Literature DB >> 33481888

Development of a brain-computer interface for patients in the critical care setting.

Andrey Eliseyev1, Ian Jerome Gonzales1, Anh Le1, Kevin Doyle1, Jennifer Egbebike1, Angela Velazquez1, Sachin Agarwal1, David Roh1, Soojin Park1, E Sander Connolly2, Jan Claassen1.   

Abstract

OBJECTIVE: Behaviorally unresponsive patients in intensive care units (ICU) are unable to consistently and effectively communicate their most fundamental physical needs. Brain-Computer Interface (BCI) technology has been established in the clinical context, but faces challenges in the critical care environment. Contrary to cue-based BCIs, which allow activation only during pre-determined periods of time, self-paced BCI systems empower patients to interact with others at any time. The study aims to develop a self-paced BCI for patients in the intensive care unit.
METHODS: BCI experiments were conducted in 18 ICU patients and 5 healthy volunteers. The proposed self-paced BCI system analyzes EEG activity from patients while these are asked to control a beeping tone by performing a motor task (i.e., opening and closing a hand). Signal decoding is performed in real time and auditory feedback given via headphones. Performance of the BCI system was judged based on correlation between the optimal and the observed performance.
RESULTS: All 5 healthy volunteers were able to successfully perform the BCI task, compared to chance alone (p<0.001). 5 of 14 (36%) conscious ICU patients were able to perform the BCI task. One of these 5 patients was quadriplegic and controlled the BCI system without any hand movements. None of the 4 unconscious patients were able to perform the BCI task.
CONCLUSIONS: More than one third of conscious ICU patients and all healthy volunteers were able to gain control over the self-paced BCI system. The initial 4 unconscious patients were not. Future studies will focus on studying the ability of behaviorally unresponsive patients with cognitive motor dissociation to control the self-paced BCI system.

Entities:  

Year:  2021        PMID: 33481888      PMCID: PMC7822274          DOI: 10.1371/journal.pone.0245540

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  21 in total

1.  Higher order partial least squares (HOPLS): a generalized multilinear regression method.

Authors:  Qibin Zhao; Cesar F Caiafa; Danilo P Mandic; Zenas C Chao; Yasuo Nagasaka; Naotaka Fujii; Liqing Zhang; Andrzej Cichocki
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2013-07       Impact factor: 6.226

2.  Brain-machine interface (BMI) in paralysis.

Authors:  U Chaudhary; N Birbaumer; M R Curado
Journal:  Ann Phys Rehabil Med       Date:  2015-01-08

3.  Detection of Brain Activation in Unresponsive Patients with Acute Brain Injury.

Authors:  Jan Claassen; Kevin Doyle; Adu Matory; Caroline Couch; Kelly M Burger; Angela Velazquez; Joshua U Okonkwo; Jean-Rémi King; Soojin Park; Sachin Agarwal; David Roh; Murad Megjhani; Andrey Eliseyev; E Sander Connolly; Benjamin Rohaut
Journal:  N Engl J Med       Date:  2019-06-27       Impact factor: 91.245

4.  Factors related to the emotional responses of intubated patients to being unable to speak.

Authors:  L K Menzel
Journal:  Heart Lung       Date:  1998 Jul-Aug       Impact factor: 2.210

5.  Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys.

Authors:  Zenas C Chao; Yasuo Nagasaka; Naotaka Fujii
Journal:  Front Neuroeng       Date:  2010-03-30

6.  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

7.  Recursive Exponentially Weighted N-way Partial Least Squares Regression with Recursive-Validation of Hyper-Parameters in Brain-Computer Interface Applications.

Authors:  Andrey Eliseyev; Vincent Auboiroux; Thomas Costecalde; Lilia Langar; Guillaume Charvet; Corinne Mestais; Tetiana Aksenova; Alim-Louis Benabid
Journal:  Sci Rep       Date:  2017-11-24       Impact factor: 4.379

8.  Portable Brain-Computer Interface for the Intensive Care Unit Patient Communication Using Subject-Dependent SSVEP Identification.

Authors:  Omid Dehzangi; Muhamed Farooq
Journal:  Biomed Res Int       Date:  2018-02-05       Impact factor: 3.411

9.  Self-Paced Online vs. Cue-Based Offline Brain-Computer Interfaces for Inducing Neural Plasticity.

Authors:  Mads Jochumsen; Muhammad Samran Navid; Rasmus Wiberg Nedergaard; Nada Signal; Usman Rashid; Ali Hassan; Heidi Haavik; Denise Taylor; Imran Khan Niazi
Journal:  Brain Sci       Date:  2019-06-01

10.  Effects of a Vibro-Tactile P300 Based Brain-Computer Interface on the Coma Recovery Scale-Revised in Patients With Disorders of Consciousness.

Authors:  Nensi Murovec; Alexander Heilinger; Ren Xu; Rupert Ortner; Rossella Spataro; Vincenzo La Bella; Yangyang Miao; Jing Jin; Camille Chatelle; Steven Laureys; Brendan Z Allison; Christoph Guger
Journal:  Front Neurosci       Date:  2020-04-09       Impact factor: 4.677

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  2 in total

Review 1.  Electroencephalogram in the intensive care unit: a focused look at acute brain injury.

Authors:  Ayham Alkhachroum; Brian Appavu; Benjamin Rohaut; Jan Claassen; Satoshi Egawa; Brandon Foreman; Nicolas Gaspard; Emily J Gilmore; Lawrence J Hirsch; Pedro Kurtz; Virginie Lambrecq; Julie Kromm; Paul Vespa; Sahar F Zafar
Journal:  Intensive Care Med       Date:  2022-08-23       Impact factor: 41.787

Review 2.  Importance, limits and caveats of the use of "disorders of consciousness" to theorize consciousness.

Authors:  Bertrand Hermann; Aude Sangaré; Esteban Munoz-Musat; Amina Ben Salah; Pauline Perez; Mélanie Valente; Frédéric Faugeras; Vadim Axelrod; Sophie Demeret; Clémence Marois; Nadya Pyatigorskaya; Marie-Odile Habert; Aurélie Kas; Jacobo D Sitt; Benjamin Rohaut; Lionel Naccache
Journal:  Neurosci Conscious       Date:  2022-02-16
  2 in total

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