Literature DB >> 20811093

Decoding spoken words using local field potentials recorded from the cortical surface.

Spencer Kellis1, Kai Miller, Kyle Thomson, Richard Brown, Paul House, Bradley Greger.   

Abstract

Pathological conditions such as amyotrophic lateral sclerosis or damage to the brainstem can leave patients severely paralyzed but fully aware, in a condition known as 'locked-in syndrome'. Communication in this state is often reduced to selecting individual letters or words by arduous residual movements. More intuitive and rapid communication may be restored by directly interfacing with language areas of the cerebral cortex. We used a grid of closely spaced, nonpenetrating micro-electrodes to record local field potentials (LFPs) from the surface of face motor cortex and Wernicke's area. From these LFPs we were successful in classifying a small set of words on a trial-by-trial basis at levels well above chance. We found that the pattern of electrodes with the highest accuracy changed for each word, which supports the idea that closely spaced micro-electrodes are capable of capturing neural signals from independent neural processing assemblies. These results further support using cortical surface potentials (electrocorticography) in brain-computer interfaces. These results also show that LFPs recorded from the cortical surface (micro-electrocorticography) of language areas can be used to classify speech-related cortical rhythms and potentially restore communication to locked-in patients.

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Year:  2010        PMID: 20811093      PMCID: PMC2970568          DOI: 10.1088/1741-2560/7/5/056007

Source DB:  PubMed          Journal:  J Neural Eng        ISSN: 1741-2552            Impact factor:   5.379


  63 in total

1.  COMPARISON OF SUBCORTICAL, CORTICAL AND SCALP ACTIVITY USING CHRONICALLY INDWELLING ELECTRODES IN MAN.

Authors:  R COOPER; A L WINTER; H J CROW; W G WALTER
Journal:  Electroencephalogr Clin Neurophysiol       Date:  1965-02

2.  Modality and topographic properties of single neurons of cat's somatic sensory cortex.

Authors:  V B MOUNTCASTLE
Journal:  J Neurophysiol       Date:  1957-07       Impact factor: 2.714

3.  Classification of spoken words using surface local field potentials.

Authors:  Spencer Kellis; Kai Miller; Kyle Thomson; Richard Brown; Paul House; Bradley Greger
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2010

4.  High gamma power is phase-locked to theta oscillations in human neocortex.

Authors:  R T Canolty; E Edwards; S S Dalal; M Soltani; S S Nagarajan; H E Kirsch; M S Berger; N M Barbaro; R T Knight
Journal:  Science       Date:  2006-09-15       Impact factor: 47.728

Review 5.  Locked-in syndrome.

Authors:  Eimear Smith; Mark Delargy
Journal:  BMJ       Date:  2005-02-19

6.  Neural modeling and imaging of the cortical interactions underlying syllable production.

Authors:  Frank H Guenther; Satrajit S Ghosh; Jason A Tourville
Journal:  Brain Lang       Date:  2005-07-22       Impact factor: 2.381

7.  Electrocorticography-based brain computer interface--the Seattle experience.

Authors:  Eric C Leuthardt; Kai J Miller; Gerwin Schalk; Rajesh P N Rao; Jeffrey G Ojemann
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2006-06       Impact factor: 3.802

8.  The thought translation device: a neurophysiological approach to communication in total motor paralysis.

Authors:  A Kübler; B Kotchoubey; T Hinterberger; N Ghanayim; J Perelmouter; M Schauer; C Fritsch; E Taub; N Birbaumer
Journal:  Exp Brain Res       Date:  1999-01       Impact factor: 1.972

9.  Neuronal ensemble control of prosthetic devices by a human with tetraplegia.

Authors:  Leigh R Hochberg; Mijail D Serruya; Gerhard M Friehs; Jon A Mukand; Maryam Saleh; Abraham H Caplan; Almut Branner; David Chen; Richard D Penn; John P Donoghue
Journal:  Nature       Date:  2006-07-13       Impact factor: 49.962

10.  A brain-computer interface using electrocorticographic signals in humans.

Authors:  Eric C Leuthardt; Gerwin Schalk; Jonathan R Wolpaw; Jeffrey G Ojemann; Daniel W Moran
Journal:  J Neural Eng       Date:  2004-06-14       Impact factor: 5.379

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  75 in total

1.  Evaluation of local field potential signals in decoding of visual attention.

Authors:  Zahra Seif; Mohammad Reza Daliri
Journal:  Cogn Neurodyn       Date:  2015-03-10       Impact factor: 5.082

2.  Decoding vowels and consonants in spoken and imagined words using electrocorticographic signals in humans.

Authors:  Xiaomei Pei; Dennis L Barbour; Eric C Leuthardt; Gerwin Schalk
Journal:  J Neural Eng       Date:  2011-07-13       Impact factor: 5.379

3.  Joint spatial-spectral feature space clustering for speech activity detection from ECoG signals.

Authors:  Vasileios G Kanas; Iosif Mporas; Heather L Benz; Kyriakos N Sgarbas; Anastasios Bezerianos; Nathan E Crone
Journal:  IEEE Trans Biomed Eng       Date:  2014-04       Impact factor: 4.538

4.  Histological evaluation of a chronically-implanted electrocorticographic electrode grid in a non-human primate.

Authors:  Alan D Degenhart; James Eles; Richard Dum; Jessica L Mischel; Ivan Smalianchuk; Bridget Endler; Robin C Ashmore; Elizabeth C Tyler-Kabara; Nicholas G Hatsopoulos; Wei Wang; Aaron P Batista; X Tracy Cui
Journal:  J Neural Eng       Date:  2016-06-28       Impact factor: 5.379

5.  Characterization of the effects of the human dura on macro- and micro-electrocorticographic recordings.

Authors:  David T Bundy; Erik Zellmer; Charles M Gaona; Mohit Sharma; Nicholas Szrama; Carl Hacker; Zachary V Freudenburg; Amy Daitch; Daniel W Moran; Eric C Leuthardt
Journal:  J Neural Eng       Date:  2014-02       Impact factor: 5.379

6.  Decoding word and category-specific spatiotemporal representations from MEG and EEG.

Authors:  Alexander M Chan; Eric Halgren; Ksenija Marinkovic; Sydney S Cash
Journal:  Neuroimage       Date:  2010-10-30       Impact factor: 6.556

7.  Decoding three-dimensional reaching movements using electrocorticographic signals in humans.

Authors:  David T Bundy; Mrinal Pahwa; Nicholas Szrama; Eric C Leuthardt
Journal:  J Neural Eng       Date:  2016-02-23       Impact factor: 5.379

8.  Motor-Induced Suppression of the N100 Event-Related Potential During Motor Imagery Control of a Speech Synthesizer Brain-Computer Interface.

Authors:  Jonathan S Brumberg; Kevin M Pitt
Journal:  J Speech Lang Hear Res       Date:  2019-07-15       Impact factor: 2.297

Review 9.  Physiological properties of brain-machine interface input signals.

Authors:  Marc W Slutzky; Robert D Flint
Journal:  J Neurophysiol       Date:  2017-06-14       Impact factor: 2.714

10.  Spatial resolution dependence on spectral frequency in human speech cortex electrocorticography.

Authors:  Leah Muller; Liberty S Hamilton; Erik Edwards; Kristofer E Bouchard; Edward F Chang
Journal:  J Neural Eng       Date:  2016-08-31       Impact factor: 5.379

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