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A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks

The topological analysis of fMRI time series data has recently been used to characterize the identification of patterns of brain activity seen during specific tasks carried out under experimentally controlled conditions. This study uses the methods of algebraic topology to characterize time series n...

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Autores principales: Bishal, Rabindev, Cherodath, Sarika, Singh, Nandini Chatterjee, Gupte, Neelima
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10013022/
https://www.ncbi.nlm.nih.gov/pubmed/36926105
http://dx.doi.org/10.3389/fnetp.2022.924446
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author Bishal, Rabindev
Cherodath, Sarika
Singh, Nandini Chatterjee
Gupte, Neelima
author_facet Bishal, Rabindev
Cherodath, Sarika
Singh, Nandini Chatterjee
Gupte, Neelima
author_sort Bishal, Rabindev
collection PubMed
description The topological analysis of fMRI time series data has recently been used to characterize the identification of patterns of brain activity seen during specific tasks carried out under experimentally controlled conditions. This study uses the methods of algebraic topology to characterize time series networks constructed from fMRI data measured for adult and children populations carrying out differentiated reading tasks. Our pilot study shows that our methods turn out to be capable of identifying distinct differences between the activity of adult and children populations carrying out identical reading tasks. We also see differences between activity patterns seen when subjects recognize word and nonword patterns. The results generalize across different populations, different languages and different active and inactive brain regions.
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spelling pubmed-100130222023-03-15 A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks Bishal, Rabindev Cherodath, Sarika Singh, Nandini Chatterjee Gupte, Neelima Front Netw Physiol Network Physiology The topological analysis of fMRI time series data has recently been used to characterize the identification of patterns of brain activity seen during specific tasks carried out under experimentally controlled conditions. This study uses the methods of algebraic topology to characterize time series networks constructed from fMRI data measured for adult and children populations carrying out differentiated reading tasks. Our pilot study shows that our methods turn out to be capable of identifying distinct differences between the activity of adult and children populations carrying out identical reading tasks. We also see differences between activity patterns seen when subjects recognize word and nonword patterns. The results generalize across different populations, different languages and different active and inactive brain regions. Frontiers Media S.A. 2022-08-23 /pmc/articles/PMC10013022/ /pubmed/36926105 http://dx.doi.org/10.3389/fnetp.2022.924446 Text en Copyright © 2022 Bishal, Cherodath, Singh and Gupte. 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 Network Physiology
Bishal, Rabindev
Cherodath, Sarika
Singh, Nandini Chatterjee
Gupte, Neelima
A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title_full A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title_fullStr A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title_full_unstemmed A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title_short A simplicial analysis of the fMRI data from human brain dynamics under functional cognitive tasks
title_sort simplicial analysis of the fmri data from human brain dynamics under functional cognitive tasks
topic Network Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10013022/
https://www.ncbi.nlm.nih.gov/pubmed/36926105
http://dx.doi.org/10.3389/fnetp.2022.924446
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