Title :
Periodic Orbits and Equilibria in Glass Models for Gene Regulatory Networks
Author :
Zinovik, Igor ; Chebiryak, Yury ; Kroening, Daniel
Author_Institution :
LTNT Lab. of Thermodynamics in Emerging Technol., ETH Zurich, Zurich, Switzerland
Abstract :
Glass models are frequently used to model gene regulatory networks. A distinct feature of the Glass model is that its dynamics can be formalized as paths through multi-dimensional binary hypercubes. In this paper, we report a broad range of results about Glass models that have been obtained by computing the binary codes that correspond to the hypercube paths. Specifically, we propose algorithmic methods for the synthesis of specific Glass networks based on these codes. In contrast to existing work, bi-periodic networks and networks possessing both stable equilibria and periodic trajectories are considered. The robustness of the attractor is also addressed, which gives rise to hypercube paths with nondominated nodes and double coils. These paths correspond to novel combinatorial problems, for which initial experimental results are presented. Finally, a classification of Glass networks with respect to their corresponding gene interaction graphs for three genes is presented.
Keywords :
cellular biophysics; genetics; glass; molecular biophysics; numerical analysis; physiological models; algorithmic methods; attractor robustness; binary codes computing; cell dynamics; gene regulatory networks; glass models; multidimensional binary hypercubes; periodic orbits; periodic trajectories; stable equilibria trajectories; Algorithm design and analysis; Binary codes; Biological system modeling; Biology computing; Chemicals; Differential equations; Genetics; Glass; Hypercubes; Orbits; Circuit codes; dominating codes; gene regulatory networks; hypercube; induced cycle; snake-in-the-box codes; wiring diagram;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2009.2037078