Title :
Symbolic approach to verification and control of deterministic/probabilistic Boolean networks
Author :
Kobayashi, Kaoru ; Hiraishi, Kunihiko
Author_Institution :
Sch. of Inf. Sci., Japan Adv. Inst. of Sci. & Technol., Ishikawa, Japan
Abstract :
A Boolean network (BN) is well known as one of the models of biological networks such as gene regulatory networks, and has been extensively studied. In this study, for a BN, the verification/control problems are discussed. First, a probabilistic model including both synchronous and asynchronous Boolean dynamics is derived. This model can be generalised as a probabilistic BN. Next, a solution method of the verification/control problems is proposed, based on a probabilistic model checker PRISM. Finally, the PRISM-based method is applied to an apoptosis network and a WNT5A network. The proposed approach provides us an easy and convenient tool for analysis and control of biological networks.
Keywords :
biology computing; formal verification; genetics; network theory (graphs); probability; symbol manipulation; WNT5A network; apoptosis network; asynchronous Boolean dynamics; biological network; deterministic Boolean network; gene regulatory network; probabilistic Boolean network; probabilistic model checker PRISM; symbolic approach; synchronous Boolean dynamics; verification-control problems;
Journal_Title :
Systems Biology, IET
DOI :
10.1049/iet-syb.2012.0018