Earlier Version

Model checking gene regulatory networks

M. Giacobbe, C.C. Guet, A. Gupta, T.A. Henzinger, T. Paixao, T. Petrov, 9035 (2015) 469–483.


Conference Paper | Published | English
Series Title
LNCS
Abstract
The behaviour of gene regulatory networks (GRNs) is typically analysed using simulation-based statistical testing-like methods. In this paper, we demonstrate that we can replace this approach by a formal verification-like method that gives higher assurance and scalability. We focus on Wagner’s weighted GRN model with varying weights, which is used in evolutionary biology. In the model, weight parameters represent the gene interaction strength that may change due to genetic mutations. For a property of interest, we synthesise the constraints over the parameter space that represent the set of GRNs satisfying the property. We experimentally show that our parameter synthesis procedure computes the mutational robustness of GRNs –an important problem of interest in evolutionary biology– more efficiently than the classical simulation method. We specify the property in linear temporal logics. We employ symbolic bounded model checking and SMT solving to compute the space of GRNs that satisfy the property, which amounts to synthesizing a set of linear constraints on the weights.
Publishing Year
Date Published
2015-04-01
Acknowledgement
SNSF Early Postdoc.Mobility Fellowship, the grant number P2EZP2 148797.
Volume
9035
Page
469 - 483
Conference
TACAS: Tools and Algorithms for the Construction and Analysis of Systems
Conference Location
London, United Kingdom
Conference Date
2015-04-11 – 2015-04-18
IST-REx-ID

Cite this

Giacobbe M, Guet CC, Gupta A, Henzinger TA, Paixao T, Petrov T. Model checking gene regulatory networks. 2015;9035:469-483. doi:10.1007/978-3-662-46681-0_47
Giacobbe, M., Guet, C. C., Gupta, A., Henzinger, T. A., Paixao, T., & Petrov, T. (2015). Model checking gene regulatory networks. Presented at the TACAS: Tools and Algorithms for the Construction and Analysis of Systems, London, United Kingdom: Springer. https://doi.org/10.1007/978-3-662-46681-0_47
Giacobbe, Mirco, Calin C Guet, Ashutosh Gupta, Thomas A Henzinger, Tiago Paixao, and Tatjana Petrov. “Model Checking Gene Regulatory Networks.” Lecture Notes in Computer Science. Springer, 2015. https://doi.org/10.1007/978-3-662-46681-0_47.
M. Giacobbe, C. C. Guet, A. Gupta, T. A. Henzinger, T. Paixao, and T. Petrov, “Model checking gene regulatory networks,” vol. 9035. Springer, pp. 469–483, 2015.
Giacobbe M, Guet CC, Gupta A, Henzinger TA, Paixao T, Petrov T. 2015. Model checking gene regulatory networks. 9035, 469–483.
Giacobbe, Mirco, et al. Model Checking Gene Regulatory Networks. Vol. 9035, Springer, 2015, pp. 469–83, doi:10.1007/978-3-662-46681-0_47.

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