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Brain Imaging Analysis Can Identify Participants under Regular Mental Training

Multivariate pattern recognition approaches have become a prominent tool in neuroimaging data analysis. These methods enable the classification of groups of participants (e.g. controls and patients) on the basis of subtly different patterns across the whole brain. This study demonstrates that these...

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Detalles Bibliográficos
Autores principales: Sato, João R., Kozasa, Elisa H., Russell, Tamara A., Radvany, João, Mello, Luiz E. A. M., Lacerda, Shirley S., Amaro, Edson
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3389014/
https://www.ncbi.nlm.nih.gov/pubmed/22802944
http://dx.doi.org/10.1371/journal.pone.0039832
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author Sato, João R.
Kozasa, Elisa H.
Russell, Tamara A.
Radvany, João
Mello, Luiz E. A. M.
Lacerda, Shirley S.
Amaro, Edson
author_facet Sato, João R.
Kozasa, Elisa H.
Russell, Tamara A.
Radvany, João
Mello, Luiz E. A. M.
Lacerda, Shirley S.
Amaro, Edson
author_sort Sato, João R.
collection PubMed
description Multivariate pattern recognition approaches have become a prominent tool in neuroimaging data analysis. These methods enable the classification of groups of participants (e.g. controls and patients) on the basis of subtly different patterns across the whole brain. This study demonstrates that these methods can be used, in combination with automated morphometric analysis of structural MRI, to determine with great accuracy whether a single subject has been engaged in regular mental training or not. The proposed approach allowed us to identify with 94.87% accuracy (p<0.001) if a given participant is a regular meditator (from a sample of 19 regular meditators and 20 non-meditators). Neuroimaging has been a relevant tool for diagnosing neurological and psychiatric impairments. This study may suggest a novel step forward: the emergence of a new field in brain imaging applications, in which participants could be identified based on their mental experience.
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spelling pubmed-33890142012-07-16 Brain Imaging Analysis Can Identify Participants under Regular Mental Training Sato, João R. Kozasa, Elisa H. Russell, Tamara A. Radvany, João Mello, Luiz E. A. M. Lacerda, Shirley S. Amaro, Edson PLoS One Research Article Multivariate pattern recognition approaches have become a prominent tool in neuroimaging data analysis. These methods enable the classification of groups of participants (e.g. controls and patients) on the basis of subtly different patterns across the whole brain. This study demonstrates that these methods can be used, in combination with automated morphometric analysis of structural MRI, to determine with great accuracy whether a single subject has been engaged in regular mental training or not. The proposed approach allowed us to identify with 94.87% accuracy (p<0.001) if a given participant is a regular meditator (from a sample of 19 regular meditators and 20 non-meditators). Neuroimaging has been a relevant tool for diagnosing neurological and psychiatric impairments. This study may suggest a novel step forward: the emergence of a new field in brain imaging applications, in which participants could be identified based on their mental experience. Public Library of Science 2012-07-03 /pmc/articles/PMC3389014/ /pubmed/22802944 http://dx.doi.org/10.1371/journal.pone.0039832 Text en Sato et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Sato, João R.
Kozasa, Elisa H.
Russell, Tamara A.
Radvany, João
Mello, Luiz E. A. M.
Lacerda, Shirley S.
Amaro, Edson
Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title_full Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title_fullStr Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title_full_unstemmed Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title_short Brain Imaging Analysis Can Identify Participants under Regular Mental Training
title_sort brain imaging analysis can identify participants under regular mental training
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3389014/
https://www.ncbi.nlm.nih.gov/pubmed/22802944
http://dx.doi.org/10.1371/journal.pone.0039832
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