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Published on: September 25, 2019
A Spatial Registration Toolbox for Structural MR Imaging of the Aging Brain
Marco Ganzetti1, Quanying Liu2,3, Dante Mantini2,3,4
1Laboratory of Movement Control and Neuroplasticity, KU Leuven, Leuven, Belgium. marco.ganzetti@kuleuven.be.
This study introduces an improved framework for magnetic resonance (MR) image registration and segmentation, specifically designed for aging brains. The new method enhances accuracy in elderly individuals, particularly those with brain changes like enlarged ventricles.
Area of Science:
- Neuroimaging
- Medical Image Analysis
- Gerontology
Background:
- Aging brains exhibit structural changes, including cortical atrophy and ventricular enlargement.
- These changes present significant challenges for spatial registration of structural magnetic resonance imaging (MR) data.
- Accurate spatial registration is crucial for analyzing neurodegenerative changes and brain morphology in older adults.
Purpose of the Study:
- To develop and validate an enhanced framework for MR image registration and segmentation tailored for aging brains.
- To address the difficulties posed by age-related brain alterations, such as enlarged ventricles and cortical atrophy.
- To offer a robust alternative to existing methods for processing neuroimaging data in elderly populations.
Main Methods:
- Proposed an enhanced framework for MR registration and segmentation.
- Compared the proposed method against established tools within SPM12.
- Evaluated performance on 229 T1-weighted MR images from healthy individuals aged 55-90 years.
Main Results:
- The enhanced framework demonstrated consistent improvement over existing solutions.
- Performance was particularly superior in subjects with enlarged lateral ventricles.
- Achieved better inter-subject alignment in cortical regions, notably the frontal lobe.
Conclusions:
- The developed method is a valid alternative to standard SPM12 approaches for MR image processing.
- It is especially suitable for structural MR images of brains affected by cortical atrophy and ventricular enlargement.
- The method is available through the freely accessible MRTool software toolbox.
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