Cargando…

Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping

Neuroimaging research has largely focused on the identification of associations between brain activation and specific mental functions. Here we show that data mining techniques applied to a large database of neuroimaging results can be used to identify the conceptual structure of mental functions an...

Descripción completa

Detalles Bibliográficos
Autores principales: Poldrack, Russell A., Mumford, Jeanette A., Schonberg, Tom, Kalar, Donald, Barman, Bishal, Yarkoni, Tal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3469446/
https://www.ncbi.nlm.nih.gov/pubmed/23071428
http://dx.doi.org/10.1371/journal.pcbi.1002707
_version_ 1782246088107884544
author Poldrack, Russell A.
Mumford, Jeanette A.
Schonberg, Tom
Kalar, Donald
Barman, Bishal
Yarkoni, Tal
author_facet Poldrack, Russell A.
Mumford, Jeanette A.
Schonberg, Tom
Kalar, Donald
Barman, Bishal
Yarkoni, Tal
author_sort Poldrack, Russell A.
collection PubMed
description Neuroimaging research has largely focused on the identification of associations between brain activation and specific mental functions. Here we show that data mining techniques applied to a large database of neuroimaging results can be used to identify the conceptual structure of mental functions and their mapping to brain systems. This analysis confirms many current ideas regarding the neural organization of cognition, but also provides some new insights into the roles of particular brain systems in mental function. We further show that the same methods can be used to identify the relations between mental disorders. Finally, we show that these two approaches can be combined to empirically identify novel relations between mental disorders and mental functions via their common involvement of particular brain networks. This approach has the potential to discover novel endophenotypes for neuropsychiatric disorders and to better characterize the structure of these disorders and the relations between them.
format Online
Article
Text
id pubmed-3469446
institution National Center for Biotechnology Information
language English
publishDate 2012
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-34694462012-10-15 Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping Poldrack, Russell A. Mumford, Jeanette A. Schonberg, Tom Kalar, Donald Barman, Bishal Yarkoni, Tal PLoS Comput Biol Research Article Neuroimaging research has largely focused on the identification of associations between brain activation and specific mental functions. Here we show that data mining techniques applied to a large database of neuroimaging results can be used to identify the conceptual structure of mental functions and their mapping to brain systems. This analysis confirms many current ideas regarding the neural organization of cognition, but also provides some new insights into the roles of particular brain systems in mental function. We further show that the same methods can be used to identify the relations between mental disorders. Finally, we show that these two approaches can be combined to empirically identify novel relations between mental disorders and mental functions via their common involvement of particular brain networks. This approach has the potential to discover novel endophenotypes for neuropsychiatric disorders and to better characterize the structure of these disorders and the relations between them. Public Library of Science 2012-10-11 /pmc/articles/PMC3469446/ /pubmed/23071428 http://dx.doi.org/10.1371/journal.pcbi.1002707 Text en © 2012 Poldrack 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
Poldrack, Russell A.
Mumford, Jeanette A.
Schonberg, Tom
Kalar, Donald
Barman, Bishal
Yarkoni, Tal
Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title_full Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title_fullStr Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title_full_unstemmed Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title_short Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping
title_sort discovering relations between mind, brain, and mental disorders using topic mapping
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3469446/
https://www.ncbi.nlm.nih.gov/pubmed/23071428
http://dx.doi.org/10.1371/journal.pcbi.1002707
work_keys_str_mv AT poldrackrussella discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping
AT mumfordjeanettea discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping
AT schonbergtom discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping
AT kalardonald discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping
AT barmanbishal discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping
AT yarkonital discoveringrelationsbetweenmindbrainandmentaldisordersusingtopicmapping