Scale-Free Functional Brain Networks Exhibit Increased Connectivity, Are More Integrated and Less Segregated in Patients with Parkinson’s Disease following Dopaminergic Treatment

Author:

Stylianou OrestisORCID,Kaposzta Zalan,Czoch Akos,Stefanovski LeonORCID,Yabluchanskiy Andriy,Racz Frigyes Samuel,Ritter Petra,Eke Andras,Mukli PeterORCID

Abstract

Dopaminergic treatment (DT), the standard therapy for Parkinson’s disease (PD), alters the dynamics of functional brain networks at specific time scales. Here, we explore the scale-free functional connectivity (FC) in the PD population and how it is affected by DT. We analyzed the electroencephalogram of: (i) 15 PD patients during DT (ON) and after DT washout (OFF) and (ii) 16 healthy control individuals (HC). We estimated FC using bivariate focus-based multifractal analysis, which evaluated the long-term memory (H(2)) and multifractal strength (ΔH15) of the connections. Subsequent analysis yielded network metrics (node degree, clustering coefficient and path length) based on FC estimated by H(2) or ΔH15. Cognitive performance was assessed by the Mini Mental State Examination (MMSE) and the North American Adult Reading Test (NAART). The node degrees of the ΔH15 networks were significantly higher in ON, compared to OFF and HC, while clustering coefficient and path length significantly decreased. No alterations were observed in the H(2) networks. Significant positive correlations were also found between the metrics of H(2) networks and NAART scores in the HC group. These results demonstrate that DT alters the multifractal coupled dynamics in the brain, warranting the investigation of scale-free FC in clinical and pharmacological studies.

Funder

The National Institute on Aging of the National Institutes of Health

The American Heart Association

the Oklahoma Shared Clinical and Translational Resources (OSCTR) program funded by the NIGMS

the NIA-funded Geroscience Training Program in Oklahoma

the NIGMS-funded Cellular and Molecular GeroScience CoBRE

H2020 Research and Innovation Action Grant Human Brain Project

H2020 Research and Innovation Action Grant Interactive Computing E-Infrastructure for the Human Brain Project

H2020 Research and Innovation Action Grant

H2020 Research Infrastructures Grant

H2020 European Innovation Council

H2020 European Research Council Grant

Berlin Institute of Health & Foundation Charité Johanna Quandt Excellence Initiative, German Research Foundation SFB 1436

German Research Foundation SFB 1315

German Research Foundation SFB 936

German Research Foundation SFB-TRR 295

German Research Foundation SPP Computational Connectomics

Publisher

MDPI AG

Subject

Statistics and Probability,Statistical and Nonlinear Physics,Analysis

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