Impact of acoustic coordinated reset neuromodulation on effective connectivity in a neural network of phantom sound

Chronic subjective tinnitus is an auditory phantom phenomenon characterized by abnormal neuronal synchrony in the central auditory system. As recently shown in a proof of concept clinical trial, acoustic coordinated reset (CR) neuromodulation causes a significant relief of tinnitus symptoms combined with a significant decrease of pathological oscillatory activity in a network comprising auditory and non-auditory brain areas. The objective of the present study was to analyze whether CR therapy caused an alteration of the effective connectivity in a tinnitus related network of localized EEG brain sources. To determine which connections matter, in a first step, we considered a larger network of brain sources previously associated with tinnitus. To that network we applied a data-driven approach, combining empirical mode decomposition and partial directed coherence analysis, in patients with bilateral tinnitus before and after 12 weeks of CR therapy as well as in healthy controls. To increase the signal-to-noise ratio, we focused on the good responders, classified by a reliable-change-index (RCI). Prior to CR therapy and compared to the healthy controls, the good responders showed a significantly increased connectivity between the left primary cortex auditory cortex and the posterior cingulate cortex in the gamma and delta bands together with a significantly decreased effective connectivity between the right primary auditory cortex and the dorsolateral prefrontal cortex in the alpha band. Intriguingly, after 12 weeks of CR therapy most of the pathological interactions were gone, so that the connectivity patterns of good responders and healthy controls became statistically indistinguishable. In addition, we used dynamic causal modeling (DCM) to examine the types of interactions which were altered by CR therapy. Our DCM results show that CR therapy specifically counteracted the imbalance of excitation and inhibition. CR significantly weakened the excitatory connection between posterior cingulate cortex and primary auditory cortex and significantly strengthened inhibitory connections between auditory cortices and the dorsolateral prefrontal cortex. The overall impact of CR therapy on the entire tinnitus-related network showed up as a qualitative transformation of its spectral response, in terms of a drastic change of the shape of its averaged transfer function. Based on our findings we hypothesize that CR therapy restores a silence based cognitive auditory comparator function of the posterior cingulate cortex.

[1]  J. Rauschecker,et al.  Tuning Out the Noise: Limbic-Auditory Interactions in Tinnitus , 2010, Neuron.

[2]  Alois Schlögl,et al.  A comparison of multivariate autoregressive estimators , 2006, Signal Process..

[3]  Karl J. Friston,et al.  Bayesian estimation of synaptic physiology from the spectral responses of neural masses , 2008, NeuroImage.

[4]  Ben H. Jansen,et al.  Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns , 1995, Biological Cybernetics.

[5]  J. J. Eggermont,et al.  Changes in spontaneous neural activity immediately after an acoustic trauma: implications for neural correlates of tinnitus , 2003, Hearing Research.

[6]  Lars Chittka,et al.  Perception Space—The Final Frontier , 2005, PLoS biology.

[7]  E. DeYoe,et al.  A comparison of visual and auditory motion processing in human cerebral cortex. , 2000, Cerebral cortex.

[8]  Peter A. Tass,et al.  Unlearning tinnitus-related cerebral synchrony with acoustic coordinated reset stimulation: theoretical concept and modelling , 2012, Biological Cybernetics.

[9]  N. Weisz,et al.  Transient reduction of tinnitus intensity is marked by concomitant reductions of delta band power , 2008, BMC Biology.

[10]  R. Knight,et al.  A distributed cortical network for auditory sensory memory in humans , 1998, Brain Research.

[11]  Larry E. Roberts,et al.  Tinnitus does not require macroscopic tonotopic map , 2012 .

[12]  J. Eggermont,et al.  The neuroscience of tinnitus , 2004, Trends in Neurosciences.

[13]  Christian Hauptmann,et al.  Coordinated reset has sustained aftereffects in Parkinsonian monkeys , 2012, Annals of neurology.

[14]  T. Elbert,et al.  The relevance of spontaneous activity for the coding of the tinnitus sensation. , 2007, Progress in brain research.

[15]  P. Goldman-Rakic,et al.  Auditory belt and parabelt projections to the prefrontal cortex in the Rhesus monkey , 1999, The Journal of comparative neurology.

[16]  Olivier Bertrand,et al.  Listening in Silence Activates Auditory Areas: A Functional Magnetic Resonance Imaging Study , 2006, The Journal of Neuroscience.

[17]  B. Balas,et al.  Personal Familiarity Influences the Processing of Upright and Inverted Faces in Infants , 2009, Front. Hum. Neurosci..

[18]  Luiz A. Baccalá,et al.  Partial directed coherence: a new concept in neural structure determination , 2001, Biological Cybernetics.

[19]  A. Kleinschmidt,et al.  Distributed and Antagonistic Contributions of Ongoing Activity Fluctuations to Auditory Stimulus Detection , 2009, The Journal of Neuroscience.

[20]  T. Elbert,et al.  Neurofeedback for treating tinnitus. , 2007, Progress in brain research.

[21]  Sung-Jin Cho,et al.  Homeostatic plasticity drives tinnitus perception in an animal model , 2011, Proceedings of the National Academy of Sciences.

[22]  Winfried Schlee,et al.  It's only in your head: Expectancy of aversive auditory stimulation modulates stimulus-induced auditory cortical alpha desynchronization , 2012, NeuroImage.

[23]  S. Southwick,et al.  Decreased benzodiazepine receptor binding in prefrontal cortex in combat-related posttraumatic stress disorder. , 2000, The American journal of psychiatry.

[24]  Dirk De Ridder,et al.  Bilateral dorsolateral prefrontal cortex modulation for tinnitus by transcranial direct current stimulation: a preliminary clinical study , 2010, Experimental Brain Research.

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

[26]  Dave R. M. Langers,et al.  Tinnitus does not require macroscopic tonotopic map reorganization , 2012, Front. Syst. Neurosci..

[27]  P. Tass Desynchronization by Means of a Coordinated Reset of Neural Sub-Populations A Novel Technique for Demand-Controlled Deep Brain Stimulation , 2003 .

[28]  D. McAlpine,et al.  Tinnitus with a Normal Audiogram: Physiological Evidence for Hidden Hearing Loss and Computational Model , 2011, The Journal of Neuroscience.

[29]  Patrick Berg,et al.  Advanced Tools for Digital EEG Review:: Virtual Source Montages, Whole-head Mapping, Correlation, and Phase Analysis , 2002, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[30]  van Pim Dijk,et al.  Neural activity underlying tinnitus generation: Results from PET and fMRI , 2009, Hearing Research.

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

[32]  Deepak Prasher,et al.  Tinnitus induced by occupational and leisure noise. , 2000, Noise & health.

[33]  W. Klimesch,et al.  Theta synchronization and alpha desynchronization in a memory task. , 1997, Psychophysiology.

[34]  Jonas Obleser,et al.  Alpha Rhythms in Audition: Cognitive and Clinical Perspectives , 2011, Front. Psychology.

[35]  P. Tass,et al.  Anti-kindling achieved by stimulation targeting slow synaptic dynamics. , 2009, Restorative neurology and neuroscience.

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

[37]  M. Mishkin,et al.  Dual streams of auditory afferents target multiple domains in the primate prefrontal cortex , 1999, Nature Neuroscience.

[38]  Koichi Sameshima,et al.  Using partial directed coherence to describe neuronal ensemble interactions , 1999, Journal of Neuroscience Methods.

[39]  F. Fregni,et al.  Modulatory effects of anodal transcranial direct current stimulation on perception and pain thresholds in healthy volunteers , 2008, European journal of neurology.

[40]  D. Bendor,et al.  The neuronal representation of pitch in primate auditory cortex , 2005, Nature.

[41]  Peter A. Tass,et al.  Long-term anti-kindling effects of desynchronizing brain stimulation: a theoretical study , 2005, Biological Cybernetics.

[42]  James E. Skinner,et al.  Central Gating Mechanisms That Regulate Event-Related Potentials and Behavior , 1984 .

[43]  Lionel Collet,et al.  Psychoacoustic Characterization of the Tinnitus Spectrum: Implications for the Underlying Mechanisms of Tinnitus , 2002, Audiology and Neurotology.

[44]  Julian Keil,et al.  Mapping cortical hubs in tinnitus , 2009, BMC Biology.

[45]  Donald Robertson,et al.  Plasticity of frequency organization in auditory cortex of guinea pigs with partial unilateral deafness , 1989, The Journal of comparative neurology.

[46]  A. Shulman,et al.  Subjective idiopathic tinnitus and palliative care: a plan for diagnosis and treatment. , 2009, Otolaryngologic clinics of North America.

[47]  Peter A Tass,et al.  Response clustering in transient stochastic synchronization and desynchronization of coupled neuronal bursters. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[48]  V. Sturm,et al.  Data-driven approach to the estimation of connectivity and time delays in the coupling of interacting neuronal subsystems , 2010, Journal of Neuroscience Methods.

[49]  Christian Hauptmann,et al.  Psychometric evaluation of visual analog scale for the assessment of chronic tinnitus. , 2012, American journal of audiology.

[50]  G. E. Alexander,et al.  Convergence of prefrontal and acoustic inputs upon neurons in the superior temporal gyrus of the awake squirrel monkey , 1976, Brain Research.

[51]  Richard Kempter,et al.  Acoustic stimulation treatments against tinnitus could be most effective when tinnitus pitch is within the stimulated frequency range , 2010, Hearing Research.

[52]  Karl J. Friston,et al.  Bayesian model selection for group studies , 2009, NeuroImage.

[53]  Peter A. Tass,et al.  Phase Resetting in Medicine and Biology: Stochastic Modelling and Data Analysis , 1999 .

[54]  O. Markand,et al.  Alpha Rhythms , 1990, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[55]  P. Tass,et al.  Cumulative and after-effects of short and weak coordinated reset stimulation: a modeling study , 2009, Journal of neural engineering.

[56]  N. Huang,et al.  The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis , 1998, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[57]  Stefan Sunaert,et al.  Amygdalohippocampal involvement in tinnitus and auditory memory , 2006, Acta oto-laryngologica. Supplementum.

[58]  Peter A. Tass,et al.  Desynchronizing electrical and sensory coordinated reset neuromodulation , 2012, Front. Hum. Neurosci..

[59]  Aysenil Belger,et al.  Functional magnetic resonance imaging measure of automatic and controlled auditory processing , 2005, Neuroreport.

[60]  Peter A. Tass,et al.  A model of desynchronizing deep brain stimulation with a demand-controlled coordinated reset of neural subpopulations , 2003, Biological Cybernetics.

[61]  Michael Koller,et al.  Linking the Tinnitus Questionnaire and the subjective Clinical Global Impression: Which differences are clinically important? , 2012, Health and Quality of Life Outcomes.

[62]  R. Llinás,et al.  Thalamocortical dysrhythmia: A neurological and neuropsychiatric syndrome characterized by magnetoencephalography. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[63]  M. Eichler,et al.  Assessing the strength of directed influences among neural signals using renormalized partial directed coherence , 2009, Journal of Neuroscience Methods.

[64]  P. Tass,et al.  Long-lasting desynchronization in rat hippocampal slice induced by coordinated reset stimulation. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[65]  Raymond J. Dolan,et al.  Alterations in Brain Connectivity Underlying Beta Oscillations in Parkinsonism , 2011, PLoS Comput. Biol..

[66]  Benjamin J. Shannon,et al.  Functional-Anatomic Correlates of Memory Retrieval That Suggest Nontraditional Processing Roles for Multiple Distinct Regions within Posterior Parietal Cortex , 2004, The Journal of Neuroscience.

[67]  Berthold Langguth,et al.  Treatment options for subjective tinnitus: Self reports from a sample of general practitioners and ENT physicians within Europe and the USA , 2011, BMC health services research.

[68]  Karl J. Friston,et al.  A Metropolis–Hastings algorithm for dynamic causal models , 2007, NeuroImage.

[69]  O. Strand Multichannel complex maximum entropy (autoregressive) spectral analysis , 1977 .

[70]  Navzer D. Engineer,et al.  Reversing pathological neural activity using targeted plasticity , 2011, Nature.

[71]  Raymond J. Dolan,et al.  Dynamic causal models of steady-state responses , 2009, NeuroImage.

[72]  Thomas Elbert,et al.  Tinnitus Perception and Distress Is Related to Abnormal Spontaneous Brain Activity as Measured by Magnetoencephalography , 2005, PLoS medicine.

[73]  D. De Ridder,et al.  Prefrontal Cortex Based Sex Differences in Tinnitus Perception: Same Tinnitus Intensity, Same Tinnitus Distress, Different Mood , 2012, PloS one.

[74]  Frank Mirz,et al.  Cortical Networks Subserving the Perception of Tinnitus - a PET Study , 2000, Acta oto-laryngologica. Supplementum.

[75]  Joachim Gross,et al.  The effect of filtering on Granger causality based multivariate causality measures , 2010, NeuroImage.

[76]  S. Gais,et al.  Theta-gamma dysrhythmia and auditory phantom perception. , 2011, Journal of neurosurgery.

[77]  Karl J. Friston,et al.  Ten simple rules for dynamic causal modeling , 2010, NeuroImage.

[78]  Peter A. Tass,et al.  Changes of oscillatory activity in pitch processing network and related tinnitus relief induced by acoustic CR neuromodulation , 2012, Front. Syst. Neurosci..

[79]  Sergio P. Rigonatti,et al.  Treatment of major depression with transcranial direct current stimulation. , 2006, Bipolar disorders.

[80]  Christian Hauptmann,et al.  Counteracting tinnitus by acoustic coordinated reset neuromodulation. , 2012, Restorative neurology and neuroscience.

[81]  Gabriel Rilling,et al.  Bivariate Empirical Mode Decomposition , 2007, IEEE Signal Processing Letters.

[82]  Mark A. Chevillet,et al.  Dysregulation of Limbic and Auditory Networks in Tinnitus , 2011, Neuron.

[83]  R. Todd Constable,et al.  Comparator and non-comparator mechanisms of change detection in the context of speech — An ERP study , 2009, NeuroImage.

[84]  Winfried Schlee,et al.  High-frequency tinnitus without hearing loss does not mean absence of deafferentation , 2006, Hearing Research.

[85]  N. Jacobson,et al.  Clinical significance: a statistical approach to defining meaningful change in psychotherapy research. , 1991, Journal of consulting and clinical psychology.

[86]  Jos J. Eggermont,et al.  Effects of quinine on neural activity in cat primary auditory cortex , 1997, Hearing Research.

[87]  Masao Yukie,et al.  Neural connections of auditory association cortex with the posterior cingulate cortex in the monkey , 1995, Neuroscience Research.

[88]  Karl J. Friston,et al.  a K.E. Stephan, a R.B. Reilly, , 2007 .

[89]  Winfried Schlee,et al.  Abnormal resting-state cortical coupling in chronic tinnitus , 2009, BMC Neuroscience.

[90]  A. Tamhane,et al.  Multiple Comparison Procedures , 2009 .

[91]  Rafael Yuste,et al.  Genesis of dendritic spines: insights from ultrastructural and imaging studies , 2004, Nature Reviews Neuroscience.

[92]  A. Tamhane,et al.  Multiple Comparison Procedures , 1989 .

[93]  K. Moxon,et al.  Sensory gating in the human hippocampal and rhinal regions: Regional differences , 2008, Hippocampus.

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

[95]  M. Scherg,et al.  Mental Chronometry of Working Memory Retrieval: A Combined Functional Magnetic Resonance Imaging and Event-Related Potentials Approach , 2006, The Journal of Neuroscience.

[96]  Robert T. Knight,et al.  Prefrontal cortex gating of auditory transmission in humans , 1989, Brain Research.

[97]  John P Seibyl,et al.  Benzodiazepine receptor distribution in severe intractable tinnitus. , 2004, The international tinnitus journal.

[98]  Shulman A Final Common Pathway for Tinnitus - The Medial Temporal Lobe System. , 1995, The international tinnitus journal.

[99]  T. Elbert,et al.  The Neural Code of Auditory Phantom Perception , 2007, The Journal of Neuroscience.

[100]  Gabriel Rilling,et al.  On empirical mode decomposition and its algorithms , 2003 .

[101]  Winfried Schlee,et al.  Loss of alpha power is related to increased gamma synchronization—A marker of reduced inhibition in tinnitus? , 2009, Neuroscience Letters.

[102]  Peter A Tass,et al.  Desynchronizing anti-resonance effect of m: n ON–OFF coordinated reset stimulation , 2011, Journal of neural engineering.

[103]  Marco Congedo,et al.  The neural correlates of tinnitus-related distress , 2010, NeuroImage.

[104]  T. Elbert,et al.  Reorganization of auditory cortex in tinnitus. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[105]  Barbara Goldstein,et al.  Pharmacotherapy for severe, disabling, subjective, idiopathic tinnitus: 2005-2006. , 2006, The international tinnitus journal.

[106]  Michael Eichler,et al.  Abstract Journal of Neuroscience Methods xxx (2005) xxx–xxx Testing for directed influences among neural signals using partial directed coherence , 2005 .

[107]  K. Sameshima,et al.  Connectivity Inference between Neural Structures via Partial Directed Coherence , 2007 .