A quantitative population model of whisker barrels: re-examining the Wilson-Cowan equations.
Beginning from a biologically based integrate and fire model of a rat whisker barrel, we employ semirigorous techniques to reduce the system to a simple set of equations, similar to the Wilson-Cowan equations, while retaining the ability for both qualitative and quantitative comparisons with the biological system. This is made possible through the clarification of three distinct measures of population activity: voltage, firing rate, and a new term called synaptic drive. The model is activated by prerecorded neural activity obtained from thalamic "barreloid" neurons in response to whisker stimuli. Output is produced in the form of population PSTHs, one each corresponding to activity of spiny (excitatory) and smooth (inhibitory) barrel neurons, which is quantitatively comparable to PSTHs from electrophysiologically studied regular-spike and fast-spike neurons. Through further analysis, the model yields novel physiological predictions not readily apparent from the full model or from experimental studies.
Pinto
D J
DJ
Department of Mathematics/Statistics and Center for Neuroscience, University of Pittsburgh, PA 15261, USA.
Brumberg
J C
JC
Simons
D J
DJ
Ermentrout
G B
GB
D000818:Animals; D016571:Neural Networks, Computer; D051381:Rats; D013003:Somatosensory Cortex / Q000502:physiology*; D014738:Vibrissae / Q000502:physiology*