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Updated: Sep 17, 2025

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Exploring causal links between brain functional networks and neurodegenerative disease risk using Mendelian
Xiangzan Wei1,2, Weirong Qin3
1Education Department of Guangxi Zhuang Autonomous Region, Key Laboratory of Biological Molecular Medicine Research (Guangxi Medical University), Nanning, P. R. China.
This study reveals how brain network function impacts neurodegenerative diseases like Alzheimer's. Specific network alterations causally influence disease risk and progression, suggesting new therapeutic targets.
Area of Science:
- Neuroimaging and Genetics
- Brain functional networks
- Neurodegenerative diseases
Background:
- Resting-state functional MRI (rsfMRI) maps brain network changes in neurodegenerative diseases.
- Causal links between network dysfunction and disease pathogenesis are not fully understood.
Purpose of the Study:
- To investigate bidirectional causal relationships between rsfMRI phenotypes and six neurodegenerative diseases.
- Utilizing data from 34,691 individuals and disease-specific GWAS.
Main Methods:
- Bidirectional two-sample Mendelian randomization (MR) analysis.
- rsfMRI phenotypes and GWAS summary statistics for Alzheimer's disease (AD), ALS, FTD, MS, DLB, and PD.
- Sensitivity analyses including MR-PRESSO and Cochran's Q for robustness.
Main Results:
- Forward MR identified 26 rsfMRI phenotypes linked to neurodegenerative diseases.
- AD risk associated with reduced cerebellum-subcortical connectivity; heightened cerebellar activity linked to DLB risk.
- Reverse MR showed AD altering default mode network connectivity and PD disrupting salience-central executive network interactions.
Conclusions:
- Established robust bidirectional causal pathways between brain functional networks and neurodegenerative diseases.
- Alzheimer's disease exhibits unique vulnerability in cerebellar-subcortical and default mode networks.
- Findings suggest network-specific therapeutic targets for AD and related disorders.
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