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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Simultaneous voxel-wise analysis of brain and spinal cord morphometry and microstructure within the SPM framework
Michela Azzarito1, Sreenath P Kyathanahally1, Yaël Balbastre2
1Spinal Cord Injury Center Balgrist, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
A new tool analyzes brain and spinal cord changes simultaneously in statistical parametric mapping (SPM). This validated approach accurately detects trauma-induced changes in spinal cord injury (SCI) patients, comparable to existing methods.
Area of Science:
- Neuroimaging
- Biomedical Engineering
- Radiology
Background:
- Assessing brain and spinal cord changes requires separate analytical tools.
- Spinal cord injury (SCI) research needs integrated neuroimaging analysis for comprehensive understanding.
- Existing methods lack simultaneous analysis across the entire neuraxis.
Purpose of the Study:
- To validate a novel simultaneous analysis tool for brain and cervical spinal cord within the Statistical Parametric Mapping (SPM) framework.
- To compare trauma-induced neurostructural changes in SCI patients using the new tool versus separate analysis methods.
- To assess the consistency and accuracy of MRI measures using intraclass correlation coefficients (ICC).
Main Methods:
- Developed a probabilistic brain-spinal cord (BSC) template using generative semi-supervised modeling.
- Integrated the BSC template into SPM for voxel-based morphometry and quantification analyses.
- Validated the approach on T1-weighted scans and multiparameter maps in SCI patients and controls.
Main Results:
- The SPM approach with the BSC template identified trauma-induced changes in the sensorimotor system of both the brain and spinal cord in SCI patients.
- Findings were consistent with established, separate brain and spinal cord analysis tools.
- High intraclass correlation coefficients (ICC) were observed in key brain regions like sensorimotor cortices, corticospinal tracts, and thalamus.
Conclusions:
- The simultaneous voxel-wise analysis of brain and cervical spinal cord in SPM offers a unified framework.
- This new processing approach is comparable to existing tools for SCI neuroimaging analysis.
- The primary advantage is the ability to perform simultaneous analysis across the entire neuraxis, enhancing research efficiency.
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