Brain network analysis in Parkinson's disease patients based on graph theory
Shirin Akbari, Mohammad Reza DeevbandiD, Amin Asgharzadeh Alvar, Emadodin Fatemi Zadeh, Hashem Rafie Tabar, Patrick Kelley, Meysam TavakoliiD
Abstract
Development of Parkinsons disease causes functional impairment in the brain network of Parkinsons patients. The aim of this study is to analyze brain networks of people with Parkinsons disease based on higher resolution parcellations and newer graphical features. The topological features of brain networks were investigated in Parkinsons patients (19 individuals) compared to healthy individuals (17 individuals) using graph theory. In addition, four different methods were used in graph formation to detect linear and nonlinear relationships between functional magnetic resonance imaging (fMRI) signals. The functional connectivity between the left precuneus and the left amygdala, as well as between the vermis 1-2 and the left temporal lobe was evaluated for the healthy and the patient groups. The difference between the healthy and patient groups was evaluated by non-parametric t-test and U-test. Based on the results, Parkinsons patients showed a significant decrease in centrality criterion compared to healthy subjects. Furtheremore, changes in regional features of brain network were observed. There was also a significant difference between the two groups of healthy subjects and Parkinsons patients in different areas by applying centrality criterion and the correlation coefficients. The results obtained for topological features indicate changes in the functional brain network of Parkinsons patients. Finally, similar areas obtained by all three methods of graph formation in the evaluation of connectivity between paired regions in the brain network of Parkinsons patients increased the reliability of the results.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 7
- FWCI
- 1.71
- Field percentile
- top 17%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Directed brain connectivity identifies widespread functional network changes in Parkinson's disease
Mite Mijalkov, Giovanni Volpe, Joana B. Pereira·Cerebral CortexPeer-reviewed·Jun 28, 2021
- Brain networks and cognitive impairment in Parkinson's disease
Rosaria Rucco, Anna Lardone, … Pierpaolo Sorrentino·Brain ConnectivityPeer-reviewed·Jul 16, 2021
- Towards Precision Functional Brain Network Mapping in Parkinsons Disease
Jacob Garrett Chernicky, Ally Dworetsky, … Caterina Gratton·NeuroImage ClinicalPeer-reviewed·Dec 19, 2025
- Distinct large-scale networks are associated with motor and nonmotor symptoms in Parkinson's disease
Sule Tinaz, Serageldin Kamel, … Rajita Sinha·bioRxiv·May 13, 2020
- Dopamine Depletion Alters Macroscopic Network Dynamics in Parkinsons Disease
James M. Shine, Peter T. Bell, … Claire O’Callaghan·BrainPeer-reviewed·Jan 31, 2019
- Individualized functional connectivity markers associated with motor and mood symptoms of Parkinson's disease
Louisa Dahmani, Yan Bai, … Danhong Wang·bioRxiv·Jan 31, 2024