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Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease
Networks are present in many aspects of our lives, and networks in neuroscience have recently gained much attention leading to novel representations of brain connectivity. The integration of neuroimaging characteristics and genetics data allows a better understanding of the effects of the gene expre...
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/PMC8734427/ https://www.ncbi.nlm.nih.gov/pubmed/35002653 http://dx.doi.org/10.3389/fnhum.2021.761424 |
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author | Elsheikh, Samar S. M. Chimusa, Emile R. Mulder, Nicola J. Crimi, Alessandro |
author_facet | Elsheikh, Samar S. M. Chimusa, Emile R. Mulder, Nicola J. Crimi, Alessandro |
author_sort | Elsheikh, Samar S. M. |
collection | PubMed |
description | Networks are present in many aspects of our lives, and networks in neuroscience have recently gained much attention leading to novel representations of brain connectivity. The integration of neuroimaging characteristics and genetics data allows a better understanding of the effects of the gene expression on brain structural and functional connections. The current work uses whole-brain tractography in a longitudinal setting, and by measuring the brain structural connectivity changes studies the neurodegeneration of Alzheimer's disease. This is accomplished by examining the effect of targeted genetic risk factors on the most common local and global brain connectivity measures. Furthermore, we examined the extent to which Clinical Dementia Rating relates to brain connections longitudinally, as well as to gene expression. For instance, here we show that the expression of PLAU gene increases the change over time in betweenness centrality related to the fusiform gyrus. We also show that the betweenness centrality metric impact dementia-related changes in distinct brain regions. Our findings provide insights into the complex longitudinal interplay between genetics and brain characteristics and highlight the role of Alzheimer's genetic risk factors in the estimation of regional brain connectivity alterations. |
format | Online Article Text |
id | pubmed-8734427 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87344272022-01-07 Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease Elsheikh, Samar S. M. Chimusa, Emile R. Mulder, Nicola J. Crimi, Alessandro Front Hum Neurosci Human Neuroscience Networks are present in many aspects of our lives, and networks in neuroscience have recently gained much attention leading to novel representations of brain connectivity. The integration of neuroimaging characteristics and genetics data allows a better understanding of the effects of the gene expression on brain structural and functional connections. The current work uses whole-brain tractography in a longitudinal setting, and by measuring the brain structural connectivity changes studies the neurodegeneration of Alzheimer's disease. This is accomplished by examining the effect of targeted genetic risk factors on the most common local and global brain connectivity measures. Furthermore, we examined the extent to which Clinical Dementia Rating relates to brain connections longitudinally, as well as to gene expression. For instance, here we show that the expression of PLAU gene increases the change over time in betweenness centrality related to the fusiform gyrus. We also show that the betweenness centrality metric impact dementia-related changes in distinct brain regions. Our findings provide insights into the complex longitudinal interplay between genetics and brain characteristics and highlight the role of Alzheimer's genetic risk factors in the estimation of regional brain connectivity alterations. Frontiers Media S.A. 2021-12-17 /pmc/articles/PMC8734427/ /pubmed/35002653 http://dx.doi.org/10.3389/fnhum.2021.761424 Text en Copyright © 2021 Elsheikh, Chimusa, Alzheimer's Disease Neuroimaging Initiative, Mulder and Crimi. https://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 | Human Neuroscience Elsheikh, Samar S. M. Chimusa, Emile R. Mulder, Nicola J. Crimi, Alessandro Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title | Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title_full | Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title_fullStr | Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title_full_unstemmed | Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title_short | Relating Global and Local Connectome Changes to Dementia and Targeted Gene Expression in Alzheimer's Disease |
title_sort | relating global and local connectome changes to dementia and targeted gene expression in alzheimer's disease |
topic | Human Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8734427/ https://www.ncbi.nlm.nih.gov/pubmed/35002653 http://dx.doi.org/10.3389/fnhum.2021.761424 |
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