Functional connectivity of major depression disorder using ongoing EEG during music perception
Liu, W., Zhang, C., Wang, X., Xu, J., Chang, Y., Ristaniemi, T., & Cong, F. (2020). Functional connectivity of major depression disorder using ongoing EEG during music perception. Clinical Neurophysiology, 131(10), 2413-2422. https://doi.org/10.1016/j.clinph.2020.06.031
Published inClinical Neurophysiology
Xu, Jing |
© 2020 Elsevier
Objective The functional connectivity (FC) of major depression disorder (MDD) has not been well studied under naturalistic and continuous stimuli conditions. In this study, we investigated the frequency-specific FC of MDD patients exposed to conditions of music perception using ongoing electroencephalogram (EEG). Methods First, we applied phase lag index (PLI) method to calculate the connectivity matrices and graph theory-based methods to measure the topology of brain networks across different frequency bands. Then, classification methods were adopted to identify the most discriminate frequency band for the diagnosis of MDD. Results During music perception, MDD patients exhibited a decreased connectivity pattern in the delta band but an increased connectivity pattern in the beta band. Healthy people showed a left hemisphere-dominant phenomenon, but MDD patients did not show such a lateralized effect. Support vector machine (SVM) achieved the best classification performance in the beta frequency band with an accuracy of 89.7%, sensitivity of 89.4% and specificity of 89.9%. Conclusions MDD patients exhibited an altered FC in delta and beta bands, and the beta band showed a superiority in the diagnosis of MDD. Significance Our study provided a promising reference for the diagnosis of MDD, and revealed a new perspective for understanding the topology of MDD brain networks during music perception. ...
Publication in research information system
MetadataShow full item record
Additional information about fundingThis work was supported by National Natural Science Foundation of China (Grant No.91748105 & Grant No.81471742); the Fundamental Research Funds for the Central Universities [DUT2019] in Dalian University of Technology in China; and the scholarships from China scholarship Council (No. 201706060263).
Showing items with similar title or keywords.
Identifying Oscillatory Hyperconnectivity and Hypoconnectivity Networks in Major Depression Using Coupled Tensor Decomposition Liu, Wenya; Wang, Xiulin; Xu, Jing; Chang, Yi.; Hämäläinen, Timo; Cong, Fengyu (Institute of Electrical and Electronics Engineers (IEEE), 2021)Previous researches demonstrate that major depression disorder (MDD) is associated with widespread network dysconnectivity, and the dynamics of functional connectivity networks are important to delineate the neural mechanisms ...
Shared and Unshared Feature Extraction in Major Depression During Music Listening Using Constrained Tensor Factorization Wang, Xiulin; Liu, Wenya; Wang, Xiaoyu; Mu, Zhen; Xu, Jing; Chang, Yi; Zhang, Qing; Wu, Jianlin; Cong, Fengyu (Frontiers Media SA, 2021)Ongoing electroencephalography (EEG) signals are recorded as a mixture of stimulus-elicited EEG, spontaneous EEG and noises, which poses a huge challenge to current data analyzing techniques, especially when different ...
Zhu, Yongjie; Wang, Xiaoyu; Mathiak, Klaus; Toiviainen, Petri; Ristaniemi, Tapani; Xu, Jing; Chang, Yi; Cong, Fengyu (World Scientific, 2021)To examine the electrophysiological underpinnings of the functional networks involved in music listening, previous approaches based on spatial independent component analysis (ICA) have recently been used to ongoing ...
Coupling of Action-Perception Brain Networks during Musical Pulse Processing : Evidence from Region-of-Interest-Based Independent Component Analysis Burunat, Iballa; Tsatsishvili, Valeri; Brattico, Elvira; Toiviainen, Petri (Frontiers Research Foundation, 2017)Our sense of rhythm relies on orchestrated activity of several cerebral and cerebellar structures. Although functional connectivity studies have advanced our understanding of rhythm perception, this phenomenon has not ...
My body moves in music therapy : body movements and their role in music therapy in the treatment of depression and an eating disorder : a case study Karvonen, Riikka (2015)Music and dance play an important role in every culture and society. In some parts of the world, the word for music and dance is the same. Due to this, one good treatment and psychological support can be music and dance. ...