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Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis

Along the pathway from behavioral symptoms to the development of psychotic disorders sits the multivariate mediating brain. The functional organization and structural topography of large-scale multivariate neural mediators among patients with brain disorders, however, are not well understood. Here,...

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Autores principales: Chén, Oliver Y., Cao, Hengyi, Phan, Huy, Nagels, Guy, Reinen, Jenna M., Gou, Jiangtao, Qian, Tianchen, Di, Junrui, Prince, John, Cannon, Tyrone D., de Vos, Maarten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7836235/
https://www.ncbi.nlm.nih.gov/pubmed/33157263
http://dx.doi.org/10.1016/j.neuroimage.2020.117508
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author Chén, Oliver Y.
Cao, Hengyi
Phan, Huy
Nagels, Guy
Reinen, Jenna M.
Gou, Jiangtao
Qian, Tianchen
Di, Junrui
Prince, John
Cannon, Tyrone D.
de Vos, Maarten
author_facet Chén, Oliver Y.
Cao, Hengyi
Phan, Huy
Nagels, Guy
Reinen, Jenna M.
Gou, Jiangtao
Qian, Tianchen
Di, Junrui
Prince, John
Cannon, Tyrone D.
de Vos, Maarten
author_sort Chén, Oliver Y.
collection PubMed
description Along the pathway from behavioral symptoms to the development of psychotic disorders sits the multivariate mediating brain. The functional organization and structural topography of large-scale multivariate neural mediators among patients with brain disorders, however, are not well understood. Here, we design a high-dimensional brain-wide functional mediation framework to investigate brain regions that intermediate between baseline behavioral symptoms and future conversion to full psychosis among individuals at clinical high risk (CHR). Using resting-state functional magnetic resonance imaging (fMRI) data from 263 CHR subjects, we extract an [Formula: see text] brain atlas and a [Formula: see text] brain atlas: the former underlines brain areas associated with prodromal symptoms and the latter highlights brain areas associated with disease onset. In parallel, we identify and separate mediators that potentially positively and negatively mediate symptoms and psychosis, respectively, and quantify the effect of each neural mediator on disease development. Taken together, these results paint a brain-wide picture of neural markers that are potentially mediating behavioral symptoms and the development of psychotic disorders; additionally, they underscore a statistical framework that is useful to uncover large-scale intermediating variables in a regulatory biological system.
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spelling pubmed-78362352021-02-01 Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis Chén, Oliver Y. Cao, Hengyi Phan, Huy Nagels, Guy Reinen, Jenna M. Gou, Jiangtao Qian, Tianchen Di, Junrui Prince, John Cannon, Tyrone D. de Vos, Maarten Neuroimage Article Along the pathway from behavioral symptoms to the development of psychotic disorders sits the multivariate mediating brain. The functional organization and structural topography of large-scale multivariate neural mediators among patients with brain disorders, however, are not well understood. Here, we design a high-dimensional brain-wide functional mediation framework to investigate brain regions that intermediate between baseline behavioral symptoms and future conversion to full psychosis among individuals at clinical high risk (CHR). Using resting-state functional magnetic resonance imaging (fMRI) data from 263 CHR subjects, we extract an [Formula: see text] brain atlas and a [Formula: see text] brain atlas: the former underlines brain areas associated with prodromal symptoms and the latter highlights brain areas associated with disease onset. In parallel, we identify and separate mediators that potentially positively and negatively mediate symptoms and psychosis, respectively, and quantify the effect of each neural mediator on disease development. Taken together, these results paint a brain-wide picture of neural markers that are potentially mediating behavioral symptoms and the development of psychotic disorders; additionally, they underscore a statistical framework that is useful to uncover large-scale intermediating variables in a regulatory biological system. Academic Press 2021-02-01 /pmc/articles/PMC7836235/ /pubmed/33157263 http://dx.doi.org/10.1016/j.neuroimage.2020.117508 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Chén, Oliver Y.
Cao, Hengyi
Phan, Huy
Nagels, Guy
Reinen, Jenna M.
Gou, Jiangtao
Qian, Tianchen
Di, Junrui
Prince, John
Cannon, Tyrone D.
de Vos, Maarten
Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title_full Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title_fullStr Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title_full_unstemmed Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title_short Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis
title_sort identifying neural signatures mediating behavioral symptoms and psychosis onset: high-dimensional whole brain functional mediation analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7836235/
https://www.ncbi.nlm.nih.gov/pubmed/33157263
http://dx.doi.org/10.1016/j.neuroimage.2020.117508
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