Cargando…

Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging

The presence of iron is an important factor for normal brain functions, whereas excessive deposition of iron may impair normal cognitive function in the brain and lead to Alzheimer’s disease (AD). MRI has been widely applied to characterize brain structural and functional changes caused by AD. Howev...

Descripción completa

Detalles Bibliográficos
Autores principales: You, Peiting, Li, Xiang, Wang, Zhijiang, Wang, Huali, Dong, Bin, Li, Quanzheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215439/
https://www.ncbi.nlm.nih.gov/pubmed/34163341
http://dx.doi.org/10.3389/fnhum.2021.654381
_version_ 1783710248984379392
author You, Peiting
Li, Xiang
Wang, Zhijiang
Wang, Huali
Dong, Bin
Li, Quanzheng
author_facet You, Peiting
Li, Xiang
Wang, Zhijiang
Wang, Huali
Dong, Bin
Li, Quanzheng
author_sort You, Peiting
collection PubMed
description The presence of iron is an important factor for normal brain functions, whereas excessive deposition of iron may impair normal cognitive function in the brain and lead to Alzheimer’s disease (AD). MRI has been widely applied to characterize brain structural and functional changes caused by AD. However, the effectiveness of using susceptibility-weighted imaging (SWI) for the analysis of brain iron deposition is still unclear, especially within the context of early AD diagnosis. Thus, in this study, we aim to explore the relationship between brain iron deposition measured by SWI with the progression of AD using various feature selection and classification methods. The proposed model was evaluated on a 69-subject SWI imaging dataset consisting of 24 AD patients, 21 mild cognitive impairment patients, and 24 normal controls. The identified AD progression-related regions were then compared with the regions reported from previous genetic association studies, and we observed considerable overlap between these two. Further, we have identified a new potential AD-related gene (MEF2C) closely related to the interaction between iron deposition and AD progression in the brain.
format Online
Article
Text
id pubmed-8215439
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-82154392021-06-22 Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging You, Peiting Li, Xiang Wang, Zhijiang Wang, Huali Dong, Bin Li, Quanzheng Front Hum Neurosci Human Neuroscience The presence of iron is an important factor for normal brain functions, whereas excessive deposition of iron may impair normal cognitive function in the brain and lead to Alzheimer’s disease (AD). MRI has been widely applied to characterize brain structural and functional changes caused by AD. However, the effectiveness of using susceptibility-weighted imaging (SWI) for the analysis of brain iron deposition is still unclear, especially within the context of early AD diagnosis. Thus, in this study, we aim to explore the relationship between brain iron deposition measured by SWI with the progression of AD using various feature selection and classification methods. The proposed model was evaluated on a 69-subject SWI imaging dataset consisting of 24 AD patients, 21 mild cognitive impairment patients, and 24 normal controls. The identified AD progression-related regions were then compared with the regions reported from previous genetic association studies, and we observed considerable overlap between these two. Further, we have identified a new potential AD-related gene (MEF2C) closely related to the interaction between iron deposition and AD progression in the brain. Frontiers Media S.A. 2021-06-07 /pmc/articles/PMC8215439/ /pubmed/34163341 http://dx.doi.org/10.3389/fnhum.2021.654381 Text en Copyright © 2021 You, Li, Wang, Wang, Dong and Li. 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
You, Peiting
Li, Xiang
Wang, Zhijiang
Wang, Huali
Dong, Bin
Li, Quanzheng
Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title_full Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title_fullStr Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title_full_unstemmed Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title_short Characterization of Brain Iron Deposition Pattern and Its Association With Genetic Risk Factor in Alzheimer’s Disease Using Susceptibility-Weighted Imaging
title_sort characterization of brain iron deposition pattern and its association with genetic risk factor in alzheimer’s disease using susceptibility-weighted imaging
topic Human Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215439/
https://www.ncbi.nlm.nih.gov/pubmed/34163341
http://dx.doi.org/10.3389/fnhum.2021.654381
work_keys_str_mv AT youpeiting characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging
AT lixiang characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging
AT wangzhijiang characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging
AT wanghuali characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging
AT dongbin characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging
AT liquanzheng characterizationofbrainirondepositionpatternanditsassociationwithgeneticriskfactorinalzheimersdiseaseusingsusceptibilityweightedimaging