학술논문

Analysis of the Lactose metabolism in E. coli using sum-of-squares decomposition
Document Type
Conference
Source
Proceedings of the 44th IEEE Conference on Decision and Control Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on. :879-884 2005
Subject
Robotics and Control Systems
Computing and Processing
Biochemistry
Biological system modeling
Steady-state
Kinetic theory
Cells (biology)
Analytical models
Mathematical model
Predictive models
Differential equations
Computational biology
Language
ISSN
0191-2216
Abstract
We provide a system-theoretic analysis of the mathematical model of lactose induction in E.coli which predicts the level of lactose induction into the cell for specified values of external lactose. Depending on the levels of external lactose and other parameters, the Lac operon is known to have a low steady state in which it is said to be turned off and high steady state where it is said to be turned on. Furthermore, the model has been shown experimentally to exhibit a bi-stable behavior. Using ideas from Lyapunov stability theory and sum-of-squares decomposition, we characterize the reachable state space for different sets of initial conditions, calculating estimates of the regions of attraction of the biologically relevant equilibria of this system. The changes in the basins of attraction with changes in model parameters can be used to provide biological insight. Specifically, we explain the crucial role played by a small basal transcription rate in the Lac operon. We show that if the basal rate is below a threshold, the region of attraction of the low steady state grows significantly, indicating that system is trapped in the (off) mode, showing the importance of the basal rate of transcription.