Free energy, precision and learning: the role of cholinergic neuromodulation.

Acetylcholine (ACh) is a neuromodulatory transmitter implicated in perception and learning under uncertainty. This study combined computational simulations and pharmaco-electroencephalography in humans, to test a formulation of perceptual inference based upon the free energy principle. This formulat...

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Main Authors: Moran, R, Campo, P, Symmonds, M, Stephan, K, Dolan, R, Friston, K
Format: Journal article
Language:English
Published: 2013
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author Moran, R
Campo, P
Symmonds, M
Stephan, K
Dolan, R
Friston, K
author_facet Moran, R
Campo, P
Symmonds, M
Stephan, K
Dolan, R
Friston, K
author_sort Moran, R
collection OXFORD
description Acetylcholine (ACh) is a neuromodulatory transmitter implicated in perception and learning under uncertainty. This study combined computational simulations and pharmaco-electroencephalography in humans, to test a formulation of perceptual inference based upon the free energy principle. This formulation suggests that ACh enhances the precision of bottom-up synaptic transmission in cortical hierarchies by optimizing the gain of supragranular pyramidal cells. Simulations of a mismatch negativity paradigm predicted a rapid trial-by-trial suppression of evoked sensory prediction error (PE) responses that is attenuated by cholinergic neuromodulation. We confirmed this prediction empirically with a placebo-controlled study of cholinesterase inhibition. Furthermore, using dynamic causal modeling, we found that drug-induced differences in PE responses could be explained by gain modulation in supragranular pyramidal cells in primary sensory cortex. This suggests that ACh adaptively enhances sensory precision by boosting bottom-up signaling when stimuli are predictable, enabling the brain to respond optimally under different levels of environmental uncertainty.
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spelling oxford-uuid:4ad790fa-87ba-467a-b308-648c8fa144c52022-03-26T15:39:59ZFree energy, precision and learning: the role of cholinergic neuromodulation.Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:4ad790fa-87ba-467a-b308-648c8fa144c5EnglishSymplectic Elements at Oxford2013Moran, RCampo, PSymmonds, MStephan, KDolan, RFriston, KAcetylcholine (ACh) is a neuromodulatory transmitter implicated in perception and learning under uncertainty. This study combined computational simulations and pharmaco-electroencephalography in humans, to test a formulation of perceptual inference based upon the free energy principle. This formulation suggests that ACh enhances the precision of bottom-up synaptic transmission in cortical hierarchies by optimizing the gain of supragranular pyramidal cells. Simulations of a mismatch negativity paradigm predicted a rapid trial-by-trial suppression of evoked sensory prediction error (PE) responses that is attenuated by cholinergic neuromodulation. We confirmed this prediction empirically with a placebo-controlled study of cholinesterase inhibition. Furthermore, using dynamic causal modeling, we found that drug-induced differences in PE responses could be explained by gain modulation in supragranular pyramidal cells in primary sensory cortex. This suggests that ACh adaptively enhances sensory precision by boosting bottom-up signaling when stimuli are predictable, enabling the brain to respond optimally under different levels of environmental uncertainty.
spellingShingle Moran, R
Campo, P
Symmonds, M
Stephan, K
Dolan, R
Friston, K
Free energy, precision and learning: the role of cholinergic neuromodulation.
title Free energy, precision and learning: the role of cholinergic neuromodulation.
title_full Free energy, precision and learning: the role of cholinergic neuromodulation.
title_fullStr Free energy, precision and learning: the role of cholinergic neuromodulation.
title_full_unstemmed Free energy, precision and learning: the role of cholinergic neuromodulation.
title_short Free energy, precision and learning: the role of cholinergic neuromodulation.
title_sort free energy precision and learning the role of cholinergic neuromodulation
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