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Updated: Jun 18, 2025

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Abnormal Functional Attributes of Central Executive Network in Patients with Mild Cognitive Impairment Associated
Wenqing Li1, Wei Sun2, Di Wang3
1Department of Radiology, The Affiliated Changzhou Second People's Hospital of Nanjing Medical University, Changzhou Second People's Hospital, Changzhou Medical Center, Nanjing Medical University, Changzhou 213000, China.
Rationale And Objectives:
To assess changes in the central executive network (CEN) of patients with mild cognitive impairment (MCI) associated with end-stage renal disease (ESRD).
Methods:
A total of 121 patients with ESRD and 66 healthy controls (HCs) were enrolled. Patients were divided into an MCI group (n = 67) and a cognitively unimpaired group (n = 54). All participants underwent resting-state functional magnetic resonance imaging and were evaluated using the Montreal Cognitive Assessment (MoCA). The functional attributes of the CEN were calculated using three methods of functional connectivity (FC) analysis. Relationships among imaging features, cognitive scale scores, and clinical data were assessed, and a model was constructed to diagnose MCI in patients with ESRD.
Results:
The comparison of the three groups showed that there were significant differences in the FC values of five connection pairs within the CEN, and the CEN demonstrated significant differences in connectivity to ten brain regions. In patients with MCI associated with ESRD, the information transmission efficiency of the CEN was reduced, which demonstrates the characteristics of a random network to some extent. Significant correlations were observed among imaging parameters, cognitive scale scores, and clinical data. The diagnostic model constructed based on these results demonstrated excellent discrimination and calibration.
Conclusion:
Alterations in the function of the CEN provide relevant bases for revealing the neuropathological mechanism of MCI in patients with ESRD. The diagnostic model developed in this study may help to establish more reliable imaging markers for detecting early cognitive impairment in this patient population.
Insights
Mild cognitive impairment (MCI) in end-stage renal disease (ESRD) patients shows reduced central executive network (CEN) efficiency. This study developed a diagnostic model for early detection of cognitive impairment in ESRD patients.
Area of Science:
- Neuroscience
- Nephrology
- Radiology
Background:
- End-stage renal disease (ESRD) is associated with cognitive impairment.
- Mild cognitive impairment (MCI) affects a significant portion of ESRD patients.
- The central executive network (CEN) plays a crucial role in cognitive functions.
Purpose of the Study:
- To investigate alterations in the central executive network (CEN) in patients with mild cognitive impairment (MCI) and end-stage renal disease (ESRD).
- To develop a diagnostic model for MCI in ESRD patients using neuroimaging data.
Main Methods:
- 121 ESRD patients and 66 healthy controls underwent resting-state functional magnetic resonance imaging (rs-fMRI).
- Patients were categorized into MCI (n=67) and cognitively unimpaired (n=54) groups.
- Functional connectivity (FC) analysis of the CEN was performed, and cognitive function was assessed using the Montreal Cognitive Assessment (MoCA).
Main Results:
- Significant differences in CEN connectivity were observed between the three groups.
- Patients with MCI due to ESRD exhibited reduced information transmission efficiency in the CEN.
- A diagnostic model based on imaging features, cognitive scores, and clinical data showed excellent performance.
Conclusions:
- Altered CEN function is a key factor in the neuropathology of MCI in ESRD patients.
- The developed diagnostic model shows promise for identifying early cognitive impairment in this population.
- This study provides potential imaging biomarkers for detecting MCI in ESRD.
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