Aberrant Modulation of Brain Oscillatory Activity and Attentional Impairment in Attention-Deficit/Hyperactivity Disorder.

Electroencephalography and magnetoencephalography are noninvasive neuroimaging techniques that have been used extensively to study various resting-state and cognitive processes in the brain. The purpose of this review is to highlight a number of recent studies that have investigated the alpha band (8-12 Hz) oscillatory activity present in magnetoencephalography and electroencephalography, to provide new insights into the maladaptive network activity underlying attentional impairments in attention-deficit/hyperactivity disorder (ADHD). Studies reviewed demonstrate that event-related decrease in alpha is attenuated during visual selective attention, primarily in ADHD inattentive type, and is often significantly associated with accuracy and reaction time during task performance. Furthermore, aberrant modulation of alpha activity has been reported across development and may have abnormal or atypical lateralization patterns in ADHD. Modulations in the alpha band thus represent a robust, relatively unexplored putative biomarker of attentional impairment and a strong prospect for future studies aimed at examining underlying neural mechanisms and treatment response among individuals with ADHD. Potential limitations of its use as a diagnostic biomarker and directions for future research are discussed.

[1]  Elizabeth B. Owens,et al.  Defining ADHD symptom persistence in adulthood: optimizing sensitivity and specificity , 2017, Journal of child psychology and psychiatry, and allied disciplines.

[2]  B. Franke,et al.  Behavioral Consequences of Aberrant Alpha Lateralization in Attention-Deficit/Hyperactivity Disorder , 2013, Biological Psychiatry.

[3]  René Scheeringa,et al.  The relationship between oscillatory EEG activity and the laminar-specific BOLD signal , 2016, Proceedings of the National Academy of Sciences.

[4]  Rosemary Tannock,et al.  Validity of DSM-IV attention deficit/hyperactivity disorder symptom dimensions and subtypes. , 2012, Journal of abnormal psychology.

[5]  H. Persson,et al.  Altered cortical activity in children with attention-deficit/hyperactivity disorder during attentional load task. , 2002, Journal of the American Academy of Child and Adolescent Psychiatry.

[6]  Ljupco Kocarev,et al.  Machine learning approach for classification of ADHD adults. , 2014, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[7]  Fernando Henrique Lopes da Silva,et al.  The hemodynamic response of the alpha rhythm: An EEG/fMRI study , 2007, NeuroImage.

[8]  G. Pfurtscheller,et al.  Event-related synchronization (ERS) in the alpha band--an electrophysiological correlate of cortical idling: a review. , 1996, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[9]  Ole Jensen,et al.  Frontal Eye Fields Control Attentional Modulation of Alpha and Gamma Oscillations in Contralateral Occipitoparietal Cortex , 2015, The Journal of Neuroscience.

[10]  Christa Neuper,et al.  Long-term stability and consistency of EEG event-related (de-)synchronization across different cognitive tasks , 2005, Clinical Neurophysiology.

[11]  J. R. Wiersema,et al.  Resting electroencephalogram in attention deficit hyperactivity disorder: Developmental course and diagnostic value , 2014, Psychiatry Research.

[12]  J. Kropotov,et al.  Group Independent Component Analysis (gICA) and Current Source Density (CSD) in the study of EEG in ADHD adults , 2014, Clinical Neurophysiology.

[13]  A. Engel,et al.  Spectral fingerprints of large-scale neuronal interactions , 2012, Nature Reviews Neuroscience.

[14]  Robert Sekuler,et al.  Attention-modulated Alpha-band Oscillations Protect against Intrusion of Irrelevant Information , 2013, Journal of Cognitive Neuroscience.

[15]  Robert J Barry,et al.  Specificity of quantitative EEG analysis in adults with attention deficit hyperactivity disorder , 2002, Psychiatry Research.

[16]  Charles Bradley,et al.  ELECTROENCEPHALOGRAPHIC ANALYSES OF BEHAVIOR PROBLEM CHILDREN , 1938 .

[17]  R. Llinás,et al.  Electrophysiological properties of guinea‐pig thalamic neurones: an in vitro study. , 1984, The Journal of physiology.

[18]  G Pfurtscheller,et al.  Induced Oscillations in the Alpha Band: Functional Meaning , 2003, Epilepsia.

[19]  Y. Saalmann,et al.  The Pulvinar Regulates Information Transmission Between Cortical Areas Based on Attention Demands , 2012, Science.

[20]  Lee M. Miller,et al.  The Role of Alpha Activity in Spatial and Feature-Based Attention , 2016, eNeuro.

[21]  H. Kennedy,et al.  Alpha-Beta and Gamma Rhythms Subserve Feedback and Feedforward Influences among Human Visual Cortical Areas , 2016, Neuron.

[22]  Benjamin M. Robinson,et al.  Impaired suppression of delay-period alpha and beta is associated with impaired working memory in schizophrenia. , 2017, Biological psychiatry. Cognitive neuroscience and neuroimaging.

[23]  Martin H. Schmidt,et al.  Atypical frontal brain activation in ADHD: preschool and elementary school boys and girls. , 1999, Journal of the American Academy of Child and Adolescent Psychiatry.

[24]  James T. McCracken,et al.  Atypical alpha asymmetry in adults with ADHD , 2009, Neuropsychologia.

[25]  H. Kraemer,et al.  A Decade of EEG Theta/Beta Ratio Research in ADHD , 2013, Journal of attention disorders.

[26]  J. McGough,et al.  Characterization of the Theta to Beta Ratio in ADHD , 2013, Journal of attention disorders.

[27]  W. K. Simmons,et al.  Circular analysis in systems neuroscience: the dangers of double dipping , 2009, Nature Neuroscience.

[28]  S J Luck,et al.  Visual event-related potentials index focused attention within bilateral stimulus arrays. II. Functional dissociation of P1 and N1 components. , 1990, Electroencephalography and clinical neurophysiology.

[29]  S. Kastner,et al.  FEF-Controlled Alpha Delay Activity Precedes Stimulus-Induced Gamma-Band Activity in Visual Cortex , 2017, The Journal of Neuroscience.

[30]  R. Llinás,et al.  Electrophysiology of mammalian thalamic neurones in vitro , 1982, Nature.

[31]  A. Arnsten,et al.  Neurobiological circuits regulating attention, cognitive control, motivation, and emotion: disruptions in neurodevelopmental psychiatric disorders. , 2012, Journal of the American Academy of Child and Adolescent Psychiatry.

[32]  H. B. Meziane,et al.  Attention-related EEG markers in adult ADHD , 2016, Neuropsychologia.

[33]  M. Carter Diagnostic and Statistical Manual of Mental Disorders, 5th ed. , 2014 .

[34]  Y. Saalmann,et al.  Cognitive and Perceptual Functions of the Visual Thalamus , 2011, Neuron.

[35]  Wolfgang Klimesch,et al.  Alpha phase coupling reflects object recognition , 2008, NeuroImage.

[36]  Daniel Brandeis,et al.  Diagnostic Value of Resting Electroencephalogram in Attention-Deficit/Hyperactivity Disorder Across the Lifespan , 2012, Brain Topography.

[37]  O. Jensen,et al.  Shaping Functional Architecture by Oscillatory Alpha Activity: Gating by Inhibition , 2010, Front. Hum. Neurosci..

[38]  Reza Boostani,et al.  Classification of BMD and ADHD patients using their EEG signals , 2011, Expert Syst. Appl..

[39]  R. Llinás,et al.  Bursting of thalamic neurons and states of vigilance. , 2006, Journal of neurophysiology.

[40]  G Pfurtscheller,et al.  Computational model of thalamo-cortical networks: dynamical control of alpha rhythms in relation to focal attention. , 2001, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[41]  F. L. D. Silva,et al.  The cortical source of the alpha rhythm , 1977, Neuroscience Letters.

[42]  Wolfgang Klimesch,et al.  Alpha Oscillations and Early Stages of Visual Encoding , 2011, Front. Psychology.

[43]  Hartmut Heinrich,et al.  EEG spectral analysis of attention in ADHD: implications for neurofeedback training? , 2014, Front. Hum. Neurosci..

[44]  G. Mangun,et al.  Differential Oscillatory Electroencephalogram Between Attention-Deficit/Hyperactivity Disorder Subtypes and Typically Developing Adolescents , 2014, Biological Psychiatry.

[45]  E D Adrian,et al.  The interpretation of potential waves in the cortex , 1934, The Journal of physiology.

[46]  Roshan Cools,et al.  Region-specific modulations in oscillatory alpha activity serve to facilitate processing in the visual and auditory modalities , 2014, NeuroImage.

[47]  R. Barry,et al.  Quantitative EEG analysis in dexamphetamine-responsive adults with attention-deficit/hyperactivity disorder , 2006, Psychiatry Research.

[48]  Joel T. Nigg,et al.  Neuropsychologic Theory and Findings in Attention-Deficit/Hyperactivity Disorder: The State of the Field and Salient Challenges for the Coming Decade , 2005, Biological Psychiatry.

[49]  Diane M. Beck,et al.  Pulsed Out of Awareness: EEG Alpha Oscillations Represent a Pulsed-Inhibition of Ongoing Cortical Processing , 2011, Front. Psychology.

[50]  Robert J Barry,et al.  Age-related changes in quantitative EEG in attention- deficit/hyperactivity disorder , 1999, Biological Psychiatry.

[51]  J. Martinerie,et al.  The brainweb: Phase synchronization and large-scale integration , 2001, Nature Reviews Neuroscience.

[52]  Marc Wildi,et al.  Test–retest reliability of EEG spectra during a working memory task , 2008, NeuroImage.

[53]  A. A. Wijers,et al.  Do children with ADHD and/or PDD-NOS differ in reactivity of alpha/theta ERD/ERS to manipulations of cognitive load and stimulus relevance? , 2009, Clinical Neurophysiology.

[54]  Hans-Jochen Heinze,et al.  The Neural Site of Attention Matches the Spatial Scale of Perception , 2006, The Journal of Neuroscience.

[55]  F. D. da Silva,et al.  Organization of thalamic and cortical alpha rhythms: spectra and coherences. , 1973, Electroencephalography and clinical neurophysiology.

[56]  F. Castellanos,et al.  a common core dysfunction in attention-deficit/hyperactivity disorder: a scientific red herring? , 2005 .

[57]  G. Mangun,et al.  Top-down Modulation of Neural Activity in Anticipatory Visual Attention: Control Mechanisms Revealed by Simultaneous EEG-fMRI. , 2014, Cerebral cortex.

[58]  M. Deschenes,et al.  The thalamus as a neuronal oscillator , 1984, Brain Research Reviews.

[59]  M. Corbetta,et al.  Frontoparietal Cortex Controls Spatial Attention through Modulation of Anticipatory Alpha Rhythms , 2009, The Journal of Neuroscience.

[60]  Mark S. Cohen,et al.  Alpha desynchronization and frontoparietal connectivity during spatial working memory encoding deficits in ADHD: A simultaneous EEGfMRI study , 2016, NeuroImage: Clinical.

[61]  Mark S. Cohen,et al.  Simultaneous EEG and fMRI of the alpha rhythm , 2002, Neuroreport.

[62]  Robert Oostenveld,et al.  Trial-by-trial coupling between EEG and BOLD identifies networks related to alpha and theta EEG power increases during working memory maintenance , 2009, NeuroImage.

[63]  Andreas Kleinschmidt,et al.  EEG-correlated fMRI of human alpha activity , 2003, NeuroImage.

[64]  S. Sexson,et al.  Blinded, multi-center validation of EEG and rating scales in identifying ADHD within a clinical sample , 2008, Psychiatry Research.

[65]  S. Hillyard,et al.  Allocation of visual attention to spatial locations: Tradeoff functions for event-related brain potentials and detection performance , 1990, Perception & psychophysics.

[66]  J. Lisman,et al.  Oscillations in the alpha band (9-12 Hz) increase with memory load during retention in a short-term memory task. , 2002, Cerebral cortex.

[67]  John J. Foxe,et al.  The Role of Alpha-Band Brain Oscillations as a Sensory Suppression Mechanism during Selective Attention , 2011, Front. Psychology.

[68]  S. Nelson,et al.  Familial clustering and DRD4 effects on electroencephalogram measures in multiplex families with attention deficit/hyperactivity disorder. , 2010, Journal of the American Academy of Child and Adolescent Psychiatry.

[69]  Ole Jensen,et al.  Posterior alpha oscillations reflect attentional problems in boys with Attention Deficit Hyperactivity Disorder , 2016, Clinical Neurophysiology.

[70]  J. Hall,et al.  A Meta-analysis of Quantitative EEG Power Associated With Attention-Deficit Hyperactivity Disorder , 2006, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[71]  C. Miniussi,et al.  New insights into rhythmic brain activity from TMS–EEG studies , 2009, Trends in Cognitive Sciences.

[72]  J. Yordanova,et al.  Event-related oscillations reflect functional asymmetry in children with attention deficit/hyperactivity disorder. , 2013, Supplements to Clinical neurophysiology.

[73]  M. Westerfield,et al.  Autism, Attention, and Alpha Oscillations: An Electrophysiological Study of Attentional Capture. , 2017, Biological psychiatry. Cognitive neuroscience and neuroimaging.

[74]  J. Leon Kenemans,et al.  Relation between resting EEG to cognitive performance and clinical symptoms in adults with attention-deficit/hyperactivity disorder , 2010, Neuroscience Letters.

[75]  J. Schoffelen,et al.  University of Birmingham Occipital alpha activity during stimulus processing gates the information flow to object-selective cortex , 2014 .

[76]  W. Klimesch Alpha-band oscillations, attention, and controlled access to stored information , 2012, Trends in Cognitive Sciences.

[77]  C. Schroeder,et al.  Neuronal Mechanisms and Attentional Modulation of Corticothalamic Alpha Oscillations , 2011, The Journal of Neuroscience.

[78]  Mark S. Cohen,et al.  Acquiring simultaneous EEG and functional MRI , 2000, Clinical Neurophysiology.

[79]  J. Gross,et al.  On the Role of Prestimulus Alpha Rhythms over Occipito-Parietal Areas in Visual Input Regulation: Correlation or Causation? , 2010, The Journal of Neuroscience.

[80]  R. Oostenveld,et al.  Reduced Occipital Alpha Power Indexes Enhanced Excitability Rather than Improved Visual Perception , 2013, The Journal of Neuroscience.

[81]  D. Cantwell,et al.  Pathophysiology of the hyperactive child syndrome. , 1974, Archives of general psychiatry.

[82]  S. Makeig,et al.  Electroencephalography Correlates of Spatial Working Memory Deficits in Attention-Deficit/Hyperactivity Disorder: Vigilance, Encoding, and Maintenance , 2014, The Journal of Neuroscience.

[83]  Andreas Mueller,et al.  Classification of ADHD patients on the basis of independent ERP components using a machine learning system , 2010, Nonlinear biomedical physics.

[84]  Simon Hanslmayr,et al.  Prestimulus oscillations predict visual perception performance between and within subjects , 2007, NeuroImage.

[85]  Á. Pascual-Leone,et al.  Spontaneous fluctuations in posterior alpha-band EEG activity reflect variability in excitability of human visual areas. , 2008, Cerebral cortex.

[86]  Robert J Barry,et al.  Age and sex effects in the EEG: differences in two subtypes of attention-deficit/hyperactivity disorder , 2001, Clinical Neurophysiology.

[87]  H. Kennedy,et al.  Visual Areas Exert Feedforward and Feedback Influences through Distinct Frequency Channels , 2014, Neuron.

[88]  G. Pfurtscheller Event-related synchronization (ERS): an electrophysiological correlate of cortical areas at rest. , 1992, Electroencephalography and clinical neurophysiology.

[89]  J. Kropotov,et al.  The quantitative EEG theta/beta ratio in attention deficit/hyperactivity disorder and normal controls: Sensitivity, specificity, and behavioral correlates , 2012, Psychiatry Research.

[90]  Jinung An,et al.  Decision Support Algorithm for Diagnosis of ADHD Using Electroencephalograms , 2012, Journal of Medical Systems.

[91]  G. Tononi,et al.  Frontiers in Integrative Neuroscience Integrative Neuroscience Repetitive Transcranial Magnetic Stimulation Affects Behavior by Biasing Endogenous Cortical Oscillations , 2022 .

[92]  Daniel Brandeis,et al.  EEG–BOLD correlations during (post-)adolescent brain maturation , 2011, NeuroImage.

[93]  A Gevins,et al.  Test–retest reliability of cognitive EEG , 2000, Clinical Neurophysiology.

[94]  M. Deschenes,et al.  Electrophysiology of neurons of lateral thalamic nuclei in cat: resting properties and burst discharges. , 1984, Journal of neurophysiology.

[95]  L. Michels,et al.  Age dependent electroencephalographic changes in attention-deficit/hyperactivity disorder (ADHD) , 2014, Clinical Neurophysiology.

[96]  S. Luck,et al.  Attention to Features Precedes Attention to Locations in Visual Search: Evidence from Electromagnetic Brain Responses in Humans , 2004, The Journal of Neuroscience.

[97]  Natasha M. Maurits,et al.  Correlating the alpha rhythm to BOLD using simultaneous EEG/fMRI: Inter-subject variability , 2006, NeuroImage.

[98]  Peter J Neumann,et al.  Economic impact of childhood and adult attention-deficit/hyperactivity disorder in the United States. , 2012, Journal of the American Academy of Child and Adolescent Psychiatry.

[99]  Marc Wildi,et al.  Test–retest reliability of resting EEG spectra validates a statistical signature of persons , 2007, Clinical Neurophysiology.

[100]  Maximilien Chaumon,et al.  Prestimulus Neural Oscillations Inhibit Visual Perception via Modulation of Response Gain , 2014, Journal of Cognitive Neuroscience.

[101]  E. Gordon,et al.  Sex differences in adult ADHD: a double dissociation in brain activity and autonomic arousal , 2004, Biological Psychology.

[102]  A. Kleinschmidt,et al.  Intrinsic Connectivity Networks, Alpha Oscillations, and Tonic Alertness: A Simultaneous Electroencephalography/Functional Magnetic Resonance Imaging Study , 2010, The Journal of Neuroscience.

[103]  W. Klimesch EEG-alpha rhythms and memory processes. , 1997, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[104]  P. Baud,et al.  EEG anomalies in adult ADHD subjects performing a working memory task , 2013, Neuroscience.

[105]  T. Cummins,et al.  The molecular genetic architecture of attention deficit hyperactivity disorder , 2015, Molecular Psychiatry.

[106]  Ali Mazaheri,et al.  Cross‐sensory modulation of alpha oscillatory activity: suppression, idling, and default resource allocation , 2017, The European journal of neuroscience.

[107]  W. Klimesch,et al.  EEG alpha oscillations: The inhibition–timing hypothesis , 2007, Brain Research Reviews.

[108]  Timothy Edward John Behrens,et al.  Frontoparietal Structural Connectivity Mediates the Top-Down Control of Neuronal Synchronization Associated with Selective Attention , 2015, PLoS biology.

[109]  W. Klimesch,et al.  Visual discrimination performance is related to decreased alpha amplitude but increased phase locking , 2005, Neuroscience Letters.

[110]  M Steriade,et al.  Electrophysiology of neurons of lateral thalamic nuclei in cat: mechanisms of long-lasting hyperpolarizations. , 1984, Journal of neurophysiology.

[111]  J. McGough,et al.  Parsing heterogeneity in attention‐deficit hyperactivity disorder using EEG‐based subgroups , 2018, Journal of child psychology and psychiatry, and allied disciplines.

[112]  Karen S. Abraham,et al.  Demonstrating test-retest reliability of electrophysiological measures for healthy adults in a multisite study of biomarkers of antidepressant treatment response. , 2017, Psychophysiology.

[113]  S. Makeig,et al.  Clinical Utility of EEG in Attention-Deficit/Hyperactivity Disorder: A Research Update , 2012, Neurotherapeutics.

[114]  G. Pfurtscheller,et al.  Event-related synchronization of mu rhythm in the EEG over the cortical hand area in man , 1994, Neuroscience Letters.

[115]  R. Llinás,et al.  Ionic basis for the electro‐responsiveness and oscillatory properties of guinea‐pig thalamic neurones in vitro. , 1984, The Journal of physiology.

[116]  M. Posner,et al.  Orienting of Attention* , 1980, The Quarterly journal of experimental psychology.

[117]  M. Ding,et al.  Attentional modulation of the somatosensory mu rhythm , 2011, Neuroscience.

[118]  J. Lubar,et al.  The development of a quantitative electroencephalographic scanning process for attention deficit-hyperactivity disorder: reliability and validity studies. , 2001, Neuropsychology.

[119]  James R. Booth,et al.  Functional neuroimaging of visuospatial working memory tasks enables accurate detection of attention deficit and hyperactivity disorder , 2015, NeuroImage: Clinical.

[120]  F. L. D. Silva,et al.  Basic mechanisms of cerebral rhythmic activities , 1990 .

[121]  M. Milham,et al.  The ADHD-200 Consortium: A Model to Advance the Translational Potential of Neuroimaging in Clinical Neuroscience , 2012, Front. Syst. Neurosci..

[122]  Agatha Lenartowicz,et al.  Use of EEG to Diagnose ADHD , 2014, Current Psychiatry Reports.

[123]  M. Herrmann,et al.  Increased EEG power density in alpha and theta bands in adult ADHD patients , 2008, Journal of Neural Transmission.

[124]  Robert J. Barry,et al.  Behavioural differences between EEG-defined subgroups of children with Attention-Deficit/Hyperactivity Disorder , 2011, Clinical Neurophysiology.

[125]  James T. McCracken,et al.  Cortical activity patterns in ADHD during arousal, activation and sustained attention , 2009, Neuropsychologia.

[126]  P. Fries Rhythms for Cognition: Communication through Coherence , 2015, Neuron.

[127]  Andreas Mueller,et al.  Discriminating between ADHD adults and controls using independent ERP components and a support vector machine: a validation study , 2011, Nonlinear biomedical physics.

[128]  Christopher R. Brown,et al.  EEG differences in children between eyes-closed and eyes-open resting conditions , 2009, Clinical Neurophysiology.

[129]  Fabrice Wallois,et al.  Dynamic changes in quantitative electroencephalogram during continuous performance test in children with attention-deficit/hyperactivity disorder. , 2011, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[130]  Reza Boostani,et al.  Classification of ADHD and BMD patients using visual evoked potential , 2013, Clinical Neurology and Neurosurgery.

[131]  R. Chabot,et al.  Quantitative electroencephalographic profiles of children with attention deficit disorder , 1996, Biological Psychiatry.

[132]  G Pfurtscheller,et al.  Event-related beta synchronization after wrist, finger and thumb movement. , 1998, Electroencephalography and clinical neurophysiology.

[133]  C. Schroeder,et al.  Neuronal Mechanisms of Cortical Alpha Oscillations in Awake-Behaving Macaques , 2008, The Journal of Neuroscience.

[134]  J. Sergeant The cognitive-energetic model: an empirical approach to Attention-Deficit Hyperactivity Disorder , 2000, Neuroscience & Biobehavioral Reviews.

[135]  Steven Woltering,et al.  Resting state EEG oscillatory power differences in ADHD college students and their peers , 2012, Behavioral and Brain Functions.

[136]  O. Jensen,et al.  Diminished modulation of preparatory sensorimotor mu rhythm predicts attention-deficit/hyperactivity disorder severity , 2017, Psychological Medicine.

[137]  Ole Jensen,et al.  Alpha Oscillations Correlate with the Successful Inhibition of Unattended Stimuli , 2011, Journal of Cognitive Neuroscience.

[138]  F. H. Lopes da Silva,et al.  Relative contributions of intracortical and thalamo-cortical processes in the generation of alpha rhythms, revealed by partial coherence analysis. , 1980, Electroencephalography and clinical neurophysiology.

[139]  Hojjat Adeli,et al.  Wavelet-Synchronization Methodology: A New Approach for EEG-Based Diagnosis of ADHD , 2010, Clinical EEG and neuroscience.

[140]  G. Mangun,et al.  Functional Disconnection of Frontal Cortex and Visual Cortex in Attention-Deficit/Hyperactivity Disorder , 2010, Biological Psychiatry.

[141]  O. Jensen,et al.  Prestimulus alpha and mu activity predicts failure to inhibit motor responses , 2009, Human brain mapping.

[142]  P. Roelfsema,et al.  Alpha and gamma oscillations characterize feedback and feedforward processing in monkey visual cortex , 2014, Proceedings of the National Academy of Sciences.

[143]  Andreas Kleinschmidt,et al.  EEG Alpha Power Modulation of fMRI Resting-State Connectivity , 2012, Brain Connect..

[144]  T. Ergenoğlu,et al.  Alpha rhythm of the EEG modulates visual detection performance in humans. , 2004, Brain research. Cognitive brain research.

[145]  Anne-Lise Giraud,et al.  The contribution of frequency-specific activity to hierarchical information processing in the human auditory cortex , 2014, Nature Communications.

[146]  E. G. Jones,et al.  Synchrony in the Interconnected Circuitry of the Thalamus and Cerebral Cortex , 2009, Annals of the New York Academy of Sciences.

[147]  M. Monuteaux,et al.  Impact of executive function deficits and attention-deficit/hyperactivity disorder (ADHD) on academic outcomes in children. , 2004, Journal of consulting and clinical psychology.

[148]  R. Barry,et al.  Examining the diagnostic utility of EEG power measures in children with attention deficit/hyperactivity disorder , 2005, Clinical Neurophysiology.