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A Dynamic Neural Field Model of Mesoscopic Cortical Activity Captured with Voltage-Sensitive Dye Imaging

Overview of attention for article published in PLoS Computational Biology, September 2010
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Title
A Dynamic Neural Field Model of Mesoscopic Cortical Activity Captured with Voltage-Sensitive Dye Imaging
Published in
PLoS Computational Biology, September 2010
DOI 10.1371/journal.pcbi.1000919
Pubmed ID
Authors

Valentin Markounikau, Christian Igel, Amiram Grinvald, Dirk Jancke

Abstract

A neural field model is presented that captures the essential non-linear characteristics of activity dynamics across several millimeters of visual cortex in response to local flashed and moving stimuli. We account for physiological data obtained by voltage-sensitive dye (VSD) imaging which reports mesoscopic population activity at high spatio-temporal resolution. Stimulation included a single flashed square, a single flashed bar, the line-motion paradigm--for which psychophysical studies showed that flashing a square briefly before a bar produces sensation of illusory motion within the bar--and moving squares controls. We consider a two-layer neural field (NF) model describing an excitatory and an inhibitory layer of neurons as a coupled system of non-linear integro-differential equations. Under the assumption that the aggregated activity of both layers is reflected by VSD imaging, our phenomenological model quantitatively accounts for the observed spatio-temporal activity patterns. Moreover, the model generalizes to novel similar stimuli as it matches activity evoked by moving squares of different speeds. Our results indicate that feedback from higher brain areas is not required to produce motion patterns in the case of the illusory line-motion paradigm. Physiological interpretation of the model suggests that a considerable fraction of the VSD signal may be due to inhibitory activity, supporting the notion that balanced intra-layer cortical interactions between inhibitory and excitatory populations play a major role in shaping dynamic stimulus representations in the early visual cortex.

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 122 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 3 2%
Germany 2 2%
Chile 1 <1%
Cuba 1 <1%
United Kingdom 1 <1%
Netherlands 1 <1%
Belarus 1 <1%
Canada 1 <1%
Japan 1 <1%
Other 1 <1%
Unknown 109 89%

Demographic breakdown

Readers by professional status Count As %
Researcher 38 31%
Student > Ph. D. Student 30 25%
Professor > Associate Professor 13 11%
Professor 8 7%
Student > Master 8 7%
Other 12 10%
Unknown 13 11%
Readers by discipline Count As %
Agricultural and Biological Sciences 38 31%
Neuroscience 19 16%
Psychology 10 8%
Engineering 7 6%
Physics and Astronomy 7 6%
Other 22 18%
Unknown 19 16%