Connectionists: New paper: Neurocomputational model of tonic and phasic dopamine in cognitive deficits in Parkinson's
Mark A. Gluck
gluck at pavlov.rutgers.edu
Wed Oct 7 06:03:17 EDT 2009
Dear Colleagues,
A PDF of our new neurocomputational modeling paper:
Guthrie, M., Myers, C. E., & Gluck, M. A. (2009/In press). A
neurocomputational model of tonic and phasic dopamine in action
selection: A comparison with cognitive deficits in Parkinson's
disease. Behavioral Brain Research.
has been posted online to our lab web site at:
http://www.gluck.edu/pdf/BBR_5811.pdf
[if you have trouble with this URL, it is also linked from our home page
at http://www.gluck.edu/ ]
An ABSTRACT for this paper is as follows:
The striatal dopamine signal has multiple facets; tonic
level, phasic rise and fall, and variation of the phasic rise/fall
depending on the expectation of reward/punishment.We have developed a
network model of the striatal direct pathway using an ionic current
level model of the medium spiny neuron that incorporates currents
sensitive to changes in the tonic level of dopamine. The model
neurons in the network learn action selection based on a novel set of
mathematical rules that incorporate the phasic change in the dopamine
signal. This network model is capable of learning to perform a
sequence learning task that in humans is thought to be dependent on
the basal ganglia. When both tonic and phasic levels of dopamine are
decreased, as would be expected in unmedicated Parkinson's disease
(PD), the model reproduces the deficits seen in a human PD group off
medication. When the tonic level is increased to normal, but with
reduced phasic increases and decreases in response to reward and
punishment, respectively, as would be expected in PD medicated with
L-Dopa, the model again reproduces the human data. These findings
support the view that the cognitive dysfunctions seen in Parkinson's
disease are not solely either due to the decreased tonic level of
dopamine or to the decreased responsiveness of the phasic dopamine
signal to reward and punishment, but to a combination of the two
factors that varies dependent on disease stage and medication status.
As always, we welcome and appreciate comments, feedback, and pointers
to relevant published or unpublished research. This paper is one in a
series of forthcoming theoretical papers that seek to better
understand the nature of the cognitive deficits in Parkison's disease
through modeling frontal and/or striatal dopamine function in
learning and decision making.
Regards, Mark Gluck
___________________________________
Dr. Mark A. Gluck, Professor
Co-Director, Rutgers Memory Disorders Project
Center for Molecular and Behavioral Neuroscience
Rutgers University
197 University Ave.
Newark, New Jersey 07102
Web: http://www.gluck.edu
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