The effects of music on brain functional networks: A network analysis

The human brain can dynamically adapt to the changing surroundings. To explore this issue, we adopted graph theoretical tools to examine changes in electroencephalography (EEG) functional networks while listening to music. Three different excerpts of Chinese Guqin music were played to 16 non-musician subjects. For the main frequency intervals, synchronizations between all pair-wise combinations of EEG electrodes were evaluated with phase lag index (PLI). Then, weighted connectivity networks were created and their organizations were characterized in terms of an average clustering coefficient and characteristic path length. We found an enhanced synchronization level in the alpha2 band during music listening. Music perception showed a decrease of both normalized clustering coefficient and path length in the alpha2 band. Moreover, differences in network measures were not observed between musical excerpts. These experimental results demonstrate an increase of functional connectivity as well as a more random network structure in the alpha2 band during music perception. The present study offers support for the effects of music on human brain functional networks with a trend toward a more efficient but less economical architecture.

[1]  H. Semlitsch,et al.  A solution for reliable and valid reduction of ocular artifacts, applied to the P300 ERP. , 1986, Psychophysiology.

[2]  M. Hallett,et al.  Identifying true brain interaction from EEG data using the imaginary part of coherency , 2004, Clinical Neurophysiology.

[3]  D. Tucker,et al.  EEG coherency. I: Statistics, reference electrode, volume conduction, Laplacians, cortical imaging, and interpretation at multiple scales. , 1997, Electroencephalography and clinical neurophysiology.

[4]  G. Sandini,et al.  Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease. , 2009, Brain : a journal of neurology.

[5]  H. Petsche,et al.  Interdependencies in the spontaneous EEG while listening to music. , 2001, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[6]  D. Plenz,et al.  Spontaneous cortical activity in awake monkeys composed of neuronal avalanches , 2009, Proceedings of the National Academy of Sciences.

[7]  Paul J. Laurienti,et al.  Comparison of characteristics between region-and voxel-based network analyses in resting-state fMRI data , 2010, NeuroImage.

[8]  C. Stam,et al.  Phase lag index: Assessment of functional connectivity from multi channel EEG and MEG with diminished bias from common sources , 2007, Human brain mapping.

[9]  S. Koelsch Toward a Neural Basis of Music Perception – A Review and Updated Model , 2011, Front. Psychology.

[10]  S. Koelsch,et al.  Neural correlates of strategy use during auditory working memory in musicians and non‐musicians , 2011, The European journal of neuroscience.

[11]  Yong He,et al.  Hemisphere- and gender-related differences in small-world brain networks: A resting-state functional MRI study , 2011, NeuroImage.

[12]  C. Stam,et al.  Small-world networks and functional connectivity in Alzheimer's disease. , 2006, Cerebral cortex.

[13]  P. Fries A mechanism for cognitive dynamics: neuronal communication through neuronal coherence , 2005, Trends in Cognitive Sciences.

[14]  O. Sporns,et al.  Mapping the Structural Core of Human Cerebral Cortex , 2008, PLoS biology.

[15]  J. Palva,et al.  Functional Roles of Alpha-Band Phase Synchronization in Local and Large-Scale Cortical Networks , 2011, Front. Psychology.

[16]  Wei-Na Zhu,et al.  Differential cognitive responses to guqin music and piano music in Chinese subjects: an event-related potential study , 2008, Neuroscience bulletin.

[17]  Cornelis J Stam,et al.  Graph theoretical analysis of complex networks in the brain , 2007, Nonlinear biomedical physics.

[18]  I. Peretz,et al.  Brain organization for music processing. , 2005, Annual review of psychology.

[19]  Edward T. Bullmore,et al.  Broadband Criticality of Human Brain Network Synchronization , 2009, PLoS Comput. Biol..

[20]  Danielle S Bassett,et al.  Brain graphs: graphical models of the human brain connectome. , 2011, Annual review of clinical psychology.

[21]  Carol L. Krumhansl,et al.  The Music of Nature and the Nature of Music , 2001, Science.

[22]  O. Sporns,et al.  The economy of brain network organization , 2012, Nature Reviews Neuroscience.

[23]  Olaf Sporns,et al.  The small world of the cerebral cortex , 2007, Neuroinformatics.

[24]  E. Bullmore,et al.  Adaptive reconfiguration of fractal small-world human brain functional networks , 2006, Proceedings of the National Academy of Sciences.

[25]  C. J. Stam,et al.  Cognition is related to resting-state small-world network topology: an magnetoencephalographic study , 2011, Neuroscience.

[26]  V Latora,et al.  Efficient behavior of small-world networks. , 2001, Physical review letters.

[27]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[28]  Dietrich Lehmann,et al.  Coherence and phase locking in the scalp EEG and between LORETA model sources, and microstates as putative mechanisms of brain temporo-spatial functional organization , 2006, Journal of Physiology-Paris.

[29]  Alan C. Evans,et al.  Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. , 2007, Cerebral cortex.

[30]  Mark Hallett,et al.  Reorganization of brain functional small‐world networks during finger movements , 2012, Human brain mapping.

[31]  F. Barrios,et al.  Metabolic and electric brain patterns during pleasant and unpleasant emotions induced by music masterpieces. , 2007, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[32]  Frédérique Amor,et al.  Cortical local and long-range synchronization interplay in human absence seizure initiation , 2009, NeuroImage.

[33]  O. Sporns,et al.  Complex brain networks: graph theoretical analysis of structural and functional systems , 2009, Nature Reviews Neuroscience.

[34]  H. Petsche,et al.  The possible meaning of the upper and lower alpha frequency ranges for cognitive and creative tasks. , 1997, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[35]  A. Schnitzler,et al.  Normal and pathological oscillatory communication in the brain , 2005, Nature Reviews Neuroscience.

[36]  C. Stam,et al.  Small‐world properties of nonlinear brain activity in schizophrenia , 2009, Human brain mapping.

[37]  M. Coltheart,et al.  Modularity of music processing , 2003, Nature Neuroscience.

[38]  María Herrojo Ruiz,et al.  Unsupervised statistical learning underpins computational, behavioural, and neural manifestations of musical expectation , 2010, NeuroImage.

[39]  C. Neuper,et al.  EEG alpha band dissociation with increasing task demands. , 2005, Brain research. Cognitive brain research.

[40]  Yong He,et al.  Graph theoretical modeling of brain connectivity. , 2010, Current opinion in neurology.

[41]  Vincent J. Schmithorst,et al.  Separate cortical networks involved in music perception: preliminary functional MRI evidence for modularity of music processing , 2005, NeuroImage.

[42]  Lester Melie-García,et al.  Studying the human brain anatomical network via diffusion-weighted MRI and Graph Theory , 2008, NeuroImage.

[43]  C. Stam,et al.  The influence of ageing on complex brain networks: A graph theoretical analysis , 2009, Human brain mapping.

[44]  Simon W. Moore,et al.  Efficient Physical Embedding of Topologically Complex Information Processing Networks in Brains and Computer Circuits , 2010, PLoS Comput. Biol..

[45]  Yong He,et al.  Sex- and brain size-related small-world structural cortical networks in young adults: a DTI tractography study. , 2011, Cerebral cortex.

[46]  María Corsi-Cabrera,et al.  Differential alpha coherence hemispheric patterns in men and women during pleasant and unpleasant musical emotions. , 2009, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[47]  Olaf Sporns,et al.  Connectivity and complexity: the relationship between neuroanatomy and brain dynamics , 2000, Neural Networks.

[48]  J. Matias Palva,et al.  Graph properties of synchronized cortical networks during visual working memory maintenance , 2010, NeuroImage.

[49]  O. Sporns,et al.  Identification and Classification of Hubs in Brain Networks , 2007, PloS one.

[50]  Changle Zhou,et al.  Crossmodal effects of Guqin and piano music on selective attention: An event-related potential study , 2009, Neuroscience Letters.

[51]  Manfred G Kitzbichler,et al.  Cognitive Effort Drives Workspace Configuration of Human Brain Functional Networks , 2011, The Journal of Neuroscience.

[52]  Stefan Koelsch,et al.  Decrease in early right alpha band phase synchronization and late gamma band oscillations in processing syntax in music , 2009, Human brain mapping.

[53]  Changle Zhou,et al.  Graph theoretical analysis of EEG functional connectivity during music perception , 2012, Brain Research.

[54]  C. Stam,et al.  r Human Brain Mapping 32:413–425 (2011) r Network Analysis of Resting State EEG in the Developing Young Brain: Structure Comes With Maturation , 2022 .

[55]  G. Cecchi,et al.  Scale-free brain functional networks. , 2003, Physical review letters.

[56]  Joydeep Bhattacharya,et al.  Phase synchrony analysis of EEG during music perception reveals changes in functional connectivity due to musical expertise , 2005, Signal Process..

[57]  Edward T. Bullmore,et al.  Reproducibility of graph metrics of human brain functional networks , 2009, NeuroImage.

[58]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[59]  Walter A. Siebel,et al.  Opinion TRENDS in Cognitive Sciences Vol.9 No.12 December 2005 Towards , 2022 .

[60]  Alan C. Evans,et al.  Uncovering Intrinsic Modular Organization of Spontaneous Brain Activity in Humans , 2009, PloS one.

[61]  Scott T. Grafton,et al.  Dynamic reconfiguration of human brain networks during learning , 2010, Proceedings of the National Academy of Sciences.

[62]  J. Szaflarski,et al.  Moderating effects of music on resting state networks , 2012, Brain Research.