Characterization of Resting-State Functional Connectivity Changes in Hypertension by a Modified Difference Degree
William D Reeves1,2, Ishfaque Ahmed1,2, Brooke S Jackson3
1Department of Physics and Astronomy, University of Georgia Franklin College of Arts and Sciences, Athens, Georgia, USA.
This study used a modified graph theory approach to analyze brain imaging data from people with and without hypertension. The new method accurately identified brain differences in hypertensive individuals, particularly in the default mode network.
Area of Science:
- Neuroimaging
- Graph Theory
- Systems Neuroscience
Background:
- Hypertension impacts over a billion people globally.
- Neuroimaging offers insights into disease-related brain changes.
- Understanding brain organization in hypertension is crucial.
Purpose of the Study:
- To investigate organizational differences in resting-state functional magnetic resonance imaging (rs-fMRI) data between hypertensive and normotensive individuals.
- To apply a modified graph theory approach, specifically a modified difference degree test (DDT), for detecting groupwise differences.
- To enhance the accuracy and reliability of detecting brain network alterations in hypertension.
Main Methods:
- Collected structural and rs-fMRI data from 52 participants (29 hypertensive, 23 normotensive).
- Generated functional connectivity maps using partial correlation analysis.
- Developed and validated a modified DDT algorithm for statistical testing of group differences.
Main Results:
- The modified DDT demonstrated higher true positivity rates compared to the standard DDT.
- False positivity rates were maintained below 5% across trials.
- Differential brain organization was observed in hypertensive participants, including the default mode network.
Conclusions:
- The modified DDT accurately discerns groupwise differences in rs-fMRI data.
- Findings suggest altered brain organization in hypertension, aligning with previous research.
- The enhanced DDT method holds promise for future studies on groupwise brain organization.
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