Reorganized brain functional network topology in stable and progressive mild cognitive impairment
Chen Xue1, Darui Zheng1, Yiming Ruan1
1Department of Radiology, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu, China.
Aim:
Mild cognitive impairment (MCI) includes two distinct subtypes, namely progressive MCI (pMCI) and stable MCI (sMCI). The objective of this study was to identify the topological reorganization of brain functional networks in patients with pMCI and sMCI.
Methods:
Resting-state functional magnetic resonance imaging (rs-fMRI) was applied to patients with pMCI, sMCI and healthy controls. Graph theory was applied to study the topological characteristics of the brain's functional networks, examining global and nodal metrics, modularity, and rich-club organization. Analysis of covariance and two sample t-tests were applied to assess differences in topological attributes between patient groups, alongside correlation analysis, which examined the value of changing topological attributes in predicting various clinical outcomes.
Results:
Significant differences between each group with regard to network metrics were observed. These included clustering coefficients and small-worldness. At the nodal level, several nodes with an abnormal degree centrality and nodal efficiency were detected. In rich club, pMCI and sMCI patients showed declined connectivity compared with HC. Significant differences were observed in the intra- and inter-module connections among the three groups. Particularly noteworthy was the irreplaceable role of the cerebellar module in network interactions.
Conclusion:
Our study revealed significant differences in network topological properties among sMCI, pMCI and HC patients, which were significantly correlated with cognitive function. Most notably, the cerebellar module played a crucial role in the overall network interactions. In conclusion, these findings could aid in the development of imaging markers used to expedite diagnosis and intervention prior to Alzheimer's disease onset.
Insights
Brain network analysis reveals distinct topological changes in stable and progressive mild cognitive impairment (MCI). These brain network alterations correlate with cognitive function, highlighting the cerebellum's key role and potential for early diagnosis.
Area of Science:
- Neuroimaging
- Cognitive Neuroscience
- Network Science
Background:
- Mild cognitive impairment (MCI) presents as stable (sMCI) or progressive (pMCI) subtypes.
- Understanding the topological reorganization of brain functional networks is crucial for differentiating MCI subtypes.
- Resting-state functional magnetic resonance imaging (rs-fMRI) and graph theory offer powerful tools for network analysis.
Purpose of the Study:
- To identify and compare the topological reorganization of brain functional networks in pMCI and sMCI patients.
- To investigate the relationship between network topological properties and clinical outcomes.
- To explore the role of specific brain modules, such as the cerebellum, in network interactions.
Main Methods:
- rs-fMRI data acquired from pMCI, sMCI, and healthy control (HC) groups.
- Graph theory applied to analyze global and nodal network metrics, modularity, and rich-club organization.
- Statistical analyses including ANCOVA, t-tests, and correlation analysis to assess group differences and clinical correlations.
Main Results:
- Significant differences in clustering coefficients and small-worldness observed across groups.
- Abnormal degree centrality and nodal efficiency detected in several brain regions.
- pMCI and sMCI groups exhibited reduced connectivity in rich-club organization compared to HC.
- The cerebellar module demonstrated a critical role in intra- and inter-module network interactions.
Conclusions:
- Distinct topological properties of brain functional networks differentiate sMCI, pMCI, and HC.
- Network alterations correlate significantly with cognitive function.
- Findings suggest potential for developing imaging biomarkers for early diagnosis and intervention in Alzheimer's disease.
Related Concept Videos
Functional Brain Systems: Reticular Formation
Within the reticular formation, there are several distinct nuclei that can be classified into three broad categories. The Raphe nuclei are located along the midline of the brainstem. They are primarily known for their role in synthesizing and releasing serotonin, a neurotransmitter involved in regulating mood, appetite, sleep, and circadian rhythms. The...
Alzheimer Disease ll: Pathophysiology
Dementia l: Introduction


