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Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease
Recent research on Parkinson's disease (PD) has demonstrated the topological abnormalities of structural covariance networks (SCNs) using various morphometric features from structural magnetic resonance images (sMRI). However, the sulcal depth (SD)-based SCNs have not been investigated. In this...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7843381/ https://www.ncbi.nlm.nih.gov/pubmed/33519416 http://dx.doi.org/10.3389/fnagi.2020.575672 |
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author | Wang, Erlei Jia, Yujing Ya, Yang Xu, Jin Mao, Chengjie Luo, Weifeng Fan, Guohua Jiang, Zhen |
author_facet | Wang, Erlei Jia, Yujing Ya, Yang Xu, Jin Mao, Chengjie Luo, Weifeng Fan, Guohua Jiang, Zhen |
author_sort | Wang, Erlei |
collection | PubMed |
description | Recent research on Parkinson's disease (PD) has demonstrated the topological abnormalities of structural covariance networks (SCNs) using various morphometric features from structural magnetic resonance images (sMRI). However, the sulcal depth (SD)-based SCNs have not been investigated. In this study, we used SD to investigate the topological alterations of SCNs in 60 PD patients and 56 age- and gender-matched healthy controls (HC). SCNs were constructed by thresholding SD correlation matrices of 68 regions and analyzed using graph theoretical approaches. Compared with HC, PD patients showed increased normalized clustering coefficient and normalized path length, as well as a reorganization of degree-based and betweenness-based hubs (i.e., less frontal hubs). Moreover, the degree distribution analysis showed more high-degree nodes in PD patients. In addition, we also found the increased assortativity and reduced robustness under a random attack in PD patients compared to HC. Taken together, these findings indicated an abnormal topological organization of SD-based SCNs in PD patients, which may contribute in understanding the pathophysiology of PD at the network level. |
format | Online Article Text |
id | pubmed-7843381 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78433812021-01-30 Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease Wang, Erlei Jia, Yujing Ya, Yang Xu, Jin Mao, Chengjie Luo, Weifeng Fan, Guohua Jiang, Zhen Front Aging Neurosci Neuroscience Recent research on Parkinson's disease (PD) has demonstrated the topological abnormalities of structural covariance networks (SCNs) using various morphometric features from structural magnetic resonance images (sMRI). However, the sulcal depth (SD)-based SCNs have not been investigated. In this study, we used SD to investigate the topological alterations of SCNs in 60 PD patients and 56 age- and gender-matched healthy controls (HC). SCNs were constructed by thresholding SD correlation matrices of 68 regions and analyzed using graph theoretical approaches. Compared with HC, PD patients showed increased normalized clustering coefficient and normalized path length, as well as a reorganization of degree-based and betweenness-based hubs (i.e., less frontal hubs). Moreover, the degree distribution analysis showed more high-degree nodes in PD patients. In addition, we also found the increased assortativity and reduced robustness under a random attack in PD patients compared to HC. Taken together, these findings indicated an abnormal topological organization of SD-based SCNs in PD patients, which may contribute in understanding the pathophysiology of PD at the network level. Frontiers Media S.A. 2021-01-15 /pmc/articles/PMC7843381/ /pubmed/33519416 http://dx.doi.org/10.3389/fnagi.2020.575672 Text en Copyright © 2021 Wang, Jia, Ya, Xu, Mao, Luo, Fan and Jiang. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Wang, Erlei Jia, Yujing Ya, Yang Xu, Jin Mao, Chengjie Luo, Weifeng Fan, Guohua Jiang, Zhen Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title | Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title_full | Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title_fullStr | Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title_full_unstemmed | Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title_short | Abnormal Topological Organization of Sulcal Depth-Based Structural Covariance Networks in Parkinson's Disease |
title_sort | abnormal topological organization of sulcal depth-based structural covariance networks in parkinson's disease |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7843381/ https://www.ncbi.nlm.nih.gov/pubmed/33519416 http://dx.doi.org/10.3389/fnagi.2020.575672 |
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