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Multi-stability and pattern-selection in oscillatory networks with fast inhibition and electrical synapses
Tiaza Bem1, Pierre Meyrand, Pascal Branchereau
1Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland. tiaza.bem@ibib.waw.pl
Plos One
|December 2, 2008
Summary
Transient signals can switch neural network activity patterns. The stimulus profile determines the resulting pattern, suggesting information can be stored in network activity over time.
Area of Science:
- Computational neuroscience
- Network dynamics
- Systems biology
Background:
- Oscillatory neural networks can exhibit multiple stable activity patterns.
- Switching between these patterns is induced by transient signals, but signal properties are poorly understood.
Purpose of the Study:
- Investigate signal properties that induce switching between in-phase (IP) and anti-phase (AP) activity patterns in neural networks.
- Explore how stimulus profiles encode information in network dynamics.
Main Methods:
- Numerical simulations of neural networks of varying sizes (2, 4, 6 cells) composed of relaxation oscillators.
- Analysis of susceptibility windows for pattern switching.
- Application of depolarizing and hyperpolarizing stimuli to specific cell subpopulations.
Main Results:
- Susceptibility windows for switching between IP and AP patterns are consistent across different network sizes.
- Specific stimulus profiles can evoke switching to different AP patterns.
- The resulting network activity pattern encodes the profile of the applied stimulus.
Conclusions:
- Transient signals with specific profiles can reliably induce pattern switching in oscillatory networks.
- The network's response encodes information about the stimulus, suggesting a mechanism for information storage.
- These findings apply to various network architectures, including those with electrical synapses and cross-inhibition.
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