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Fractional Anisotropy Derived from the Diffusion Tensor Distribution Function Boosts Power to Detect Alzheimer’s Disease Deficits
- Publication Year :
- 2017
-
Abstract
- Purpose In diffusion MRI (dMRI), fractional anisotropy derived from the single-tensor model (FADTI) is the most widely used metric to characterize white matter (WM) microarchitecture, despite known limitations in regions with crossing fibers. Due to time constraints when scanning patients in clinical settings, high angular resolution diffusion imaging acquisition protocols, often used to overcome these limitations, are still rare in clinical population studies. However, the tensor distribution function (TDF) may be used to model multiple underlying fibers by representing the diffusion profile as a probabilistic mixture of tensors. Methods We compared the ability of standard FADTI and TDF-derived FA (FATDF), calculated from a range of dMRI angular resolutions (41, 30, 15, and 7 gradient directions), to profile WM deficits in 251 individuals from the Alzheimer's Disease Neuroimaging Initiative and to detect associations with 1) Alzheimer's disease diagnosis, 2) Clinical Dementia Rating scores, and 3) average hippocampal volume. Results Across angular resolutions and statistical tests, FATDF showed larger effect sizes than FADTI, particularly in regions preferentially affected by Alzheimer's disease, and was less susceptible to crossing fiber anomalies. Conclusion The TDF “corrected” form of FA may be a more sensitive and accurate alternative to the commonly used FADTI, even in clinical quality dMRI data. Magn Reson Med 78:2322–2333, 2017. © 2017 International Society for Magnetic Resonance in Medicine.
- Subjects :
- Male
Clinical Dementia Rating
Population
Hippocampus
Article
030218 nuclear medicine & medical imaging
White matter
03 medical and health sciences
0302 clinical medicine
Nuclear magnetic resonance
Neuroimaging
Alzheimer Disease
Memory
Fractional anisotropy
medicine
Image Processing, Computer-Assisted
Humans
Radiology, Nuclear Medicine and imaging
Tensor
Longitudinal Studies
education
Aged
Physics
education.field_of_study
Brain Mapping
Memory Disorders
medicine.diagnostic_test
Brain
Reproducibility of Results
Magnetic resonance imaging
Middle Aged
White Matter
medicine.anatomical_structure
Diffusion Magnetic Resonance Imaging
Anisotropy
Female
Cognition Disorders
030217 neurology & neurosurgery
Diffusion MRI
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....98c5b2324e715f065ff175349a6ae201