Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study

Growing evidence indicates that disruptions in the brain’s functional connectivity play an important role in the pathophysiology of ADHD. The present study investigates alterations in resting-state EEG source connectivity and rich-club organization in children with inattentive (ADHD<sub>I</...

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Main Authors: Maliheh Ahmadi, Kamran Kazemi, Katarzyna Kuc, Anita Cybulska-Klosowicz, Mohammad Sadegh Helfroush, Ardalan Aarabi
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Brain Sciences
Subjects:
EEG
Online Access:https://www.mdpi.com/2076-3425/11/7/938
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spelling doaj-421f41397d7b4c02a9c252bb95237ee52021-07-23T13:32:57ZengMDPI AGBrain Sciences2076-34252021-07-011193893810.3390/brainsci11070938Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG StudyMaliheh Ahmadi0Kamran Kazemi1Katarzyna Kuc2Anita Cybulska-Klosowicz3Mohammad Sadegh Helfroush4Ardalan Aarabi5Department of Electrical and Electronics Engineering, Shiraz University of Technology, Shiraz 7155713876, IranDepartment of Electrical and Electronics Engineering, Shiraz University of Technology, Shiraz 7155713876, IranInstitute of Psychology, SWPS University of Social Sciences and Humanities, 03-815 Warsaw, PolandLaboratory of Emotions Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, 02-093 Warsaw, PolandDepartment of Electrical and Electronics Engineering, Shiraz University of Technology, Shiraz 7155713876, IranLaboratory of Functional Neuroscience and Pathologies (LNFP, EA 4559), University Research Center (CURS), University Hospital, 80054 Amiens, FranceGrowing evidence indicates that disruptions in the brain’s functional connectivity play an important role in the pathophysiology of ADHD. The present study investigates alterations in resting-state EEG source connectivity and rich-club organization in children with inattentive (ADHD<sub>I</sub>) and combined (ADHD<sub>C</sub>) ADHD compared with typically developing children (TD) under the eyes-closed condition. EEG source analysis was performed by eLORETA in different frequency bands. The lagged phase synchronization (LPS) and graph theoretical metrics were then used to examine group differences in the topological properties and rich-club organization of functional networks. Compared with the TD children, the ADHD<sub>I</sub> children were characterized by a widespread significant decrease in delta and beta LPS, as well as increased theta and alpha LPS in the left frontal and right occipital regions. The ADHD<sub>C</sub> children displayed significant increases in LPS in the central, temporal and posterior areas. Both ADHD groups showed small-worldness properties with significant increases and decreases in the network degree in the θ and β bands, respectively. Both subtypes also displayed reduced levels of network segregation. Group differences in rich-club distribution were found in the central and posterior areas. Our findings suggest that resting-state EEG source connectivity analysis can better characterize alterations in the rich-club organization of functional brain networks in ADHD patients.https://www.mdpi.com/2076-3425/11/7/938EEGcortical source imagingeLORETArich-club organizationgraph analysisconnectivity analysis
collection DOAJ
language English
format Article
sources DOAJ
author Maliheh Ahmadi
Kamran Kazemi
Katarzyna Kuc
Anita Cybulska-Klosowicz
Mohammad Sadegh Helfroush
Ardalan Aarabi
spellingShingle Maliheh Ahmadi
Kamran Kazemi
Katarzyna Kuc
Anita Cybulska-Klosowicz
Mohammad Sadegh Helfroush
Ardalan Aarabi
Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
Brain Sciences
EEG
cortical source imaging
eLORETA
rich-club organization
graph analysis
connectivity analysis
author_facet Maliheh Ahmadi
Kamran Kazemi
Katarzyna Kuc
Anita Cybulska-Klosowicz
Mohammad Sadegh Helfroush
Ardalan Aarabi
author_sort Maliheh Ahmadi
title Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
title_short Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
title_full Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
title_fullStr Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
title_full_unstemmed Disrupted Functional Rich-Club Organization of the Brain Networks in Children with Attention-Deficit/Hyperactivity Disorder, a Resting-State EEG Study
title_sort disrupted functional rich-club organization of the brain networks in children with attention-deficit/hyperactivity disorder, a resting-state eeg study
publisher MDPI AG
series Brain Sciences
issn 2076-3425
publishDate 2021-07-01
description Growing evidence indicates that disruptions in the brain’s functional connectivity play an important role in the pathophysiology of ADHD. The present study investigates alterations in resting-state EEG source connectivity and rich-club organization in children with inattentive (ADHD<sub>I</sub>) and combined (ADHD<sub>C</sub>) ADHD compared with typically developing children (TD) under the eyes-closed condition. EEG source analysis was performed by eLORETA in different frequency bands. The lagged phase synchronization (LPS) and graph theoretical metrics were then used to examine group differences in the topological properties and rich-club organization of functional networks. Compared with the TD children, the ADHD<sub>I</sub> children were characterized by a widespread significant decrease in delta and beta LPS, as well as increased theta and alpha LPS in the left frontal and right occipital regions. The ADHD<sub>C</sub> children displayed significant increases in LPS in the central, temporal and posterior areas. Both ADHD groups showed small-worldness properties with significant increases and decreases in the network degree in the θ and β bands, respectively. Both subtypes also displayed reduced levels of network segregation. Group differences in rich-club distribution were found in the central and posterior areas. Our findings suggest that resting-state EEG source connectivity analysis can better characterize alterations in the rich-club organization of functional brain networks in ADHD patients.
topic EEG
cortical source imaging
eLORETA
rich-club organization
graph analysis
connectivity analysis
url https://www.mdpi.com/2076-3425/11/7/938
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