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Stabilizing and Destabilizing Effects of Embedding 3-Node Subgraphs on the State Space of Boolean Networks

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Cellular Automata (ACRI 2008)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 5191))

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Abstract

We demonstrate the effects of embedding subgraphs in a Boolean network, which is one of the discrete dynamic models for transcriptional regulatory networks. After comparing the dynamic properties of networks embedded with seven different subgraphs including feedback and feedforward subgraphs, we found that complexity of the state space increases with longer lengths of attractors, and the number of attractors is reduced for networks with more feedforward subgraphs. In addition, feedforward subgraphs can provide higher mutual information with lower entropy in a temporal program of gene expression. Networks with the other six subgraphs show opposite effects on network dynamics. This is roughly consistent with Thomas’s conjecture. These results suggest that feedforward subgraph is favorable local structure in complex biological networks.

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References

  1. Barabási, A.-L., Oltvai, Z.N.: Network biology: Understanding the cell’s functional organization. Nature Genetics 5, 101–112 (2004)

    Article  Google Scholar 

  2. Newman, M., Barabási, A.-L., Watts, D.J.: The Structure and Dynamics of Networks. Princeton University Press, Princeton (2006)

    MATH  Google Scholar 

  3. Alon, U.: An Introduction to Systems Biology. Chapman & Hall/CRC (2006)

    Google Scholar 

  4. Milo, R., Shen-Orr, S., Itzkovitz, S., Kashtan, N., Chklovskii, D., Alon, U.: Network motifs: simple building blocks of complex networks. Science 298, 824–827 (2002)

    Article  Google Scholar 

  5. Kauffman, S.A.: The Origins of Order. Oxford University Press, Oxford (1993)

    Google Scholar 

  6. Oosawa, C., Savageau, M.A.: Effects of alternative connectivity on behavior of randomly constructed Boolean networks. Physica D 170, 143–161 (2002)

    Article  MATH  Google Scholar 

  7. Harris, S., Sawhill, B., Wuensche, A., Kauffman, S.: A model of transcriptional regulatory networks based on biases in the observed regulation rules. Complexity 7, 23–40 (2002)

    Article  Google Scholar 

  8. Raeymakers, L.: Dynamics of Boolean Networks Controlled by Biologically Meaningful Functions. J. Theor. Biol. 218, 331–341 (2002)

    Article  Google Scholar 

  9. Setty, Y., Mayo, A.E., Surette, M.G., Alon, U.: Detailed map of cis-regulatory input function. Proc. Natl. Acad. Sci. 100, 7702–7707 (2003)

    Article  Google Scholar 

  10. Nikolajewa, S., Friedel, M., Wilhelm, T.: Boolean networks with biologically relevant rules show ordered behavior. BioSystems 90, 40–47 (2007)

    Article  Google Scholar 

  11. Oosawa, C., Takemoto, K., Savageau, M.A.: Effects of feedback and feedforward loops on dynamics of transcriptional regulatory model networks. In: Proceedings of the 13th International Symposium on Artificial Life and Robotics, pp. 885–890, http://arxiv.org/abs/0711.2730v2 [arXiv:0711.2730]

  12. Krawitz, P., Shmulevich, I.: Basin Entropy in Boolean Ensembles. Phys. Rev. Lett. 98, 158701 (2007)

    Article  Google Scholar 

  13. Oosawa, C., Takemoto, K., Matsumoto, S., Savageau, M.A.: Local cause of coherence in Boolean networks. In: Proceedings of the 12th International Symposium on Artificial Life and Robotics, pp. 621–626 (2007), http://arxiv.org/abs/nlin/0611049 [nlin/0611049]

  14. Oosawa, C.: Roles of hubs in Boolean networks. In: Proceedings of the 15th IEEE International Workshop on Nonlinear Dynamics of Electrical Systems, pp. 245–248 (2007), http://arxiv.org/abs/nlin/0703033 [nlin/0703033]

  15. Thomas, R., Thieffry, D., Kaufman, D.: Dynamical behaviour of biological regulatory networks I. Biological role of feedback loops and practical use of the concept of the loop-characteristic state. Bulletin of Mathematical Biology 57, 247–276 (1995)

    MATH  Google Scholar 

  16. Sontag, E.D.: Monotone and near-monotone biochemical networks. Syst. Synth. Biol. 1, 59–87 (2007)

    Article  Google Scholar 

  17. Sontag, E.D., Veliz-Cuba, A., Laubenbacher, R., Jarrah, A.S.: The effect of negative feedback subgraphs on the dynamics of Boolean networks, http://arxiv.org/abs/0707.3468v2 [arXiv:0707.3468]

  18. Mangan, S., Alon, U.: Structure and function of the feed-forward loop network motif. Proc. Natl. Acad. Sci. 100, 11980–11985 (2003)

    Article  Google Scholar 

  19. Balázsi, G., Barabśi, A.-L., Oltvai, Z.N.: Topological units of environmental signal processing in the transcriptional regulatory network of Escherichia coli. Proc. Natl. Acad. Sci. 102, 7841–7846 (2005)

    Article  Google Scholar 

  20. Moreira, A.A., Amaral, L.A.N.: Canalizing kauffman networks: Nonergodicity and its effect on their critical behavior. Phys. Rev. Lett. 94, 218702 (2005)

    Article  Google Scholar 

  21. Aldana, M., Cluzel, P.: A natural class of robust networks. Proc. Natl. Acad. Sci. 100, 8710–8714 (2003)

    Article  Google Scholar 

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Hiroshi Umeo Shin Morishita Katsuhiro Nishinari Toshihiko Komatsuzaki Stefania Bandini

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Oosawa, C., Savageau, M.A., Jarrah, A.S., Laubenbacher, R.C., Sontag, E.D. (2008). Stabilizing and Destabilizing Effects of Embedding 3-Node Subgraphs on the State Space of Boolean Networks. In: Umeo, H., Morishita, S., Nishinari, K., Komatsuzaki, T., Bandini, S. (eds) Cellular Automata. ACRI 2008. Lecture Notes in Computer Science, vol 5191. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-79992-4_13

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  • DOI: https://doi.org/10.1007/978-3-540-79992-4_13

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-79991-7

  • Online ISBN: 978-3-540-79992-4

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