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Synaptic Information Transmission in a Two-State Model of Short-Term Facilitation
Mehrdad Salmasi1,2,3, Martin Stemmler2,4, Stefan Glasauer2,3,5
1Graduate School of Systemic Neurosciences, Ludwig-Maximilians-Universität München, 82152 Planegg-Martinsried, Germany.
Short-term synaptic facilitation enhances neurotransmitter release probability. This study quantifies information transmission in facilitating synapses, revealing an energy-information trade-off that is robust to facilitation strength variations.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Information Theory
Background:
- Synaptic transmission involves neurotransmitter release, which is probabilistic and influenced by action potentials.
- Synaptic plasticity, including short-term facilitation, dynamically alters release probability based on recent activity.
- Quantifying information transmission in facilitating synapses is crucial for understanding neural computation.
Purpose of the Study:
- To derive bounds for information transmission rates in a model of short-term synaptic facilitation.
- To investigate the relationship between facilitation, synchronous and asynchronous release, and information transfer.
- To determine the energy-information trade-off in facilitating synapses.
Main Methods:
- Modeling the synapse as a two-state binary asymmetric channel.
- Analyzing the impact of action potentials on synaptic state transitions (facilitated vs. baseline).
- Deriving rigorous lower and upper bounds for mutual information rate.
Main Results:
- Information transmission bounds depend on asynchronous and synchronous release parameters.
- Increased synchronous facilitation enhances mutual information rate, but high intrinsic synchronous release probability degrades it.
- The energy-normalized information rate is robust to changes in facilitation strength, unlike the raw information rate.
Conclusions:
- Short-term synaptic facilitation has a complex effect on information transmission, dependent on release parameters.
- Facilitating synapses exhibit an energy-information trade-off, with energy-normalized information being a stable measure.
- Findings provide insights into the energetic costs and information processing capabilities of neural synapses.
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