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Intrinsic dynamics in neuronal networks. I. Theory
P E Latham1, B J Richmond, P G Nelson
1Department of Neurobiology, University of California at Los Angeles, Los Angeles, California 90095, USA.
Journal of Neurophysiology
|February 11, 2000
Summary
The fraction of intrinsically active neurons controls mammalian neural network firing patterns, transitioning from silence to bursting, and finally to steady low-rate firing. Network connectivity influences activity oscillations.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Mammalian nervous system networks exhibit spontaneous activity in two main patterns: steady low-rate firing and rhythmic bursting.
- Understanding the mechanisms generating these firing patterns and the transitions between them is crucial for comprehending neural dynamics.
Purpose of the Study:
- To theoretically investigate how dynamic interactions between excitatory and inhibitory neurons generate distinct neural firing patterns.
- To determine the key parameters controlling transitions between steady firing and bursting in neuronal networks.
Main Methods:
- Utilized a semianalytic model based on mean firing rate dynamics.
- Employed simulations of large neuronal networks to analyze intrinsic dynamics.
- Examined the role of the fraction of endogenously active cells and network connectivity.
Main Results:
- The fraction of endogenously active cells is the primary determinant of firing patterns: increasing this fraction transitions networks from high firing rates to bursting, and then to low-rate steady firing.
- Network connectivity modulates whether activity is constant or oscillates around the mean firing rate.
- These findings rely on conventional assumptions of neuronal excitation, inhibition, and spike-frequency adaptation.
Conclusions:
- The proportion of intrinsically active neurons dictates spontaneous network activity patterns in the mammalian nervous system.
- Two experimentally testable predictions: low-rate firing networks require endogenously active cells, and reducing their fraction induces bursting.