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Free Energy, Precision and Learning: The Role of Cholinergic Neuromodulation

作者:Rosalyn Moran, Pablo Campo, Mkael Symmonds, Klaas Enno Stephan, Raymond J. Dolan, Karl John Friston · 发表于:Journal of Neuroscience · 年份:2013 · DOI:10.1523/jneurosci.4255-12.2013 · 被引用次数:333 · 研究领域:Neural dynamics and brain function、Memory and Neural Mechanisms、Neural and Behavioral Psychology Studies

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.