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The Journal of Neurophysiology Vol. 87 No. 1 January 2002, pp. 140-148
Copyright ©2002 by the American Physiological Society
1Department of Neurobiology, Weizmann Institute of Science, Rehovot 76100; and 2Center for Neural Computation and 3Department of Neurobiology, The Hebrew University, Jerusalem 91904, Israel
Fuhrmann, Galit,
Idan Segev,
Henry Markram, and
Misha Tsodyks.
Coding of Temporal Information by Activity-Dependent Synapses. J. Neurophysiol. 87: 140-148, 2002. Synaptic transmission in the neocortex is dynamic,
such that the magnitude of the postsynaptic response changes with the
history of the presynaptic activity. Therefore each response carries
information about the temporal structure of the preceding
presynaptic input spike train. We quantitatively analyze the
information about previous interspike intervals, contained in single
responses of dynamic synapses, using methods from information theory
applied to experimentally based deterministic and probabilistic
phenomenological models of depressing and facilitating synapses. We
show that for any given dynamic synapse, there exists an optimal
frequency of presynaptic spike firing for which the information content
is maximal; simple relations between this optimal frequency and the
synaptic parameters are derived. Depressing neocortical synapses are
optimized for coding temporal information at low firing rates of 0.5-5
Hz, typical to the spontaneous activity of cortical neurons, and carry
significant information about the timing of up to four preceding
presynaptic spikes. Facilitating synapses, however, are optimized to
code information at higher presynaptic rates of 9-70 Hz and can
represent the timing of over eight presynaptic spikes.
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