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Defining an Analytic Framework to Evaluate Quantitative MRI Markers of Traumatic Axonal Injury: Preliminary Results in a Mouse Closed Head Injury Model.
- Source :
-
ENeuro [eNeuro] 2017 Sep 13; Vol. 4 (5). Date of Electronic Publication: 2017 Sep 13 (Print Publication: 2017). - Publication Year :
- 2017
-
Abstract
- Diffuse axonal injury (DAI) is a hallmark of traumatic brain injury (TBI) pathology. Recently, the Closed Head Injury Model of Engineered Rotational Acceleration (CHIMERA) was developed to generate an experimental model of DAI in a mouse. The characterization of DAI using diffusion tensor magnetic resonance imaging (MRI; diffusion tensor imaging, DTI) may provide a useful set of outcome measures for preclinical and clinical studies. The objective of this study was to identify the complex neurobiological underpinnings of DTI features following DAI using a comprehensive and quantitative evaluation of DTI and histopathology in the CHIMERA mouse model. A consistent neuroanatomical pattern of pathology in specific white matter tracts was identified across ex vivo DTI maps and photomicrographs of histology. These observations were confirmed by voxelwise and regional analysis of DTI maps, demonstrating reduced fractional anisotropy (FA) in distinct regions such as the optic tract. Similar regions were identified by quantitative histology and exhibited axonal damage as well as robust gliosis. Additional analysis using a machine-learning algorithm was performed to identify regions and metrics important for injury classification in a manner free from potential user bias. This analysis found that diffusion metrics were able to identify injured brains almost with the same degree of accuracy as the histology metrics. Good agreement between regions detected as abnormal by histology and MRI was also found. The findings of this work elucidate the complexity of cellular changes that give rise to imaging abnormalities and provide a comprehensive and quantitative evaluation of the relative importance of DTI and histological measures to detect brain injury.
- Subjects :
- Acceleration adverse effects
Amyloid beta-Protein Precursor metabolism
Animals
Anisotropy
Calcium-Binding Proteins metabolism
Diffuse Axonal Injury pathology
Disease Models, Animal
Glial Fibrillary Acidic Protein metabolism
Head Injuries, Closed etiology
Image Processing, Computer-Assisted
Male
Mice
Mice, Inbred C57BL
Microfilament Proteins metabolism
Optic Tract pathology
Diffuse Axonal Injury diagnostic imaging
Diffuse Axonal Injury etiology
Diffusion Magnetic Resonance Imaging
Head Injuries, Closed complications
Subjects
Details
- Language :
- English
- ISSN :
- 2373-2822
- Volume :
- 4
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- ENeuro
- Publication Type :
- Academic Journal
- Accession number :
- 28966972
- Full Text :
- https://doi.org/10.1523/ENEURO.0164-17.2017