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Published on: November 13, 2016
Multi-modal normalization of resting-state using local physiology reduces changes in functional connectivity patterns
Allen A Champagne1, Nicole S Coverdale1, Andrew Ross2
1Centre for Neuroscience Studies, Room 260, Queen's University, Kingston ON K7L 3N6 Canada.
Mild traumatic brain injury (mTBI) can alter brain network connectivity. Accounting for blood flow changes in resting-state fMRI (rs-fMRI) reveals more accurate connectivity differences in mTBI patients.
Area of Science:
- Neuroimaging
- Brain Injury Research
- Systems Neuroscience
Background:
- Resting-state functional magnetic resonance imaging (rs-fMRI) using Blood Oxygenation Level Dependent (BOLD) signals is a sensitive marker for brain network changes after mild traumatic brain injury (mTBI).
- However, BOLD signal alterations may be confounded by physiological changes in cerebrovascular physiology and neurovascular coupling, not solely by neuronal connectivity changes.
- Understanding these confounders is crucial for accurate interpretation of rs-fMRI findings in mTBI.
Purpose of the Study:
- To investigate the impact of altered cerebral blood flow (CBF) on functional connectivity (FC) measurements in individuals with mTBI.
- To introduce and evaluate a normalization method for rs-fMRI data that accounts for baseline CBF (CBF₀) variations.
- To determine if accounting for CBF₀ can better differentiate mTBI-related network connectivity changes from physiological confounds.
Main Methods:
- Multi-modal neuroimaging data, including BOLD rs-fMRI, baseline CBF (CBF₀), and cerebrovascular reactivity (CVR) via hypercapnic challenge, were collected from 23 mTBI subjects and 27 healthy controls.
- Group comparisons of CVR and CBF₀ were performed.
- A novel normalization method incorporating regional perfusion (CBF₀) was applied to FC calculations to assess its effect on group differences.
Main Results:
- No significant group differences in CVR were found within the studied networks.
- mTBI subjects exhibited significantly higher baseline CBF₀ compared to healthy controls.
- Applying the CBF₀ normalization method reduced the observed differences in FC between mTBI subjects and controls, suggesting it can isolate neuronal connectivity changes.
Conclusions:
- Baseline cerebral blood flow is elevated in mTBI patients and can influence rs-fMRI derived functional connectivity.
- A normalization approach accounting for CBF₀ is essential for accurately assessing network connectivity alterations post-mTBI.
- This multi-modal approach enhances the understanding of brain network dysfunction following mTBI by controlling for physiological confounders.
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