TY - GEN
T1 - Model checking tap withdrawal in c. Elegans
AU - Islam, Md Ariful
AU - De Francisco, Richard
AU - Fan, Chuchu
AU - Grosu, Radu
AU - Mitra, Sayan
AU - Smolka, Scott A.
N1 - Funding Information:
We would like to thank Junxing Yang, Heraldo Memelli, Farhan Ali, and Elizabeth Cherry for their numerous contributions to this project. Our research is supported in part by the following grants: NSF IIS 1447549, NSF CAR 1054247, AFOSR FA9550-14-1-0261, AFOSR YIP FA9550-12-1-0336, CCF-0926190, and NASA NNX12AN15H.
Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015
Y1 - 2015
N2 - We present what we believe to be the first formal verification of a biologically realistic (nonlinear ODE) model of a neural circuit in a multicellular organism: Tap Withdrawal (TW) in C. Elegans, the common roundworm. TW is a reflexive behavior exhibited by C. Elegans in response to vibrating the surface on which it is moving; the neural circuit underlying this response is the subject of this investigation. Specially, we perform reach-tube-based reachability analysis on the TW circuit model of Wicks et al. (1996) to estimate key model parameters. Underlying our approach is the use of Fan and Mitra’s recently developed technique for automatically computing local discrepancy (convergence and divergence rates) of general nonlinear systems. The results we obtain are a significant extension of those of Wicks et al. (1996), who equip their model with fixed parameter values that reproduce the predominant TW response they observed experimentally in a population of 590 worms. In contrast, our techniques allow us to much more fully explore the model’s parameter space, identifying in the process the parameter ranges responsible for the predominant behavior as well as the non-dominant ones. The verification framework we developed to conduct this analysis is model-agnostic, and can thus be re-used on other complex nonlinear systems.
AB - We present what we believe to be the first formal verification of a biologically realistic (nonlinear ODE) model of a neural circuit in a multicellular organism: Tap Withdrawal (TW) in C. Elegans, the common roundworm. TW is a reflexive behavior exhibited by C. Elegans in response to vibrating the surface on which it is moving; the neural circuit underlying this response is the subject of this investigation. Specially, we perform reach-tube-based reachability analysis on the TW circuit model of Wicks et al. (1996) to estimate key model parameters. Underlying our approach is the use of Fan and Mitra’s recently developed technique for automatically computing local discrepancy (convergence and divergence rates) of general nonlinear systems. The results we obtain are a significant extension of those of Wicks et al. (1996), who equip their model with fixed parameter values that reproduce the predominant TW response they observed experimentally in a population of 590 worms. In contrast, our techniques allow us to much more fully explore the model’s parameter space, identifying in the process the parameter ranges responsible for the predominant behavior as well as the non-dominant ones. The verification framework we developed to conduct this analysis is model-agnostic, and can thus be re-used on other complex nonlinear systems.
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U2 - 10.1007/978-3-319-26916-0_11
DO - 10.1007/978-3-319-26916-0_11
M3 - Conference contribution
AN - SCOPUS:84955290697
SN - 9783319269153
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 195
EP - 210
BT - Hybrid Systems Biology - 4th International Workshop, HSB 2015, Revised Selected Papers
A2 - Abate, Alessandro
A2 - Šafránek, David
PB - Springer Verlag
T2 - 4th International Workshop on Hybrid Systems Biology, HSB 2015
Y2 - 4 September 2015 through 5 September 2015
ER -