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Awakening: Predicting external stimulation to force transitions between different brain states

Authors: Deco, Gustavo; Cruzat, Josephine; Cabral, Joana; Tagliazucchi, Enzo; Laufs, Helmut; Logothetis, Nikos K.; Kringelbach, Morten L.;

Awakening: Predicting external stimulation to force transitions between different brain states

Abstract

Significance We describe a quantitative and robust definition of a brain state as an ensemble of “metastable substates,” each with a probabilistic stability and occurrence frequency. Fitting this to a generative whole-brain model provides an innovative avenue for predicting where simulated brain stimulation can force transitions between different brain states. We provide proof-of-concept by systematically applying this model framework to neuroimaging data of the human sleep cycle and show where to stimulate to awaken the human sleeping brain and vice versa. These results suggest an avenue for using causal whole-brain models to discover in silico where to force a transition between brain states, which may potentially support recovery in disease.

Countries
Spain, Portugal, Argentina, Denmark, Germany
Keywords

Male, Deep Brain Stimulation, Models, Neurological, 610, Neuroimaging, MODELING, Metastates, https://purl.org/becyt/ford/1.3, BRAIN STATES, Humans, Wakefulness, https://purl.org/becyt/ford/1, ddc:610, Brain states, Modeling, Brain, 501, METASTATES, COMPUTATIONAL NEUROSCIENCE, PNAS Plus, Electrical stimulation, Computational neuroscience, Brain Injuries, ELECTRICAL STIMULATION, Female, Sleep, ddc: ddc:610

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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222
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