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Electroencephalography Network Indices as Biomarkers of Upper Limb Impairment in Chronic Stroke
Published on: July 14, 2023
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Network-based statistics distinguish anomic and Broca's aphasia.
Nicholas Riccardi1, Xingpei Zhao2, Dirk-Bart den Ouden3
1Department of Psychology, University of South Carolina, Columbia, SC, USA.
Brain Structure & Function
|December 30, 2023
Summary
This study reveals distinct resting-state functional connectivity differences in the brain networks of individuals with anomic and Broca's aphasia. Network-level analysis identified a specific subnetwork differentiating these aphasia types after stroke.
Area of Science:
- Neuroscience
- Neurolinguistics
- Cognitive Science
Background:
- Aphasia, a common post-stroke impairment, affects speech and language due to left hemisphere damage.
- Neural mechanisms underlying different aphasia types remain incompletely understood.
- Resting-state functional magnetic resonance imaging (rs-fMRI) is crucial for studying brain connectivity.
Purpose of the Study:
- To identify differences in resting-state functional connectivity between anomic and Broca's aphasia.
- To elucidate the distinct neural correlates of these two aphasia subtypes.
- To compare network-based statistic (NBS) with lesion symptom mapping (LSM) for identifying neural correlates.
Main Methods:
- Utilized network-based statistic (NBS) and voxel- and connectome-based lesion symptom mapping (V-, CLSM).
- Included lesion volume as a covariate to control for lesion effects in both NBS and LSM.
- Analyzed resting-state functional connectivity differences between anomic and Broca's aphasia groups.
Main Results:
- NBS identified a bilateral dorsal language stream subnetwork with weaker connections in Broca's aphasia compared to anomic aphasia.
- Complex network measures highlighted specific regions (e.g., right inferior frontal sulcus, bilateral superior temporal gyrus) with intensive interaction.
- CLSM identified differentiating connections when restricted to a hypothesized network, but NBS showed advantages for whole-brain analysis.
Conclusions:
- Novel signatures of resting-state brain network differences were identified between anomic and Broca's aphasia groups.
- A specific subnetwork statistically differentiated the resting-state networks of the two groups, offering advantages over standard CLSM.
- Network-level analyses are valuable for investigating neural correlates of post-stroke language deficits.
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