Fast Computations in Cortical Ensembles Require Rapid Initiation of Action Potentials
- 1Department of Psychology, University of Connecticut, Storrs, Connecticut 06269,
- 2Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, Moscow 117485, Russia, and
- 3Max Planck Institute for Dynamics and Self-Organization and Bernstein Center for Computational Neuroscience, D-37077 Göttingen, Germany
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Author contributions: A.M., F.W., and M.V. designed research; V.I., A.M., and M.V. performed research; V.I. contributed unpublished reagents/analytic tools; V.I., A.M., and M.V. analyzed data; V.I., A.M., F.W., and M.V. wrote the paper.
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↵*V.I. and A.M. contributed equally to this work.
Abstract
The abilities of neuronal populations to encode rapidly varying stimuli and respond quickly to abrupt input changes are crucial for basic neuronal computations, such as coincidence detection, grouping by synchrony, and spike-timing-dependent plasticity, as well as for the processing speed of neuronal networks. Theoretical analyses have linked these abilities to the fast-onset dynamics of action potentials (APs). Using a combination of whole-cell recordings from rat neocortical neurons and computer simulations, we provide the first experimental evidence for this conjecture and prove its validity for the case of distal AP initiation in the axon initial segment (AIS), typical for cortical neurons. Neocortical neurons with fast-onset APs in the soma can phase-lock their population firing to signal frequencies up to ∼300–400 Hz and respond within 1–2 ms to subtle changes of input current. The ability to encode high frequencies and response speed were dramatically reduced when AP onset was slowed by experimental manipulations or was intrinsically slow due to immature AP generation mechanisms. Multicompartment conductance-based models reproducing the initiation of spikes in the AIS could encode high frequencies only if AP onset was fast at the initiation site (e.g., attributable to cooperative gating of a fraction of sodium channels) but not when fast onset of somatic AP was produced solely by backpropagation. We conclude that fast-onset dynamics is a genuine property of cortical AP generators. It enables fast computations in cortical circuits that are rich in recurrent connections both within each region and across the hierarchy of areas.
- Received February 16, 2012.
- Revision received October 31, 2012.
- Accepted November 9, 2012.
- Copyright © 2013 the authors 0270-6474/13/332281-12$15.00/0





