Modeling Biological Pathway Dynamics With Timed Automata

被引:12
|
作者
Schivo, Stefano [1 ]
Scholma, Jetse [2 ]
Wanders, Brend [3 ]
Camacho, Ricardo A. Urquidi [2 ]
van der Vet, Paul E. [3 ]
Karperien, Marcel [2 ]
Langerak, Rom [1 ]
van de Pol, Jaco [1 ]
Post, Janine N. [2 ]
机构
[1] Univ Twente, Fac Elect Engn Math & Comp Sci, Formal Methods & Tools Grp, NL-7522 NB Enschede, Netherlands
[2] MIRA Inst Biomed Technol & Tech Med, Dev BioEngn Grp, NL-7500 AE Enschede, Netherlands
[3] Univ Twente, Fac Elect Engn Math & Comp Sci, Human Media Interact Grp, NL-7522 NB Enschede, Netherlands
关键词
Dynamic behavior; modeling; signaling pathway; Timed Automata; CELL;
D O I
10.1109/JBHI.2013.2292880
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Living cells are constantly subjected to a plethora of environmental stimuli that require integration into an appropriate cellular response. This integration takes place through signal transduction events that form tightly interconnected networks. The understanding of these networks requires capturing their dynamics through computational support and models. ANIMO (analysis of Networks with Interactive Modeling) is a tool that enables the construction and exploration of executable models of biological networks, helping to derive hypotheses and to plan wet-lab experiments. The tool is based on the formalism of Timed Automata, which can be analyzed via the UPPAAL model checker. Thanks to Timed Automata, we can provide a formal semantics for the domain-specific language used to represent signaling networks. This enforces precision and uniformity in the definition of signaling pathways, contributing to the integration of isolated signaling events into complex network models. We propose an approach to discretization of reaction kinetics that allows us to efficiently use UPPAAL as the computational engine to explore the dynamic behavior of the network of interest. A user-friendly interface hides the use of Timed Automata from the user, while keeping the expressive power intact. Abstraction to single-parameter kinetics speeds up construction of models that remain faithful enough to provide meaningful insight. The resulting dynamic behavior of the network components is displayed graphically, allowing for an intuitive and interactive modeling experience.
引用
收藏
页码:832 / 839
页数:8
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