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Cortical reliability amid noise and chaos.
Max Nolte1, Michael W Reimann2, James G King2
1Blue Brain Project, École Polytechnique Fédérale de Lausanne, 1202, Geneva, Switzerland. max.nolte@epfl.ch.
Nature Communications
|August 24, 2019
Summary
Cortical neurons show variable responses, but this study reveals how internal network chaos can enable precise spike timing for sensory processing. This resolves debates on neural coding mechanisms.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Cortical neuron responses to identical stimuli are typically variable, leading to the rate coding hypothesis.
- Spike-time coding has been proposed but its role is limited by unexplored internal network variability.
- Understanding internally generated variability is crucial for deciphering neural coding.
Purpose of the Study:
- To quantify internally generated variability in cortical circuits.
- To investigate the role of noise and network dynamics in neural coding.
- To reconcile the apparent contradiction between network chaos and reliable spike timing.
Main Methods:
- Developed a biophysical model of rat neocortical microcircuitry.
- Incorporated biologically realistic noise sources, focusing on stochastic neurotransmitter release.
- Analyzed network dynamics under varying input conditions.
Main Results:
- Stochastic neurotransmitter release was identified as a key driver of internal variability and chaotic recurrent network dynamics.
- Nonlinear recurrent dynamics were found to transiently overcome chaos with weak thalamocortical inputs.
- Reliable spike times with millisecond precision were supported by the model.
Conclusions:
- Noisy and chaotic dynamics of recurrent cortical microcircuitry are compatible with stimulus-evoked, millisecond spike-time reliability.
- This resolves the long-standing debate between rate coding and spike-time coding in the cortex.
- The study highlights how internal network properties can support precise neural information processing.
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