Attentional modulation of firing rate and synchrony in a model cortical network. Buia, C. & Tiesinga, P. J Comput Neurosci, 20:247--264, Jun, 2006. abstract bibtex The response of a neuron in the visual cortex to stimuli of different contrast placed in its receptive field is commonly characterized using the contrast response curve. When attention is directed into the receptive field of a V4 neuron, its contrast response curve is shifted to lower contrast values (Reynolds et al., 2000). The neuron will thus be able to respond to weaker stimuli than it responded to without attention. Attention also increases the coherence between neurons responding to the same stimulus (Fries et al., 2001). We studied how the firing rate and synchrony of a densely interconnected cortical network varied with contrast and how they were modulated by attention. The changes in contrast and attention were modeled as changes in driving current to the network neurons.We found that an increased driving current to the excitatory neurons increased the overall firing rate of the network, whereas variation of the driving current to inhibitory neurons modulated the synchrony of the network. We explain the synchrony modulation in terms of a locking phenomenon during which the ratio of excitatory to inhibitory firing rates is approximately constant for a range of driving current values.We explored the hypothesis that contrast is represented primarily as a drive to the excitatory neurons, whereas attention corresponds to a reduction in driving current to the inhibitory neurons. Using this hypothesis, the model reproduces the following experimental observations: (1) the firing rate of the excitatory neurons increases with contrast; (2) for high contrast stimuli, the firing rate saturates and the network synchronizes; (3) attention shifts the contrast response curve to lower contrast values; (4) attention leads to stronger synchronization that starts at a lower value of the contrast compared with the attend-away condition. In addition, it predicts that attention increases the delay between the inhibitory and excitatory synchronous volleys produced by the network, allowing the stimulus to recruit more downstream neurons.
@article{ Buia_Tiesinga06,
author = {Buia, C. and Tiesinga, P.},
title = {{{A}ttentional modulation of firing rate and synchrony in a model
cortical network}},
journal = {J Comput Neurosci},
year = {2006},
volume = {20},
pages = {247--264},
month = {Jun},
abstract = {The response of a neuron in the visual cortex to stimuli of different
contrast placed in its receptive field is commonly characterized
using the contrast response curve. When attention is directed into
the receptive field of a V4 neuron, its contrast response curve is
shifted to lower contrast values (Reynolds et al., 2000). The neuron
will thus be able to respond to weaker stimuli than it responded
to without attention. Attention also increases the coherence between
neurons responding to the same stimulus (Fries et al., 2001). We
studied how the firing rate and synchrony of a densely interconnected
cortical network varied with contrast and how they were modulated
by attention. The changes in contrast and attention were modeled
as changes in driving current to the network neurons.We found that
an increased driving current to the excitatory neurons increased
the overall firing rate of the network, whereas variation of the
driving current to inhibitory neurons modulated the synchrony of
the network. We explain the synchrony modulation in terms of a locking
phenomenon during which the ratio of excitatory to inhibitory firing
rates is approximately constant for a range of driving current values.We
explored the hypothesis that contrast is represented primarily as
a drive to the excitatory neurons, whereas attention corresponds
to a reduction in driving current to the inhibitory neurons. Using
this hypothesis, the model reproduces the following experimental
observations: (1) the firing rate of the excitatory neurons increases
with contrast; (2) for high contrast stimuli, the firing rate saturates
and the network synchronizes; (3) attention shifts the contrast response
curve to lower contrast values; (4) attention leads to stronger synchronization
that starts at a lower value of the contrast compared with the attend-away
condition. In addition, it predicts that attention increases the
delay between the inhibitory and excitatory synchronous volleys produced
by the network, allowing the stimulus to recruit more downstream
neurons.}
}
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{"_id":"kWuTcMtDmCzjRzEBY","bibbaseid":"buia-tiesinga-attentionalmodulationoffiringrateandsynchronyinamodelcorticalnetwork-2006","downloads":0,"creationDate":"2015-02-08T05:14:39.919Z","title":"Attentional modulation of firing rate and synchrony in a model cortical network","author_short":["Buia, C.","Tiesinga, P."],"year":2006,"bibtype":"article","biburl":"http://cnslab.mb.jhu.edu/niebase.bib","bibdata":{"abstract":"The response of a neuron in the visual cortex to stimuli of different contrast placed in its receptive field is commonly characterized using the contrast response curve. When attention is directed into the receptive field of a V4 neuron, its contrast response curve is shifted to lower contrast values (Reynolds et al., 2000). The neuron will thus be able to respond to weaker stimuli than it responded to without attention. Attention also increases the coherence between neurons responding to the same stimulus (Fries et al., 2001). We studied how the firing rate and synchrony of a densely interconnected cortical network varied with contrast and how they were modulated by attention. The changes in contrast and attention were modeled as changes in driving current to the network neurons.We found that an increased driving current to the excitatory neurons increased the overall firing rate of the network, whereas variation of the driving current to inhibitory neurons modulated the synchrony of the network. We explain the synchrony modulation in terms of a locking phenomenon during which the ratio of excitatory to inhibitory firing rates is approximately constant for a range of driving current values.We explored the hypothesis that contrast is represented primarily as a drive to the excitatory neurons, whereas attention corresponds to a reduction in driving current to the inhibitory neurons. Using this hypothesis, the model reproduces the following experimental observations: (1) the firing rate of the excitatory neurons increases with contrast; (2) for high contrast stimuli, the firing rate saturates and the network synchronizes; (3) attention shifts the contrast response curve to lower contrast values; (4) attention leads to stronger synchronization that starts at a lower value of the contrast compared with the attend-away condition. In addition, it predicts that attention increases the delay between the inhibitory and excitatory synchronous volleys produced by the network, allowing the stimulus to recruit more downstream neurons.","author":["Buia, C.","Tiesinga, P."],"author_short":["Buia, C.","Tiesinga, P."],"bibtex":"@article{ Buia_Tiesinga06,\n author = {Buia, C. and Tiesinga, P.},\n title = {{{A}ttentional modulation of firing rate and synchrony in a model\n\tcortical network}},\n journal = {J Comput Neurosci},\n year = {2006},\n volume = {20},\n pages = {247--264},\n month = {Jun},\n abstract = {The response of a neuron in the visual cortex to stimuli of different\n\tcontrast placed in its receptive field is commonly characterized\n\tusing the contrast response curve. When attention is directed into\n\tthe receptive field of a V4 neuron, its contrast response curve is\n\tshifted to lower contrast values (Reynolds et al., 2000). The neuron\n\twill thus be able to respond to weaker stimuli than it responded\n\tto without attention. Attention also increases the coherence between\n\tneurons responding to the same stimulus (Fries et al., 2001). We\n\tstudied how the firing rate and synchrony of a densely interconnected\n\tcortical network varied with contrast and how they were modulated\n\tby attention. The changes in contrast and attention were modeled\n\tas changes in driving current to the network neurons.We found that\n\tan increased driving current to the excitatory neurons increased\n\tthe overall firing rate of the network, whereas variation of the\n\tdriving current to inhibitory neurons modulated the synchrony of\n\tthe network. We explain the synchrony modulation in terms of a locking\n\tphenomenon during which the ratio of excitatory to inhibitory firing\n\trates is approximately constant for a range of driving current values.We\n\texplored the hypothesis that contrast is represented primarily as\n\ta drive to the excitatory neurons, whereas attention corresponds\n\tto a reduction in driving current to the inhibitory neurons. Using\n\tthis hypothesis, the model reproduces the following experimental\n\tobservations: (1) the firing rate of the excitatory neurons increases\n\twith contrast; (2) for high contrast stimuli, the firing rate saturates\n\tand the network synchronizes; (3) attention shifts the contrast response\n\tcurve to lower contrast values; (4) attention leads to stronger synchronization\n\tthat starts at a lower value of the contrast compared with the attend-away\n\tcondition. In addition, it predicts that attention increases the\n\tdelay between the inhibitory and excitatory synchronous volleys produced\n\tby the network, allowing the stimulus to recruit more downstream\n\tneurons.}\n}","bibtype":"article","id":"Buia_Tiesinga06","journal":"J Comput Neurosci","key":"Buia_Tiesinga06","month":"Jun","pages":"247--264","title":"Attentional modulation of firing rate and synchrony in a model cortical network","type":"article","volume":"20","year":"2006","bibbaseid":"buia-tiesinga-attentionalmodulationoffiringrateandsynchronyinamodelcorticalnetwork-2006","role":"author","urls":{},"downloads":0},"search_terms":["attentional","modulation","firing","rate","synchrony","model","cortical","network","buia","tiesinga"],"keywords":[],"authorIDs":[],"dataSources":["ErLXoH8mqSjESnrN5"]}