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Updated: Oct 27, 2025

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Differences in structural and functional default mode network connectivity in amyloid positive mild cognitive
Thamires Naela Cardoso Magalhães1, Christian Luiz Baptista Gerbelli2, Luciana Ramalho Pimentel-Silva2
1Laboratory of Neuroimaging, Department of Neurology - Medical Sciences School, University of Campinas (UNICAMP), Rua Tessália Vieira de Camargo 126, Campinas, SP, 13083-887, Brazil. thamiresncm@hotmail.com.
Structural changes in the default mode network (DMN) may help identify individuals with amnestic mild cognitive impairment and amyloid (aMCI-Aβ+) who will progress to Alzheimer's disease (AD). Functional connectivity did not differentiate converters from non-converters.
Area of Science:
- Neuroscience
- Biomarkers
- Alzheimer's Disease Research
Background:
- The default mode network (DMN) is a potential Alzheimer's disease (AD) biomarker.
- It remains unclear if DMN can predict conversion from amnestic mild cognitive impairment with altered amyloid (aMCI-Aβ+) to AD.
- Investigating structural and functional connectivity, hippocampal volumes, and CSF biomarkers is crucial.
Purpose of the Study:
- To determine if DMN structural and functional connectivity, hippocampal volumes, and CSF biomarkers can differentiate aMCI-Aβ+ converters from non-converters.
- To assess the predictive value of these markers for AD progression in aMCI-Aβ+ individuals.
Main Methods:
- Followed 48 individuals (18 controls, 30 aMCI-Aβ+) for 13 months.
- Utilized diffusion tensor imaging, functional connectivity (FC) analysis, hippocampal volume (HV) measurement, and CSF biomarker assays (Aβ42, p-Tau, t-Tau).
- Employed MANOVAs and univariate analyses for group comparisons.
Main Results:
- 26.6% of aMCI-Aβ+ individuals converted to AD dementia.
- No significant differences were found in CSF biomarkers or DMN functional connectivity between converters and non-converters.
- aMCI-Aβ+ converters exhibited smaller right hippocampal volumes and greater radial diffusivity in the right cingulum parahippocampal bundle compared to controls and/or non-converters.
Conclusions:
- Structural DMN alterations, specifically in the right hippocampus and cingulum parahippocampal bundle, may differentiate aMCI-Aβ+ individuals who convert to AD dementia.
- Functional DMN connectivity did not show significant differences between converters and non-converters in this study.
- These findings suggest structural DMN changes are more promising biomarkers for predicting AD conversion in aMCI-Aβ+ individuals.
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