Magnetoencephalographic Correlates of Perceptual State During Auditory Bistability

Bistability occurs when two alternative percepts can be derived from the same physical stimulus. To identify the neural correlates of specific subjective experiences we used a bistable auditory stimulus and determined whether the two perceptual states could be distinguished electrophysiologically. Fourteen participants underwent magnetoencephalography while reporting their perceptual experience while listening to a continuous bistable stream of auditory tones. Participants reported bistability with a similar overall proportion of the two alternative percepts (52% vs 48%). At the individual level, sensor space electrophysiological discrimination between the percepts was possible in 9/14 participants with canonical variate analysis (CVA) or linear support vector machine (SVM) analysis over space and time dimensions. Classification was possible in 14/14 subjects with non-linear SVM. Similar effects were noted in an unconstrained source space CVA analysis (classifying 10/14 participants), linear SVM (classifying 9/14 subjects) and non-linear SVM (classifiying 13/14 participants). Source space analysis restricted to a priori ROIs showed discrimination was possible in the right and left auditory cortex with each classification approach but in the right intraparietal sulcus this was only apparent with non-linear SVM and only in a minority of particpants. Magnetoencephalography can be used to objectively classify auditory experiences from individual subjects.

[1]  Andrew R. Dykstra,et al.  Widespread Brain Areas Engaged during a Classical Auditory Streaming Task Revealed by Intracranial EEG , 2011, Front. Hum. Neurosci..

[2]  Chih-Jen Lin,et al.  A Practical Guide to Support Vector Classication , 2008 .

[3]  J. Rauschecker,et al.  Perceptual Organization of Tone Sequences in the Auditory Cortex of Awake Macaques , 2005, Neuron.

[4]  G. Nolte The magnetic lead field theorem in the quasi-static approximation and its use for magnetoencephalography forward calculation in realistic volume conductors. , 2003, Physics in medicine and biology.

[5]  Leon van Noorden,et al.  Minimum differences of level and frequency for perceptual fission of tone sequences ABAB , 1977 .

[6]  R. Deichmann,et al.  Eye-specific effects of binocular rivalry in the human lateral geniculate nucleus , 2005, Nature.

[7]  R Fox,et al.  Stochastic properties of stabilized-image binocular rivalry alternations. , 1971, Journal of experimental psychology.

[8]  Gareth Barnes,et al.  Population Level Inference for Multivariate MEG Analysis , 2013, PloS one.

[9]  Andrew J Oxenham,et al.  Human Cortical Activity during Streaming without Spectral Cues Suggests a General Neural Substrate for Auditory Stream Segregation , 2007, The Journal of Neuroscience.

[10]  Matthew C. Keller,et al.  Increased sensitivity in neuroimaging analyses using robust regression , 2005, NeuroImage.

[11]  Christopher W. Bishop,et al.  Auditory grouping mechanisms reflect a sound's relative position in a sequence , 2012, Front. Hum. Neurosci..

[12]  C. Frith,et al.  The neural correlates of conscious experience: an experimental framework , 1999, Trends in Cognitive Sciences.

[13]  N. Logothetis,et al.  Multistable phenomena: changing views in perception , 1999, Trends in Cognitive Sciences.

[14]  N. Logothetis,et al.  Disrupting Parietal Function Prolongs Dominance Durations in Binocular Rivalry , 2010, Current Biology.

[15]  D. Pressnitzer,et al.  Perceptual Organization of Sound Begins in the Auditory Periphery , 2008, Current Biology.

[16]  Geraint Rees,et al.  Brain activity dynamics in human parietal regions during spontaneous switches in bistable perception , 2015, NeuroImage.

[17]  M. Scherg,et al.  Neuromagnetic Correlates of Streaming in Human Auditory Cortex , 2005, The Journal of Neuroscience.

[18]  Rhodri Cusack,et al.  The Intraparietal Sulcus and Perceptual Organization , 2005, Journal of Cognitive Neuroscience.

[19]  Karl J. Friston,et al.  EEG and MEG Data Analysis in SPM8 , 2011, Comput. Intell. Neurosci..

[20]  Makio Kashino,et al.  Separability and commonality of auditory and visual bistable perception. , 2012, Cerebral cortex.

[21]  Makio Kashino,et al.  Involvement of the Thalamocortical Loop in the Spontaneous Switching of Percepts in Auditory Streaming , 2009, The Journal of Neuroscience.

[22]  Y Kamitani,et al.  Neural Decoding of Visual Imagery During Sleep , 2013, Science.

[23]  L. van Noorden Minimun differences of level and frequency for perceptual fission of tone sequences ABAB. , 1977, The Journal of the Acoustical Society of America.

[24]  Matti S. Hämäläinen,et al.  How anatomical asymmetry of human auditory cortex can lead to a rightward bias in auditory evoked fields , 2013, NeuroImage.

[25]  I. Winkler,et al.  Event-related brain potentials reveal multiple stages in the perceptual organization of sound. , 2005, Brain research. Cognitive brain research.

[26]  Geraint Rees,et al.  Distinct MEG correlates of conscious experience, perceptual reversals and stabilization during binocular rivalry , 2014, NeuroImage.

[27]  Andrew R. Dykstra,et al.  Functional imaging of auditory scene analysis , 2014, Hearing Research.

[28]  Eine Plattform,et al.  An Experimental Framework for BGP Security Evaluation , 2022 .

[29]  S. Furukawa,et al.  Subcortical correlates of auditory perceptual organization in humans , 2016, Hearing Research.

[30]  Karl J. Friston,et al.  Multiple sparse priors for the M/EEG inverse problem , 2008, NeuroImage.

[31]  Karl J. Friston,et al.  A Multivariate Analysis of Evoked Responses in EEG and MEG Data , 1996, NeuroImage.

[32]  Terence W. Picton,et al.  Effects of Attention on Neuroelectric Correlates of Auditory Stream Segregation , 2006, Journal of Cognitive Neuroscience.

[33]  A. Bregman,et al.  Primary auditory stream segregation and perception of order in rapid sequences of tones. , 1971, Journal of experimental psychology.

[34]  N. Logothetis,et al.  Activity changes in early visual cortex reflect monkeys' percepts during binocular rivalry , 1996, Nature.

[35]  Geraint Rees,et al.  Early Visual Responses Predict Conscious Face Perception within and between Subjects during Binocular Rivalry , 2013, Journal of Cognitive Neuroscience.

[36]  Christopher W. Bishop,et al.  Pattern of BOLD signal in auditory cortex relates acoustic response to perceptual streaming , 2011, BMC Neuroscience.

[37]  I. Winkler,et al.  Event-related potential correlates of sound organization: Early sensory and late cognitive effects , 2013, Biological Psychology.