While significant progress had been made in synthetic biology over the last decade, researchers still lack a reliable tool for computer-aided design of gene regulatory networks (GRN), one that can reveal the full range of nonlinear dynamic behaviors in a single run. Here, we propose a network design cycle that utilizes both the qualitative simulation of GRNs modeled by a class of ODE equations and the intrinsic stochasticity of regulation to ultimately design a network that exhibits a specified desired behavior with the highest probability. Finally, to show the power and ease of our method, we perform a case study with a real-life benchmark gene network to get a synthetic oscillator.

Model-Based Design of Synthetic Networks

L Ironi;DX Tran
2014

Abstract

While significant progress had been made in synthetic biology over the last decade, researchers still lack a reliable tool for computer-aided design of gene regulatory networks (GRN), one that can reveal the full range of nonlinear dynamic behaviors in a single run. Here, we propose a network design cycle that utilizes both the qualitative simulation of GRNs modeled by a class of ODE equations and the intrinsic stochasticity of regulation to ultimately design a network that exhibits a specified desired behavior with the highest probability. Finally, to show the power and ease of our method, we perform a case study with a real-life benchmark gene network to get a synthetic oscillator.
2014
Istituto di Matematica Applicata e Tecnologie Informatiche - IMATI -
978-84-15814-84-9
synthetic biology
qualitative dynamics
gene regulatory networks
stochastic parameters
network des
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/287279
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