International Symposium on Medical Information Processing and Analysis (SIPAIM)NeurosciencePeer-reviewed journal article
DTI versus NODDI White Matter Microstructural Biomarkers of Alzheimer's Disease
Kenny LiouiD, Sophia I. ThomopoulosiD, Hannah Yoo, Yuhan ShuaiiD, Sasha Chehrzadeh, Arvin AraniiD, Bret Borowski, Robert I. ReidiD, Clifford R. JackiD, Michael Walter WeineriD, Neda JahanshadiD, Paul M. ThompsoniD, Talia M. NiriD, Alzheimer’s Disease Neuroimaging Initiative
Abstract
Diffusion MRI (dMRI) is a powerful tool to assess white matter (WM) microstructural abnormalities in Alzheimers disease (AD). The fourth phase of the Alzheimers Disease Neuroimaging Initiative (ADNI) now includes multiple multishell dMRI protocols, enabling both traditional and advanced dMRI model analyses. There is a need to evaluate whether multishell data offer deeper insights into WM pathology in AD than more widely available single-shell data by overcoming single-shell model limitations. Here, we fit single-shell DTI and multishell NODDI to dMRI data from 533 ADNI3/4 participants to assess their sensitivity to key clinical indicators of AD such as cognitive impairment, amyloid-beta and tau PET burden. Overall, we found that NODDI offered no major advantages in detecting cognitive impairment and tau pathology, but NODDI was marginally more sensitive to amyloid pathology.
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