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Updated: Apr 3, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Aberrant Brain Network Efficiency in Parkinson's Disease Patients with Tremor: A Multi-Modality Study
Delong Zhang1, Jinhui Wang2, Xian Liu3
1Department of Radiology, Guangdong Provincial Hospital of Chinese Medicine , Guangzhou , China ; Guangzhou University of Chinese Medicine Postdoctoral Mobile Research Station , Guangzhou , China.
Parkinson's disease (PD) with tremor disrupts brain network organization, showing altered functional and morphological network efficiencies. These network changes can help classify PD patients and understand tremor variability.
Area of Science:
- Neuroscience
- Medical Imaging
- Network Science
Background:
- Parkinson's disease (PD) with tremor exhibits enhanced spontaneous brain activity coordination.
- The topological organization of these brain networks in PD with tremor is not well understood.
Purpose of the Study:
- To investigate the functional and morphological brain network organization in Parkinson's disease (PD) with tremor.
- To explore the relationship between network efficiency, PD classification, and tremor severity.
Main Methods:
- Collected magnetic resonance imaging (MRI) data from 16 PD patients and 20 normal controls (NCs).
- Constructed wavelet-based functional and morphological brain networks.
- Applied graph-based network analysis, multivariate pattern analysis (MVPA), and multiple linear regression models (MLRM).
Main Results:
- Functional brain networks in PD showed disrupted information translation efficiency and decreased local efficiency at specific wavelet scales.
- Morphological brain networks in PD exhibited increased global and local efficiency.
- Both functional and morphological network efficiencies effectively classified PD patients and correlated with tremor variability.
Conclusions:
- Network disorganization is a key feature in Parkinson's disease with tremor.
- Altered functional and morphological network efficiencies provide insights into the neural basis of PD with tremor and its clinical manifestations.
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