How to record a million synaptic weights in a hippocampal slice
1National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India. bhalla@ncbs.res.in
Plos Computational Biology
|June 21, 2008
Summary
Mapping brain circuit wiring is crucial. This study shows how detecting single synaptic inputs is possible by analyzing changes in neuron activity, even with noisy optical recordings, enabling large-scale neural network analysis.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Understanding brain circuit function requires detailed wiring diagrams.
- Current large-scale mapping methods struggle to detect individual synaptic responses due to small signal magnitudes.
- Optical stimulation and recording offer potential for high-throughput neural circuit analysis.
Purpose of the Study:
- To analyze the detectability of single synaptic responses using coarse optical recordings of somatic calcium.
- To model a large-scale neural network to simulate and evaluate a novel synaptic detection method.
- To assess the impact of stochastic resonance and noise on synaptic input detection.
Main Methods:
- Computational modeling of a network with 10,000 input axons and 100 CA1 pyramidal neurons.
- Simulation of baseline activity to elicit somatic action potentials and strong calcium signals.
- Analysis of response distribution shifts caused by single axonal inputs, considering probabilistic synaptic release.
Main Results:
- A single synaptic input can shift the distribution of output action potentials, detectable with sufficient repetitions (approx. 80).
- The proposed method can resolve up to 35% of activated synapses with 20% recording noise.
- Stochastic resonance enhances the detectability of single synaptic inputs.
Conclusions:
- Detecting single synaptic events is feasible using somatic calcium recordings by analyzing shifts in action potential output distributions.
- Optical stimulation and recording methods, combined with this analysis technique, can potentially map up to a million synapses in a single experiment.
- This approach significantly advances the capability for large-scale neural circuit connectomics.
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