ASAF: altered spontaneous activity fingerprinting in Alzheimer's disease based on multisite fMRI.
Alzheimer’s disease
Biomarkers
Brain spontaneous activity
Leave-one-site-out cross-validation
Multisite
Journal
Science bulletin
ISSN: 2095-9281
Titre abrégé: Sci Bull (Beijing)
Pays: Netherlands
ID NLM: 101655530
Informations de publication
Date de publication:
30 Jul 2019
30 Jul 2019
Historique:
received:
16
11
2018
revised:
22
03
2019
accepted:
25
03
2019
entrez:
20
1
2023
pubmed:
30
7
2019
medline:
30
7
2019
Statut:
ppublish
Résumé
Several monocentric studies have noted alterations in spontaneous brain activity in Alzheimer's disease (AD), although there is no consensus on the altered amplitude of low-frequency fluctuations in AD patients. The main aim of the present study was to identify a reliable and reproducible abnormal brain activity pattern in AD. The amplitude of local brain activity (AM), which can provide fast mapping of spontaneous brain activity across the whole brain, was evaluated based on multisite rs-fMRI data for 688 subjects (215 normal controls (NCs), 221 amnestic mild cognitive impairment (aMCI) 252 AD). Two-sample t-tests were used to detect group differences between AD patients and NCs from the same site. Differences in the AM maps were statistically analyzed via the Stouffer's meta-analysis. Consistent regions of lower spontaneous brain activity in the default mode network and increased activity in the bilateral hippocampus/parahippocampus, thalamus, caudate nucleus, orbital part of the middle frontal gyrus and left fusiform were observed in the AD patients compared with those in NCs. Significant correlations (P < 0.05, Bonferroni corrected) between the normalized amplitude index and Mini-Mental State Examination scores were found in the identified brain regions, which indicates that the altered brain activity was associated with cognitive decline in the patients. Multivariate analysis and leave-one-site-out cross-validation led to a 78.49% prediction accuracy for single-patient classification. The altered activity patterns of the identified brain regions were largely correlated with the FDG-PET results from another independent study. These results emphasized the impaired brain activity to provide a robust and reproducible imaging signature of AD.
Identifiants
pubmed: 36659811
pii: S2095-9273(19)30268-3
doi: 10.1016/j.scib.2019.04.034
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
998-1010Informations de copyright
Copyright © 2019 Science China Press. Published by Elsevier B.V. All rights reserved.