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Published on: January 5, 2018
Stabilization of memory States by stochastic facilitating synapses.
1Volen National Center for Complex Systems and Department of Biology, Brandeis University, 415 South Street, Waltham, MA, 02454, USA. pmiller@brandeis.edu.
Synaptic facilitation enhances neural circuit stability and memory states by increasing firing-rate curve curvature. Synaptic depression reduces stability, impacting neural activity dynamics and bistability.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Neural Circuits
Background:
- Bistability in neural circuits arises from excitatory recurrent feedback.
- Activity state stability depends on firing-rate curves, feedback strength, spike timing, and neuron count.
Purpose of the Study:
- To investigate how synaptic facilitation and depression affect the stability of neural activity states.
- To analyze the impact of dynamic synapses on neural circuit bistability and memory.
Main Methods:
- Analytic methods with approximate formulae were used.
- Simulations of Poisson processes and noisy spiking model neurons were conducted.
- Distributions of synaptic vesicle inter-release intervals were calculated for dynamic synapses.
Main Results:
- Synaptic facilitation greatly enhances neural circuit stability.
- Synaptic depression reduces stability.
- Facilitating synapses increase the curvature of neural input-output functions, widening bistability regions and enhancing memory state lifetimes.
- The coefficient of variation of release intervals differs from interspike intervals for dynamic synapses.
Conclusions:
- Synaptic dynamics, particularly facilitation, play a crucial role in stabilizing neural activity and supporting memory.
- Understanding synaptic plasticity is key to comprehending neural computation and information storage.
- Dynamic synapses alter synaptic efficacy based on input rates, influencing circuit behavior.
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