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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Unique white matter structural connectivity in early-stage drug-naive Parkinson disease
Virendra R Mishra1, Karthik R Sreenivasan2, Zhengshi Yang2
1From Imaging Research (V.R.M., K.R.S., Z.Y., X.Z., D.C.), Lou Ruvo Center for Brain Health (Z.M., A.R., J.L.C.), Cleveland Clinic Foundation, Las Vegas, NV; Departments of Psychology and Neuroscience (D.C.), University of Colorado at Boulder; Department of Neurosciences (I.L.), University of California San Diego, La Jolla; Center for Neurological Restoration (H.H.F.), Cleveland Clinic, OH; Center for Neurosciences (D.E.), Feinstein Institute for Medical Research, Manhasset, NY; UNLV Department of Brain Health (J.L.C.), School of Integrated Health Sciences, Las Vegas, NV; and Muhammad Ali Parkinson Center (R.R.W.), Barrow Neurological Institute, Phoenix, AZ. mishrav@ccf.org ryan.walsh@barrowneuro.org.
Objective:
To investigate the topographic arrangement and strength of whole-brain white matter (WM) structural connectivity in patients with early-stage drug-naive Parkinson disease (PD).
Methods:
We employed a model-free data-driven approach for computing whole-brain WM topologic arrangement and connectivity strength between brain regions by utilizing diffusion MRI of 70 participants with early-stage drug-naive PD and 41 healthy controls. Subsequently, we generated a novel group-specific WM anatomical network by minimizing variance in anatomical connectivity of each group. Global WM connectivity strength and network measures were computed on this group-specific WM anatomical network and were compared between the groups. We tested correlations of these network measures with clinical measures in PD to assess their pathophysiologic relevance.
Results:
PD-relevant cortical and subcortical regions were identified in the novel PD-specific WM anatomical network. Impaired modular organization accompanied by a correlation of network measures with multiple clinical variables in early PD were revealed. Furthermore, disease duration was negatively correlated with global connectivity strength of the PD-specific WM anatomical network.
Conclusion:
By minimizing variance in anatomical connectivity, this study found the presence of a novel WM structural connectome in early PD that correlated with clinical symptoms, despite the lack of a priori analytic assumptions. This included the novel finding of increased structural connectivity between known PD-relevant brain regions. The current study provides a framework for further investigation of WM structural changes underlying the clinical and pathologic heterogeneity of PD.
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