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...
Autores principales: | , , , , , |
---|---|
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 |