http://jneuroengrehab.biomedcentral.com/articles/10.1186/s12984-015-0068-7
- Christine E. King,
- Po T. Wang,
- Colin M. McCrimmon,
- Cathy CY Chou,
- An H. DoEmail author and
- Zoran NenadicEmail author
Journal of NeuroEngineering and Rehabilitation201512:80
DOI: 10.1186/s12984-015-0068-7
© King et al. 2015
Received: 4 March 2015
Accepted: 19 August 2015
Published: 24 September 2015
Abstract
Background
Direct brain control of overground
walking in those with paraplegia due to spinal cord injury (SCI) has not
been achieved. Invasive brain-computer interfaces (BCIs) may provide a
permanent solution to this problem by directly linking the brain to
lower extremity prostheses. To justify the pursuit of such invasive
systems, the feasibility of BCI controlled overground walking should
first be established in a noninvasive manner. To accomplish this goal,
we developed an electroencephalogram (EEG)-based BCI to control a
functional electrical stimulation (FES) system for overground walking
and assessed its performance in an individual with paraplegia due to
SCI.
Methods
An individual with SCI (T6 AIS B) was
recruited for the study and was trained to operate an EEG-based BCI
system using an attempted walking/idling control strategy. He also
underwent muscle reconditioning to facilitate standing and overground
walking with a commercial FES system. Subsequently, the BCI and FES
systems were integrated and the participant engaged in several real-time
walking tests using the BCI-FES system. This was done in both a
suspended, off-the-ground condition, and an overground walking
condition. BCI states, gyroscope, laser distance meter, and video
recording data were used to assess the BCI performance.
Results
During the course of 19 weeks, the
participant performed 30 real-time, BCI-FES controlled overground
walking tests, and demonstrated the ability to purposefully operate the
BCI-FES system by following verbal cues. Based on the comparison between
the ground truth and decoded BCI states, he achieved information
transfer rates >3 bit/s and correlations >0.9. No adverse events
directly related to the study were observed.
Conclusion
This proof-of-concept study demonstrates
for the first time that restoring brain-controlled overground walking
after paraplegia due to SCI is feasible. Further studies are warranted
to establish the generalizability of these results in a population of
individuals with paraplegia due to SCI. If this noninvasive system is
successfully tested in population studies, the pursuit of permanent,
invasive BCI walking prostheses may be justified. In addition, a
simplified version of the current system may be explored as a
noninvasive neurorehabilitative therapy in those with incomplete motor
SCI.
Introduction
Mobility
after paraplegia due to spinal cord injury (SCI) is primarily achieved
by substituting the lost function with a wheelchair [1].
However, the sedentary lifestyle associated with excessive wheelchair
reliance can lead to medical co-morbidities, such as osteoporosis, heart
disease, respiratory illnesses, and pressure ulcers [2]. These conditions contribute to the bulk of SCI-related medical care cost [2]. Therefore, restoration of walking after SCI remains a clinical need of high priority.
Current approaches to restoring ambulation after SCI include the use of robotic exoskeletons [3, 4] and functional electrical stimulation (FES) systems [5, 6].
These devices, however, lack intuitive able-body-like supraspinal
control, as they typically rely on manually controlled switches. In
addition, these systems cannot exploit the neuroplasticity of residual
or spared pathways between the brain and spinal motor pools [7].
Hence, novel means of restoring intuitive, brain-controlled ambulation
after SCI are needed. If successful, such novel approaches may
drastically reduce SCI-related medical costs and improve quality of life
after paraplegia due to SCI.
Spinal
cord stimulation has recently emerged as a promising method to restore
voluntary lower extremity movements to those with SCI [8, 9]. Brain-computer interfaces (BCIs), which enable intuitive and direct brain control of walking via an external device [10, 11],
can be seen as an alternative approach. Surveys indicate that those
with paraplegia due to SCI highly prioritize restoration of walking as a
way of improving their quality of life [12, 13].
In addition, approximately 60 % of survey participants expressed
willingness to undergo implantation of an invasive BCI device to restore
ambulation [13].
However, before such a system can be pursued, it is necessary to
establish the feasibility of brain-controlled overground ambulation. In
this proof-of-concept study, we report on a noninvasive BCI-controlled
FES system capable of restoring a basic form of overground walking to an
individual with paraplegia due to SCI. The study advances our existing
BCI systems from applications such as walking in a virtual reality
environment (VRE) [14–16] and walking with a treadmill-suspended robotic orthosis [10] to overground walking [11].
If successfully tested in a population of individuals with SCI, the
proposed BCI-FES system may lead to the development of a fully
implantable BCI system for restoring ambulation after SCI.
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