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Citation
Tags
HERO ID
7207055
Reference Type
Journal Article
Title
A test-retest study on Parkinson's PPMI dataset yields statistically significant white matter fascicles
Author(s)
Cousineau, M; Jodoin, PM; Garyfallidis, E; Cote, MA; Morency, FC; Rozanski, V; Grand'Maison, M; Bedell, BJ; Descoteaux, M; ,
Year
2017
Publisher
ELSEVIER SCI LTD
Location
OXFORD
Page Numbers
222-233
PMID
28794981
DOI
10.1016/j.nicl.2017.07.020
Web of Science Id
WOS:000413235100024
Abstract
In this work, we propose a diffusion MRI protocol for mining Parkinson's disease diffusion MRI datasets and recover robust disease-specific biomarkers. Using advanced high angular resolution diffusion imaging (HARDI) crossing fiber modeling and tractography robust to partial volume effects, we automatically dissected 50 white matter (WM) fascicles. These fascicles connect deep nuclei (thalamus, putamen, pallidum) to different cortical functional areas (associative, motor, sensorimotor, limbic), basal forebrain and substantia nigra. Then, among these 50 candidate WM fascicles, only the ones that passed a test-retest reproducibility procedure qualified for further tractometry analysis. Leveraging the unique 2-timepoints test-retest Parkinson's Progression Markers Initiative (PPMI) dataset of over 600 subjects, we found statistically significant differences in tract profiles along the subcortico-cortical pathways between Parkinson's disease patients and healthy controls. In particular, significant increases in FA, apparent fiber density, tract-density and generalized FA were detected in some locations of the nigro-subthalamo-putaminal-thalamo-cortical pathway. This connection is one of the major motor circuits balancing the coordination of motor output. Detailed and quantifiable knowledge on WM fascicles in these areas is thus essential to improve the quality and outcome of Deep Brain Stimulation, and to target new WM locations for investigation.
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