Cargando…
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,...
Autores principales: | , , , , , , , , , , |
---|---|
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 |
_version_ | 1783642704480043008 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7836235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Academic Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT chenolivery identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT caohengyi identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT phanhuy identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT nagelsguy identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT reinenjennam identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT goujiangtao identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT qiantianchen identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT dijunrui identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT princejohn identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT cannontyroned identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis AT devosmaarten identifyingneuralsignaturesmediatingbehavioralsymptomsandpsychosisonsethighdimensionalwholebrainfunctionalmediationanalysis |