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Whole-brain Segmentation and Change-point Analysis of Anatomical Brain MRI—Application in Premanifest Huntington's Disease
Published on: June 9, 2018
An ontology-based segmentation scheme for tracking postnatal changes in the developing rodent brain with MRI.
Evan Calabrese1, G Allan Johnson, Charles Watson
1Center for In Vivo Microscopy, Department of Radiology, Box 3302 Duke University Medical Center, Durham, NC 27710, USA.
Neuroimage
|December 19, 2012
Summary
This study introduces a developmental neuro-ontology to track brain volume changes in rats during postnatal neurodevelopment. This tool aids in understanding brain development and disorders like autism and schizophrenia.
Area of Science:
- Neuroscience
- Developmental Biology
- Biomedical Imaging
Background:
- Postnatal neurodevelopment is crucial for brain function and implicated in disorders like autism and schizophrenia.
- Rodent models are vital for studying human brain development.
- Magnetic resonance microscopy (MRM) shows promise for neurodevelopment research.
Purpose of the Study:
- To demonstrate the utility of a developmental neuro-ontology for tracking regional changes in MR biomarkers during postnatal neurodevelopment.
- To provide a foundation for future MR-based studies of neurodevelopment.
Main Methods:
- Developed a developmental neuro-ontology for postnatal neurodevelopment.
- Used the ontology as a segmentation guide for magnetic resonance imaging (MRI) data.
- Tracked regional brain volume changes in rats from postnatal day 0 to 80.
Main Results:
- Demonstrated differential growth rates in axial versus paraxial brain regions.
- Successfully tracked regional changes in brain volume using the neuro-ontology.
- Provided ontology and label volumes for future research.
Conclusions:
- The developmental neuro-ontology is a valuable tool for analyzing MR biomarkers in postnatal neurodevelopment.
- This approach can advance the study of normal and disordered brain development in rodent models.
- Facilitates future MR-based research into neurodevelopmental conditions.

