Related Experiment Video
Updated: Apr 24, 2026

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
An abnormal resting-state functional brain network indicates progression towards Alzheimer's disease
Jie Xiang1, Hao Guo2, Rui Cao2
1College of Computer Science and Technology, Taiyuan University of Technology, Taiyuan 030024, Shanxi Province, China ; International WIC Institute, Beijing University of Technology, Beijing 100022, China.
This study reveals that as cognitive decline worsens in mild cognitive impairment and Alzheimer's disease, brain network efficiency decreases. These findings highlight progressive network deterioration from healthy aging to dementia.
Area of Science:
- Neuroscience
- Cognitive Neurology
- Medical Imaging
Background:
- Mild cognitive impairment (MCI) and Alzheimer's disease (AD) involve changes in brain structure and function, particularly in the temporal lobe, hippocampus, and prefrontal cortex.
- Existing research often compares patients with normal controls, but understanding the progression through MCI stages to AD is crucial.
Purpose of the Study:
- To analyze resting-state functional neural network characteristics in individuals across different cognitive stages: normal controls, early MCI, late MCI, and AD.
- To observe the progression of mild cognitive impairment before its transformation into Alzheimer's disease.
Main Methods:
- Utilized resting-state functional MRI data from the Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset.
- Constructed and analyzed brain networks from four distinct populations: normal controls, early MCI, late MCI, and AD patients.
- Examined network efficiency metrics, including shortest path length and clustering coefficients.
Main Results:
- A gradual increase in the shortest path length and a decrease in clustering coefficients were observed as cognitive deficits progressed across the four groups.
- These changes indicate a significant decline in brain network efficiency associated with the progression of dementia.
- Functional network alterations demonstrated progressive deterioration from healthy aging through MCI to AD.
Conclusions:
- Dementia is strongly associated with a decline in overall brain network efficiency.
- Alterations in brain region node attributes may correlate with specific cognitive function impairments, such as memory, hearing, and language.
- Early cognitive impairments could precede and contribute to diffuse brain injury and broader cognitive deficits seen in later stages of dementia.
More Related Videos
06:23The 4 Mountains Test: A Short Test of Spatial Memory with High Sensitivity for the Diagnosis of Pre-dementia Alzheimer's Disease
Published on: October 13, 2016
09:38Generalized Psychophysiological Interaction PPI Analysis of Memory Related Connectivity in Individuals at Genetic Risk for Alzheimer's Disease
Published on: November 14, 2017
Related Concept Videos
Alzheimer Disease ll: Pathophysiology
Alzheimer Disease l: Introduction
Alzheimer's Disease: Overview
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
Dementia l: Introduction
Neural Regulation
Alzheimer's Disease: Treatment