Title of article :
Hybrid brain–computer interfaces and hybrid neuroprostheses for restoration of upper limb functions in individuals with high-level spinal cord injury
Author/Authors :
Rohm، نويسنده , , Martin and Schneiders، نويسنده , , Matthias and Müller، نويسنده , , Constantin and Kreilinger، نويسنده , , Alex and Kaiser، نويسنده , , Vera and Müller-Putz، نويسنده , , Gernot R. and Rupp، نويسنده , , Rüdiger، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Abstract :
AbstractBackground
lateral loss of the grasp function associated with a lesion of the cervical spinal cord severely limits the affected individuals’ ability to live independently and return to gainful employment after sustaining a spinal cord injury (SCI). Any improvement in lost or limited grasp function is highly desirable. With current neuroprostheses, relevant improvements can be achieved in end users with preserved shoulder and elbow, but missing hand function.
ive
m of this single case study is to show that (1) with the support of hybrid neuroprostheses combining functional electrical stimulation (FES) with orthoses, restoration of hand, finger and elbow function is possible in users with high-level SCI and (2) shared control principles can be effectively used to allow for a brain–computer interface (BCI) control, even if only moderate BCI performance is achieved after extensive training.
t and methods
dividual in this study is a right-handed 41-year-old man who sustained a traumatic SCI in 2009 and has a complete motor and sensory lesion at the level of C4. He is unable to generate functionally relevant movements of the elbow, hand and fingers on either side. He underwent extensive FES training (30–45 min, 2–3 times per week for 6 months) and motor imagery (MI) BCI training (415 runs in 43 sessions over 12 months). To meet individual needs, the system was designed in a modular fashion including an intelligent control approach encompassing two input modalities, namely an MI-BCI and shoulder movements.
s
one year of training, the end userʹs MI-BCI performance ranged from 50% to 93% (average: 70.5%). The performance of the hybrid system was evaluated with different functional assessments. The user was able to transfer objects of the grasp-and-release-test and he succeeded in eating a pretzel stick, signing a document and eating an ice cream cone, which he was unable to do without the system.
sion
roof-of-concept study has demonstrated that with the support of hybrid FES systems consisting of FES and a semiactive orthosis, restoring hand, finger and elbow function is possible in a tetraplegic end-user. Remarkably, even after one year of training and 415 MI-BCI runs, the end userʹs average BCI performance remained at about 70%. This supports the view that in high-level tetraplegic subjects, an initially moderate BCI performance cannot be improved by extensive training. However, this aspect has to be validated in future studies with a larger population.
Keywords :
Spinal cord injury , Tetraplegia , Functional electrical stimulation , Hybrid neuroprosthesis , EEG , Hybrid brain–computer interface (BCI) , Motor imagery , BCI training
Journal title :
Artificial Intelligence In Medicine
Journal title :
Artificial Intelligence In Medicine