Title
Model checking liveness properties of genetic regulatory networks
Abstract
Recent studies have demonstrated the possibility to build genetic regulatory networks that confer a desired behavior to a living organism. However, the design of these networks is difficult, notably because of uncertainties on parameter values. In previous work, we proposed an approach to analyze genetic regulatory networks with parameter uncertainties. In this approach, the models are based on piecewise-multiaffine (PMA) differential equations, the specifications are expressed in temporal logic, and uncertain parameters are given by intervals. Abstractions are used to obtain finite discrete representations of the dynamics of the system, amenable to model checking. However, the abstraction process creates spurious behaviors along which time does not progress, called time-converging behaviors. Consequently, the verification of liveness properties, expressing that something will eventually happen, and implicitly assuming progress of time, often fails. In this work, we extend our previous approach to enforce progress of time. More precisely, we define transient regions as subsets of the state space left in finite time by every solution trajectory, show how they can be used to rule out time-converging behaviors, and provide sufficient conditions for their identification in PMA systems. This approach is implemented in RoVerGeNe and applied to the analysis of a network built in the bacterium E. coli.
Year
DOI
Venue
2007
10.1007/978-3-540-71209-1_25
TACAS
Keywords
Field
DocType
parameter value,parameter uncertainty,uncertain parameter,time-converging behavior,genetic regulatory network,previous work,liveness property,finite discrete representation,pma system,previous approach,finite time,state space,model checking,differential equation
Transition system,Discrete mathematics,Differential equation,Model checking,Computer science,Theoretical computer science,Temporal logic,State space,Spurious relationship,Trajectory,Liveness
Conference
Volume
ISSN
Citations 
4424
0302-9743
12
PageRank 
References 
Authors
0.88
14
3
Name
Order
Citations
PageRank
Grégory Batt136425.79
Calin Belta22197153.54
Ron Weiss3422.95