Literature DB >> 33058379

Disruption of gray matter morphological networks in patients with paroxysmal kinesigenic dyskinesia.

Xiuli Li1,2, Du Lei1,3, Running Niu2, Lei Li1, Xueling Suo1, Wenbin Li1, Chen Yang1, Tianhua Yang4, Jiechuan Ren4, Walter H L Pinaya5,6, Dong Zhou4, Graham J Kemp7, Qiyong Gong1,8,9.   

Abstract

This study explores the topological properties of brain gray matter (GM) networks in patients with paroxysmal kinesigenic dyskinesia (PKD) and asks whether GM network features have potential diagnostic value. We used 3D T1-weighted magnetic resonance imaging and graph theoretical approaches to investigate the topological organization of GM morphological networks in 87 PKD patients and 115 age- and sex-matched healthy controls. We applied a support vector machine to GM morphological network matrices to classify PKD patients versus healthy controls. Compared with the HC group, the GM morphological networks of PKD patients showed significant abnormalities at the global level, including an increase in characteristic path length (Lp) and decreases in local efficiency (Eloc ), clustering coefficient (Cp), normalized clustering coefficient (γ), and small-worldness (σ). The decrease in Cp was significantly correlated with disease duration and age of onset. The GM morphological networks of PKD patients also showed significant changes in nodal topological characteristics, mainly in the basal ganglia-thalamus circuitry, default-mode network and central executive network. Finally, we used the GM morphological network matrices to classify individuals as PKD patients versus healthy controls, achieving 87.8% accuracy. Overall, this study demonstrated disruption of GM morphological networks in PKD, which might extend our understanding of the pathophysiology of PKD; further, GM morphological network matrices might have the potential to serve as network neuroimaging biomarkers for the diagnosis of PKD.
© 2020 The Authors. Human Brain Mapping published by Wiley Periodicals LLC.

Entities:  

Keywords:  gray matter networks; machine learning; paroxysmal kinesigenic dyskinesia; structural MRI; topological organization

Mesh:

Year:  2020        PMID: 33058379      PMCID: PMC7776009          DOI: 10.1002/hbm.25230

Source DB:  PubMed          Journal:  Hum Brain Mapp        ISSN: 1065-9471            Impact factor:   5.399


  73 in total

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Journal:  Neurology       Date:  2004-12-28       Impact factor: 9.910

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5.  Disruption of gray matter morphological networks in patients with paroxysmal kinesigenic dyskinesia.

Authors:  Xiuli Li; Du Lei; Running Niu; Lei Li; Xueling Suo; Wenbin Li; Chen Yang; Tianhua Yang; Jiechuan Ren; Walter H L Pinaya; Dong Zhou; Graham J Kemp; Qiyong Gong
Journal:  Hum Brain Mapp       Date:  2020-10-15       Impact factor: 5.399

  5 in total

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