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The trend of disruption in the functional brain network topology of Alzheimer’s disease
Alzheimer’s disease (AD) is a progressive disorder associated with cognitive dysfunction that alters the brain’s functional connectivity. Assessing these alterations has become a topic of increasing interest. However, a few studies have examined different stages of AD from a complex network perspect...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440254/ https://www.ncbi.nlm.nih.gov/pubmed/36056059 http://dx.doi.org/10.1038/s41598-022-18987-y |
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author | Fathian, Alireza Jamali, Yousef Raoufy, Mohammad Reza |
author_facet | Fathian, Alireza Jamali, Yousef Raoufy, Mohammad Reza |
author_sort | Fathian, Alireza |
collection | PubMed |
description | Alzheimer’s disease (AD) is a progressive disorder associated with cognitive dysfunction that alters the brain’s functional connectivity. Assessing these alterations has become a topic of increasing interest. However, a few studies have examined different stages of AD from a complex network perspective that cover different topological scales. This study used resting state fMRI data to analyze the trend of functional connectivity alterations from a cognitively normal (CN) state through early and late mild cognitive impairment (EMCI and LMCI) and to Alzheimer’s disease. The analyses had been done at the local (hubs and activated links and areas), meso (clustering, assortativity, and rich-club), and global (small-world, small-worldness, and efficiency) topological scales. The results showed that the trends of changes in the topological architecture of the functional brain network were not entirely proportional to the AD progression. There were network characteristics that have changed non-linearly regarding the disease progression, especially at the earliest stage of the disease, i.e., EMCI. Further, it has been indicated that the diseased groups engaged somatomotor, frontoparietal, and default mode modules compared to the CN group. The diseased groups also shifted the functional network towards more random architecture. In the end, the methods introduced in this paper enable us to gain an extensive understanding of the pathological changes of the AD process. |
format | Online Article Text |
id | pubmed-9440254 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94402542022-09-04 The trend of disruption in the functional brain network topology of Alzheimer’s disease Fathian, Alireza Jamali, Yousef Raoufy, Mohammad Reza Sci Rep Article Alzheimer’s disease (AD) is a progressive disorder associated with cognitive dysfunction that alters the brain’s functional connectivity. Assessing these alterations has become a topic of increasing interest. However, a few studies have examined different stages of AD from a complex network perspective that cover different topological scales. This study used resting state fMRI data to analyze the trend of functional connectivity alterations from a cognitively normal (CN) state through early and late mild cognitive impairment (EMCI and LMCI) and to Alzheimer’s disease. The analyses had been done at the local (hubs and activated links and areas), meso (clustering, assortativity, and rich-club), and global (small-world, small-worldness, and efficiency) topological scales. The results showed that the trends of changes in the topological architecture of the functional brain network were not entirely proportional to the AD progression. There were network characteristics that have changed non-linearly regarding the disease progression, especially at the earliest stage of the disease, i.e., EMCI. Further, it has been indicated that the diseased groups engaged somatomotor, frontoparietal, and default mode modules compared to the CN group. The diseased groups also shifted the functional network towards more random architecture. In the end, the methods introduced in this paper enable us to gain an extensive understanding of the pathological changes of the AD process. Nature Publishing Group UK 2022-09-02 /pmc/articles/PMC9440254/ /pubmed/36056059 http://dx.doi.org/10.1038/s41598-022-18987-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Fathian, Alireza Jamali, Yousef Raoufy, Mohammad Reza The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title | The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title_full | The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title_fullStr | The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title_full_unstemmed | The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title_short | The trend of disruption in the functional brain network topology of Alzheimer’s disease |
title_sort | trend of disruption in the functional brain network topology of alzheimer’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440254/ https://www.ncbi.nlm.nih.gov/pubmed/36056059 http://dx.doi.org/10.1038/s41598-022-18987-y |
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