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Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement

Transcranial electrical stimulation (tES) technology and neuroimaging are increasingly coupled in basic and applied science. This synergy has enabled individualized tES therapy and facilitated causal inferences in functional neuroimaging. However, traditional tES paradigms have been stymied by relat...

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Autores principales: Singh, Matthew F., Cole, Michael W., Braver, Todd S., Ching, ShiNung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406304/
https://www.ncbi.nlm.nih.gov/pubmed/37555140
http://dx.doi.org/10.3389/fnimg.2022.982288
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author Singh, Matthew F.
Cole, Michael W.
Braver, Todd S.
Ching, ShiNung
author_facet Singh, Matthew F.
Cole, Michael W.
Braver, Todd S.
Ching, ShiNung
author_sort Singh, Matthew F.
collection PubMed
description Transcranial electrical stimulation (tES) technology and neuroimaging are increasingly coupled in basic and applied science. This synergy has enabled individualized tES therapy and facilitated causal inferences in functional neuroimaging. However, traditional tES paradigms have been stymied by relatively small changes in neural activity and high inter-subject variability in cognitive effects. In this perspective, we propose a tES framework to treat these issues which is grounded in dynamical systems and control theory. The proposed paradigm involves a tight coupling of tES and neuroimaging in which M/EEG is used to parameterize generative brain models as well as control tES delivery in a hybrid closed-loop fashion. We also present a novel quantitative framework for cognitive enhancement driven by a new computational objective: shaping how the brain reacts to potential “inputs” (e.g., task contexts) rather than enforcing a fixed pattern of brain activity.
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spelling pubmed-104063042023-08-08 Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement Singh, Matthew F. Cole, Michael W. Braver, Todd S. Ching, ShiNung Front Neuroimaging Neuroimaging Transcranial electrical stimulation (tES) technology and neuroimaging are increasingly coupled in basic and applied science. This synergy has enabled individualized tES therapy and facilitated causal inferences in functional neuroimaging. However, traditional tES paradigms have been stymied by relatively small changes in neural activity and high inter-subject variability in cognitive effects. In this perspective, we propose a tES framework to treat these issues which is grounded in dynamical systems and control theory. The proposed paradigm involves a tight coupling of tES and neuroimaging in which M/EEG is used to parameterize generative brain models as well as control tES delivery in a hybrid closed-loop fashion. We also present a novel quantitative framework for cognitive enhancement driven by a new computational objective: shaping how the brain reacts to potential “inputs” (e.g., task contexts) rather than enforcing a fixed pattern of brain activity. Frontiers Media S.A. 2022-11-18 /pmc/articles/PMC10406304/ /pubmed/37555140 http://dx.doi.org/10.3389/fnimg.2022.982288 Text en Copyright © 2022 Singh, Cole, Braver and Ching. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroimaging
Singh, Matthew F.
Cole, Michael W.
Braver, Todd S.
Ching, ShiNung
Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title_full Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title_fullStr Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title_full_unstemmed Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title_short Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
title_sort control-theoretic integration of stimulation and electrophysiology for cognitive enhancement
topic Neuroimaging
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406304/
https://www.ncbi.nlm.nih.gov/pubmed/37555140
http://dx.doi.org/10.3389/fnimg.2022.982288
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