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Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis

Pinpointing the brain dysconnectivity in idiopathic rapid eye movement sleep behaviour disorder (iRBD) can facilitate preventing the conversion of Parkinson's disease (PD) from prodromal phase. Recent neuroimage investigations reported disruptive brain white matter connectivity in both iRBD and...

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Autores principales: Yang, Yanwu, Ye, Chenfei, Sun, Junyan, Liang, Li, Lv, Haiyan, Gao, Linlin, Fang, Jiliang, Ma, Ting, Wu, Tao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209844/
https://www.ncbi.nlm.nih.gov/pubmed/34130192
http://dx.doi.org/10.1016/j.nicl.2021.102715
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author Yang, Yanwu
Ye, Chenfei
Sun, Junyan
Liang, Li
Lv, Haiyan
Gao, Linlin
Fang, Jiliang
Ma, Ting
Wu, Tao
author_facet Yang, Yanwu
Ye, Chenfei
Sun, Junyan
Liang, Li
Lv, Haiyan
Gao, Linlin
Fang, Jiliang
Ma, Ting
Wu, Tao
author_sort Yang, Yanwu
collection PubMed
description Pinpointing the brain dysconnectivity in idiopathic rapid eye movement sleep behaviour disorder (iRBD) can facilitate preventing the conversion of Parkinson's disease (PD) from prodromal phase. Recent neuroimage investigations reported disruptive brain white matter connectivity in both iRBD and PD, respectively. However, the intrinsic process of the human brain structural network evolving from iRBD to PD still remains largely unknown. To address this issue, 151 participants including iRBD, PD and age-matched normal controls were recruited to receive diffusion MRI scans and neuropsychological examinations. The connectome-wide association analysis was performed to detect reorganization of brain structural network along with PD progression. Eight brain seed regions in both cortical and subcortical areas demonstrated significant structural pattern changes along with the progression of PD. Applying machine learning on the key connectivity related to these seed regions demonstrated better classification accuracy compared to conventional network-based statistic. Our study shows that connectome-wide association analysis reveals the underlying structural connectivity patterns related to the progression of PD, and provide a promising distinct capability to predict prodromal PD patients.
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spelling pubmed-82098442021-06-25 Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis Yang, Yanwu Ye, Chenfei Sun, Junyan Liang, Li Lv, Haiyan Gao, Linlin Fang, Jiliang Ma, Ting Wu, Tao Neuroimage Clin Regular Article Pinpointing the brain dysconnectivity in idiopathic rapid eye movement sleep behaviour disorder (iRBD) can facilitate preventing the conversion of Parkinson's disease (PD) from prodromal phase. Recent neuroimage investigations reported disruptive brain white matter connectivity in both iRBD and PD, respectively. However, the intrinsic process of the human brain structural network evolving from iRBD to PD still remains largely unknown. To address this issue, 151 participants including iRBD, PD and age-matched normal controls were recruited to receive diffusion MRI scans and neuropsychological examinations. The connectome-wide association analysis was performed to detect reorganization of brain structural network along with PD progression. Eight brain seed regions in both cortical and subcortical areas demonstrated significant structural pattern changes along with the progression of PD. Applying machine learning on the key connectivity related to these seed regions demonstrated better classification accuracy compared to conventional network-based statistic. Our study shows that connectome-wide association analysis reveals the underlying structural connectivity patterns related to the progression of PD, and provide a promising distinct capability to predict prodromal PD patients. Elsevier 2021-06-06 /pmc/articles/PMC8209844/ /pubmed/34130192 http://dx.doi.org/10.1016/j.nicl.2021.102715 Text en © 2021 The Authors https://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 Regular Article
Yang, Yanwu
Ye, Chenfei
Sun, Junyan
Liang, Li
Lv, Haiyan
Gao, Linlin
Fang, Jiliang
Ma, Ting
Wu, Tao
Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title_full Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title_fullStr Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title_full_unstemmed Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title_short Alteration of brain structural connectivity in progression of Parkinson's disease: A connectome-wide network analysis
title_sort alteration of brain structural connectivity in progression of parkinson's disease: a connectome-wide network analysis
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8209844/
https://www.ncbi.nlm.nih.gov/pubmed/34130192
http://dx.doi.org/10.1016/j.nicl.2021.102715
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