Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.

The role of prefronto-mesoprefrontal system in the dopaminergic modulation of working memory during delayed response tasks is well-known. Recently, a dynamical model of the closed-loop mesocortical circuit has been proposed which employs a deterministic framework to elucidate the system's behav...

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Main Authors: Melissa Reneaux, Rahul Gupta, Karmeshu
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4670113?pdf=render
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spelling doaj-b5269da27a6e48aab9302b0ef29dea422020-11-25T02:12:47ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-011012e014437810.1371/journal.pone.0144378Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.Melissa ReneauxRahul GuptaKarmeshuThe role of prefronto-mesoprefrontal system in the dopaminergic modulation of working memory during delayed response tasks is well-known. Recently, a dynamical model of the closed-loop mesocortical circuit has been proposed which employs a deterministic framework to elucidate the system's behavior in a qualitative manner. Under natural conditions, noise emanating from various sources affects the circuit's functioning to a great extent. Accordingly in the present study, we reformulate the model into a stochastic framework and investigate its steady state properties in the presence of constant background noise during delay-period. From the steady state distribution, global potential landscape and signal-to-noise ratio are obtained which help in defining robustness of the circuit dynamics. This provides insight into the robustness of working memory during delay-period against its disruption due to background noise. The findings reveal that the global profile of circuit's robustness is predominantly governed by the level of D1 receptor activity and high D1 receptor stimulation favors the working memory-associated sustained-firing state over the spontaneous-activity state of the system. Moreover, the circuit's robustness is further fine-tuned by the levels of excitatory and inhibitory activities in a way such that the robustness of sustained-firing state exhibits an inverted-U shaped profile with respect to D1 receptor stimulation. It is predicted that the most robust working memory is formed possibly at a subtle ratio of the excitatory and inhibitory activities achieved at a critical level of D1 receptor stimulation. The study also paves a way to understand various cognitive deficits observed in old-age, acute stress and schizophrenia and suggests possible mechanistic routes to the working memory impairments based on the circuit's robustness profile.http://europepmc.org/articles/PMC4670113?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Melissa Reneaux
Rahul Gupta
Karmeshu
spellingShingle Melissa Reneaux
Rahul Gupta
Karmeshu
Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
PLoS ONE
author_facet Melissa Reneaux
Rahul Gupta
Karmeshu
author_sort Melissa Reneaux
title Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
title_short Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
title_full Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
title_fullStr Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
title_full_unstemmed Stochastic Mesocortical Dynamics and Robustness of Working Memory during Delay-Period.
title_sort stochastic mesocortical dynamics and robustness of working memory during delay-period.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description The role of prefronto-mesoprefrontal system in the dopaminergic modulation of working memory during delayed response tasks is well-known. Recently, a dynamical model of the closed-loop mesocortical circuit has been proposed which employs a deterministic framework to elucidate the system's behavior in a qualitative manner. Under natural conditions, noise emanating from various sources affects the circuit's functioning to a great extent. Accordingly in the present study, we reformulate the model into a stochastic framework and investigate its steady state properties in the presence of constant background noise during delay-period. From the steady state distribution, global potential landscape and signal-to-noise ratio are obtained which help in defining robustness of the circuit dynamics. This provides insight into the robustness of working memory during delay-period against its disruption due to background noise. The findings reveal that the global profile of circuit's robustness is predominantly governed by the level of D1 receptor activity and high D1 receptor stimulation favors the working memory-associated sustained-firing state over the spontaneous-activity state of the system. Moreover, the circuit's robustness is further fine-tuned by the levels of excitatory and inhibitory activities in a way such that the robustness of sustained-firing state exhibits an inverted-U shaped profile with respect to D1 receptor stimulation. It is predicted that the most robust working memory is formed possibly at a subtle ratio of the excitatory and inhibitory activities achieved at a critical level of D1 receptor stimulation. The study also paves a way to understand various cognitive deficits observed in old-age, acute stress and schizophrenia and suggests possible mechanistic routes to the working memory impairments based on the circuit's robustness profile.
url http://europepmc.org/articles/PMC4670113?pdf=render
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