Literature DB >> 16044305

Magnetoencephalographic signals predict movement trajectory in space.

Apostolos P Georgopoulos1, Frederick J P Langheim, Arthur C Leuthold, Alexander N Merkle.   

Abstract

Brain-machine interface (BMI) efforts have been focused on using either invasive implanted electrodes or training-extensive conscious manipulation of brain rhythms to control prosthetic devices. Here we demonstrate an excellent prediction of movement trajectory by real-time magnetoencephalography (MEG). Ten human subjects copied a pentagon for 45 s using an X-Y joystick while MEG signals were being recorded from 248 sensors. A linear summation of weighted contributions of the MEG signals yielded a predicted movement trajectory of high congruence to the actual trajectory (median correlation coefficient: r=0.91 and 0.97 for unsmoothed and smoothed predictions, respectively). This congruence was robust since it remained high in cross-validation analyses (based on the first half of data to predict the second half; median correlation coefficient: r=0.76 and 0.85 for unsmoothed and smoothed predictions, respectively).

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Year:  2005        PMID: 16044305     DOI: 10.1007/s00221-005-0028-8

Source DB:  PubMed          Journal:  Exp Brain Res        ISSN: 0014-4819            Impact factor:   1.972


  9 in total

1.  Brain-computer interface technology: a review of the first international meeting.

Authors:  J R Wolpaw; N Birbaumer; W J Heetderks; D J McFarland; P H Peckham; G Schalk; E Donchin; L A Quatrano; C J Robinson; T M Vaughan
Journal:  IEEE Trans Rehabil Eng       Date:  2000-06

2.  Direct cortical control of 3D neuroprosthetic devices.

Authors:  Dawn M Taylor; Stephen I Helms Tillery; Andrew B Schwartz
Journal:  Science       Date:  2002-06-07       Impact factor: 47.728

3.  An EEG-driven brain-computer interface combined with functional magnetic resonance imaging (fMRI).

Authors:  Thilo Hinterberger; Nikolaus Weiskopf; Ralf Veit; Barbara Wilhelm; Elena Betta; Niels Birbaumer
Journal:  IEEE Trans Biomed Eng       Date:  2004-06       Impact factor: 4.538

4.  An asynchronously controlled EEG-based virtual keyboard: improvement of the spelling rate.

Authors:  Reinhold Scherer; Gernot R Müller; Christa Neuper; Bernhard Graimann; Gert Pfurtscheller
Journal:  IEEE Trans Biomed Eng       Date:  2004-06       Impact factor: 4.538

5.  Chronic neural recording using silicon-substrate microelectrode arrays implanted in cerebral cortex.

Authors:  Rio J Vetter; Justin C Williams; Jamille F Hetke; Elizabeth A Nunamaker; Daryl R Kipke
Journal:  IEEE Trans Biomed Eng       Date:  2004-06       Impact factor: 4.538

6.  Optimizing a linear algorithm for real-time robotic control using chronic cortical ensemble recordings in monkeys.

Authors:  Johan Wessberg; Miguel A L Nicolelis
Journal:  J Cogn Neurosci       Date:  2004 Jul-Aug       Impact factor: 3.225

7.  Spatial filter selection for EEG-based communication.

Authors:  D J McFarland; L M McCane; S V David; J R Wolpaw
Journal:  Electroencephalogr Clin Neurophysiol       Date:  1997-09

8.  Primate motor cortex and free arm movements to visual targets in three-dimensional space. II. Coding of the direction of movement by a neuronal population.

Authors:  A P Georgopoulos; R E Kettner; A B Schwartz
Journal:  J Neurosci       Date:  1988-08       Impact factor: 6.167

9.  Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans.

Authors:  Jonathan R Wolpaw; Dennis J McFarland
Journal:  Proc Natl Acad Sci U S A       Date:  2004-12-07       Impact factor: 11.205

  9 in total
  22 in total

Review 1.  Brain computer interfaces, a review.

Authors:  Luis Fernando Nicolas-Alonso; Jaime Gomez-Gil
Journal:  Sensors (Basel)       Date:  2012-01-31       Impact factor: 3.576

2.  Decoding and cortical source localization for intended movement direction with MEG.

Authors:  Wei Wang; Gustavo P Sudre; Yang Xu; Robert E Kass; Jennifer L Collinger; Alan D Degenhart; Anto I Bagic; Douglas J Weber
Journal:  J Neurophysiol       Date:  2010-08-25       Impact factor: 2.714

3.  Concurrent stable and unstable cortical correlates of human wrist movements.

Authors:  Matthias Witte; Ferran Galán; Stephan Waldert; Christoph Braun; Carsten Mehring
Journal:  Hum Brain Mapp       Date:  2014-01-22       Impact factor: 5.038

Review 4.  Neural interfaces for the brain and spinal cord--restoring motor function.

Authors:  Andrew Jackson; Jonas B Zimmermann
Journal:  Nat Rev Neurol       Date:  2012-11-13       Impact factor: 42.937

5.  Single trial discrimination of individual finger movements on one hand: a combined MEG and EEG study.

Authors:  F Quandt; C Reichert; H Hinrichs; H J Heinze; R T Knight; J W Rieger
Journal:  Neuroimage       Date:  2011-11-30       Impact factor: 6.556

Review 6.  The science and engineering behind sensitized brain-controlled bionic hands.

Authors:  Chethan Pandarinath; Sliman J Bensmaia
Journal:  Physiol Rev       Date:  2021-09-20       Impact factor: 37.312

7.  An MEG-based brain-computer interface (BCI).

Authors:  Jürgen Mellinger; Gerwin Schalk; Christoph Braun; Hubert Preissl; Wolfgang Rosenstiel; Niels Birbaumer; Andrea Kübler
Journal:  Neuroimage       Date:  2007-03-27       Impact factor: 6.556

8.  Decoding hand movement velocity from electroencephalogram signals during a drawing task.

Authors:  Jun Lv; Yuanqing Li; Zhenghui Gu
Journal:  Biomed Eng Online       Date:  2010-10-28       Impact factor: 2.819

9.  Review of the BCI Competition IV.

Authors:  Michael Tangermann; Klaus-Robert Müller; Ad Aertsen; Niels Birbaumer; Christoph Braun; Clemens Brunner; Robert Leeb; Carsten Mehring; Kai J Miller; Gernot R Müller-Putz; Guido Nolte; Gert Pfurtscheller; Hubert Preissl; Gerwin Schalk; Alois Schlögl; Carmen Vidaurre; Stephan Waldert; Benjamin Blankertz
Journal:  Front Neurosci       Date:  2012-07-13       Impact factor: 4.677

10.  Evaluation of EEG features in decoding individual finger movements from one hand.

Authors:  Ran Xiao; Lei Ding
Journal:  Comput Math Methods Med       Date:  2013-04-24       Impact factor: 2.238

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