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Network mechanism for insect olfaction
Pamela B Pyzza1, Katherine A Newhall2, Gregor Kovačič3
1Department of Mathematics and Statistics, Kenyon College, Gambier, OH USA.
Cognitive Neurodynamics
|March 31, 2021
Summary
Neural network dynamics in the olfactory pathway show conserved behaviors across species. Fast and slow inhibition time scales are key to these conserved network oscillations and firing patterns.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Mathematical Biology
Background:
- Early olfactory pathway responses exhibit conserved dynamical behaviors across diverse phyla, including insects and mammals.
- These conserved dynamics frequently involve transitions between quiescence, collective network oscillations, and asynchronous firing patterns.
Purpose of the Study:
- To investigate the hypothesis that the time scales of fast excitation and inhibition are fundamental to conserved olfactory network dynamics.
- To elucidate the mathematical structure underlying these common dynamical behaviors across species.
Main Methods:
- Development of an idealized, conductance-based integrate-and-fire model for numerical simulations.
- Derivation of a firing-rate model to analyze the underlying mathematical structure.
- Identification of a slow passage through a saddle-node-on-an-invariant-circle bifurcation structure.
Main Results:
- Numerical simulations support the hypothesis that specific time scales of excitation and inhibition drive conserved network dynamics.
- The derived firing-rate model reveals a saddle-node-on-an-invariant-circle bifurcation structure.
- This bifurcation structure provides a mathematical framework for understanding the observed dynamical transitions.
Conclusions:
- The time scales of neuronal inhibition and excitation are critical determinants of conserved dynamical behaviors in early olfactory processing.
- The identified bifurcation structure offers novel insights into neuronal assembly dynamics.
- Similar mathematical structures may underlie conserved dynamics in other sensory systems.
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