits ◽  
Ecf Sigma Factor ◽  
Integral Controller

AbstractThe behavior of genetic circuits is often poorly predictable. A gene’s expression level is not only determined by the intended regulators, but also largely dictated by changes in ribosome availability imparted by activation or repression of other genes. To address this problem, we design a quasi-integral biomolecular feedback controller that enables the expression level of any gene of interest (GOI) to adapt to changes in available ribosomes. The feedback is implemented through a synthetic small RNA (sRNA) that silences the GOI’s mRNA, and uses orthogonal extracytoplasmic function (ECF) sigma factor to sense the GOI’s translation and to actuate sRNA transcription. Without the controller, the expression level of the GOI is reduced by 50% when a resource competitor is activated. With the controller, by contrast, gene expression level is practically unaffected by the competitor. This feedback controller allows adaptation of genetic modules to variable ribosome demand and thus aids modular construction of complicated circuits.

scholarly journals High-performance chemical- and light-inducible recombinases in mammalian cells and mice

2019 ◽  
Vol 10 (1) ◽  
Author(s):  
Benjamin H. Weinberg ◽  
Jang Hwan Cho ◽  
Yash Agarwal ◽  
N. T. Hang Pham ◽  
Leidy D. Caraballo ◽  
...  
Keyword(s):  
Gene Expression ◽  
Mammalian Cells ◽  
High Performance ◽  
Genome Engineering ◽  
Genetic Circuits ◽  
Control Of Gene Expression ◽  
Expression Control ◽  
Gene Expression Control ◽  
High Performance Systems ◽  
Spatiotemporal Control

Abstract Site-specific DNA recombinases are important genome engineering tools. Chemical- and light-inducible recombinases, in particular, enable spatiotemporal control of gene expression. However, inducible recombinases are scarce due to the challenge of engineering high performance systems, thus constraining the sophistication of genetic circuits and animal models that can be created. Here we present a library of >20 orthogonal inducible split recombinases that can be activated by small molecules, light and temperature in mammalian cells and mice. Furthermore, we engineer inducible split Cre systems with better performance than existing systems. Using our orthogonal inducible recombinases, we create a genetic switchboard that can independently regulate the expression of 3 different cytokines in the same cell, a tripartite inducible Flp, and a 4-input AND gate. We quantitatively characterize the inducible recombinases for benchmarking their performances, including computation of distinguishability of outputs. This library expands capabilities for multiplexed mammalian gene expression control.

scholarly journals Regulation and imaging of gene expression via an RNA interference antagonistic biomimetic probe

2017 ◽  
Vol 8 (7) ◽  
pp. 4973-4977 ◽  
Author(s):  
Kai Zhang ◽  
Xue-Jiao Yang ◽  
Wei Zhao ◽  
Ming-Chen Xu ◽  
Jing-Juan Xu ◽  
...  
Keyword(s):  
Gene Expression ◽  
Gene Regulation ◽  
Rna Interference ◽  
Living Cells

A versatile strategy is reported which permits gene regulation and imaging in living cells via an RNA interference antagonistic probe.

scholarly journals Characterization, modelling and mitigation of gene expression burden in mammalian cells

2019 ◽  
Author(s):  
T Frei ◽  
F Cella ◽  
F Tedeschi ◽  
J Gutierrez ◽  
GB Stan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Mammalian Cells ◽  
Genome Engineering ◽  
Host Cells ◽  
Genetic Circuits ◽  
Circuit Performance ◽  
Resource Requirements ◽  
Synthetic Circuit ◽  
Resource Aware

AbstractDespite recent advances in genome engineering, the design of genetic circuits in mammalian cells is still painstakingly slow and fraught with inexplicable failures. Here we demonstrate that competition for limited transcriptional and translational resources dynamically couples otherwise independent co-expressed exogenous genes, leading to diminished performance and contributing to the divergence between intended and actual function. We also show that the expression of endogenous genes is likewise impacted when genetic payloads are expressed in the host cells. Guided by a resource-aware mathematical model and our experimental finding that post-transcriptional regulators have a large capacity for resource redistribution, we identify and engineer natural and synthetic miRNA-based incoherent feedforward loop (iFFL) circuits that mitigate gene expression burden. The implementation of these circuits features the novel use of endogenous miRNAs as integral components of the engineered iFFL device, a versatile hybrid design that allows burden mitigation to be achieved across different cell-lines with minimal resource requirements. This study establishes the foundations for context-aware prediction and improvement of in vivo synthetic circuit performance, paving the way towards more rational synthetic construct design in mammalian cells.

scholarly journals A modular toolset for electrogenetics

2021 ◽  
Author(s):  
Joshua M Lawrence ◽  
Yutong Yin ◽  
Paolo Bombelli ◽  
Alberto Scarampi ◽  
Marko Storch ◽  
...  
Keyword(s):  
Gene Expression ◽  
Industrial Applications ◽  
Electrochemical Activation ◽  
Genetic Circuits ◽  
Control Of Gene Expression ◽  
Promoter Library ◽  
Redox Responsive ◽  
Electrochemical Control ◽  
Redox Molecules ◽  
New Applications

Synthetic biology research and its industrial applications rely on the deterministic spatiotemporal control of gene expression. Recently, electrochemical control of gene expression has been demonstrated in electrogenetic systems (redox-responsive promoters used alongside redox inducers and an electrode), allowing for the direct integration of electronics with complex biological processes for a variety of new applications. However, the use of electrogenetic systems is limited by poor activity, tunability and standardisation. Here, we have developed a variety of genetic and electrochemical tools that facilitate the design and vastly improve the performance of electrogenetic systems. We developed a strong, unidirectional, redox-responsive promoter before deriving a mutant promoter library with a spectrum of strengths. We then constructed genetic circuits with these parts and demonstrated their activation by multiple classes of redox molecules. Finally, we demonstrated electrochemical activation of gene expression in aerobic conditions utilising a novel, modular bioelectrochemical device. This toolset provides researchers with all the elements needed to design and build optimised electrogenetic systems for specific applications.

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