Literature DB >> 33418549

Functional MRI based simulations of ECoG grid configurations for optimal measurement of spatially distributed hand-gesture information.

Max A van den Boom1,2, Kai J Miller3, Nick F Ramsey2, Dora Hermes1.   

Abstract

Objective. In electrocorticography (ECoG), the physical characteristics of the electrode grid determine which aspect of the neurophysiology is measured. For particular cases, the ECoG grid may be tailored to capture specific features, such as in the development and use of brain-computer interfaces (BCI). Neural representations of hand movement are increasingly used to control ECoG based BCIs. However, it remains unclear which grid configurations are the most optimal to capture the dynamics of hand gesture information. Here, we investigate how the design and surgical placement of grids would affect the usability of ECoG measurements.Approach. High resolution 7T functional MRI was used as a proxy for neural activity in ten healthy participants to simulate various grid configurations, and evaluated the performance of each configuration for decoding hand gestures. The grid configurations varied in number of electrodes, electrode distance and electrode size.Main results. Optimal decoding of hand gestures occurred in grid configurations with a higher number of densely-packed, large-size, electrodes up to a grid of ~5 × 5 electrodes. When restricting the grid placement to a highly informative region of primary sensorimotor cortex, optimal parameters converged to about 3 × 3 electrodes, an inter-electrode distance of 8 mm, and an electrode size of 3 mm radius (performing at ~70% three-class classification accuracy).Significance. Our approach might be used to identify the most informative region, find the optimal grid configuration and assist in positioning of the grid to achieve high BCI performance for the decoding of hand-gestures prior to surgical implantation.
© 2021 IOP Publishing Ltd.

Entities:  

Keywords:  brain computer interface; decoding; electrocorticography; electrode configurations; fMRI; hand gestures; sensorimotor cortex

Mesh:

Year:  2021        PMID: 33418549      PMCID: PMC8962820          DOI: 10.1088/1741-2552/abda0d

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


  59 in total

1.  Somatotopy in human primary motor and somatosensory hand representations revisited.

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Review 2.  Mesoscopic neurodynamics: from neuron to brain.

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3.  Towards human BCI applications based on cognitive brain systems: an investigation of neural signals recorded from the dorsolateral prefrontal cortex.

Authors:  Nick F Ramsey; Martijn P van de Heuvel; Kuan H Kho; Frans S S Leijten
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2006-06       Impact factor: 3.802

Review 4.  Analyzing for information, not activation, to exploit high-resolution fMRI.

Authors:  Nikolaus Kriegeskorte; Peter Bandettini
Journal:  Neuroimage       Date:  2007-02-27       Impact factor: 6.556

5.  High-performance neuroprosthetic control by an individual with tetraplegia.

Authors:  Jennifer L Collinger; Brian Wodlinger; John E Downey; Wei Wang; Elizabeth C Tyler-Kabara; Douglas J Weber; Angus J C McMorland; Meel Velliste; Michael L Boninger; Andrew B Schwartz
Journal:  Lancet       Date:  2012-12-17       Impact factor: 79.321

6.  Corresponding ECoG and fMRI category-selective signals in human ventral temporal cortex.

Authors:  Corentin Jacques; Nathan Witthoft; Kevin S Weiner; Brett L Foster; Vinitha Rangarajan; Dora Hermes; Kai J Miller; Josef Parvizi; Kalanit Grill-Spector
Journal:  Neuropsychologia       Date:  2015-07-23       Impact factor: 3.139

7.  Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. II. Event-related synchronization in the gamma band.

Authors:  N E Crone; D L Miglioretti; B Gordon; R P Lesser
Journal:  Brain       Date:  1998-12       Impact factor: 13.501

8.  Risk factors for complications during intracranial electrode recording in presurgical evaluation of drug resistant partial epilepsy.

Authors:  Chong H Wong; Julie Birkett; Karen Byth; Mark Dexter; Ernest Somerville; Deepak Gill; Ray Chaseling; Michael Fearnside; Andrew Bleasel
Journal:  Acta Neurochir (Wien)       Date:  2009-01-08       Impact factor: 2.216

9.  An exoskeleton controlled by an epidural wireless brain-machine interface in a tetraplegic patient: a proof-of-concept demonstration.

Authors:  Alim Louis Benabid; Thomas Costecalde; Andrey Eliseyev; Guillaume Charvet; Alexandre Verney; Serpil Karakas; Michael Foerster; Aurélien Lambert; Boris Morinière; Neil Abroug; Marie-Caroline Schaeffer; Alexandre Moly; Fabien Sauter-Starace; David Ratel; Cecile Moro; Napoleon Torres-Martinez; Lilia Langar; Manuela Oddoux; Mircea Polosan; Stephane Pezzani; Vincent Auboiroux; Tetiana Aksenova; Corinne Mestais; Stephan Chabardes
Journal:  Lancet Neurol       Date:  2019-10-03       Impact factor: 44.182

10.  Classification of Articulator Movements and Movement Direction from Sensorimotor Cortex Activity.

Authors:  E Salari; Z V Freudenburg; M P Branco; E J Aarnoutse; M J Vansteensel; N F Ramsey
Journal:  Sci Rep       Date:  2019-10-02       Impact factor: 4.379

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