| Literature DB >> 35891842 |
Zeanna Jadavji1, Ephrem Zewdie1, Dion Kelly1, Eli Kinney-Lang1, Ion Robu2, Adam Kirton3.
Abstract
BACKGROUND: Children with severe motor impairment but intact cognition are deprived of fundamental human rights. Quadriplegic cerebral palsy is the most common scenario where rehabilitation options remain limited. Brain-computer interfaces (BCI) represent a potential solution, but pediatric populations have been neglected. Direct engagement of children and families could provide meaningful opportunities while informing program development. We describe a patient-centered, clinical, non-invasive pediatric BCI program.Entities:
Keywords: brain computer interface; cerebral palsy types; clinical neuroscience; electroencephalography (eeg); neuro-technology; non-verbal communication; perinatal stroke
Year: 2022 PMID: 35891842 PMCID: PMC9307353 DOI: 10.7759/cureus.26215
Source DB: PubMed Journal: Cureus ISSN: 2168-8184
BCI Program Team, Structure and Resources.
Personnel and associated roles of team members involved in the brain-computer interface (BCI) program.
| Human Resources | Credentials | Roles |
| Patients and families | Lived experience | BCI end users attempting different tasks and providing feedback |
| Pediatric Neurologist | MD, expert in perinatal brain injury Professor, clinician-scientist | Identifying eligible participants, maintaining recruitment database, consulting on relevant clinical information |
| Lead Biomedical Engineer | PhD BME, expert in neuro-technology | Design adaptation and implementation of BCI technology |
| Augmented communication specialist | Certified Occupational Therapist | Consulting on patient seating, screen positioning and alternate assistive technology |
| BCI engineer | MSc BME | Technology design and optimization |
| BCI engineer | PhD, now PDF | Technology design and optimization |
| Clinical researcher | BSc, now MD/PhD candidate | Design and implementation of BCI program and patient engagement |
| Clinical researcher | MBT, now PhD candidate | Assisting in BCI sessions |
| Rehabilitation Engineer | MSc, Biomedical Equipment Technologist | Technology design |
| Referring specialists | 10-12 neurologists, physiatrists, therapists | Identifying eligible participants |
| Summer students | N=5-6 per year | Condensed research projects |
| Study coordinator | Administrative responsibilities |
Figure 1BCI systems.
(A) The EMOTIV EPOC+ headset (B) The EMOTIV EPOC+ EEG montage. Red circles indicate EEG recording channels. Yellow and blue circles represent ground and reference electrodes, respectively.
Figure 2BCI systems continued.
(A) The g.tec intendix and mindBEAGLE headset. The EEG headset is sizeable to individual participants (B) The g.tec intendix montage (C) The g.tec mindBEAGLE montage. Red circles indicate EEG recording channels. Yellow and blue circles represent ground and reference electrodes, respectively.
BCI Systems.
Description of each system used in the pediatric brain-computer interface (BCI) program with specifics on EEG data collection and sampling as well as paradigms used. Cost estimates of technical resources included.
MI: Motor Imagery, VEP: Visual Evoked Potential, AEP: Auditory Evoked Potential, VTP: Vibrotactile Evoked Potential
| BCI System | Conductive solution | International EEG System | Recording Electrode Configuration | Sampling Rate | Filtering | Associated Paradigms | |
| EMOTIV EPOC+ | Saline | 10-20 | 14 channel AF3, AF4, F3, F4, F7, F8, FC5, FC6, P7, P8, T7, T8, O1, O2 | 128Hz | Bandpass filter: 0.16-45Hz | MI | |
| g.tec intendiX | Gel | 10-10 | 8 channel Fz, Cz, P3, Pz, P4, P07, Oz,P08 | 256Hz | Notch filter: 60 Hz | VEP | |
| g.tec mindBEAGLE | Gel | 10-10 | 16 channel FC3,FCz,FC4,C5,C3, C1,Cz,C2,C4,C6,CP3, CP1,CPz,CP2,CP4 and Pz | 256Hz | Notch filter: 60 Hz | MI, AEP, VTP | |
| Technological Resources | Estimated Cost | Roles | |||||
| EMOTIV EPOC+ | $699.00 USD | Wireless EEG headset and software | |||||
| g.tec intendiX | $15-20K USD | BCI suite for P300 spelling | |||||
| g.tec mindBEAGLE | $30-35K USD | BCI suite for assessment of consciousness and communication | |||||
| Sphero SPRK+ | $129 USD | Used in maze and painting activities | |||||
| Remote controlled (RC) toy car | $20 USD | Controlled by BCI | |||||
| Arduino (board + starter kit) | $135 USD | Interfacing with RC toy car | |||||
Figure 3BCI Activities and Clinical Applications.
(A) Sphero SPRK+ robot used to create brain-computer interface (BCI) paintings (B) A young man proficient in BCI gaming tries a new popular commercial game modified for EMOTIV control. (C) A young boy and his sister race remote control cars using the EMOTIV. (D) (E) Sphero painting activity. Participants wearing the EMOTIV EPOC+ headset are seated facing a canvas. The Sphero SPRK+ is placed within a bordered canvas with blobs of paint and colours chosen by the participant who then drives the Sphero SPRK+ to create the painting.
Figure 4BCI Activities and Clinical Applications Continued
(A) An adolescent attempts to use the g.tec intendiX P300-based speller. (B) Two children with acute locked-in syndrome secondary to brainstem stroke and (C) acute necrotizing encephalopathy were able to demonstrate their full consciousness and engage in multiple brain-computer interface (BCI) activities.
Participant Demographics.
Information on participant pathology and outcomes along with time spent using brain-computer interface (BCI) and paradigms attempted.
ANEC: Acute Necrotizing Encephalopathy of Childhood, NAIS: Neonatal Arterial Ischemic Stroke, GBS: Guillain-Barré Syndrome, QCP: Quadriplegic Cerebral Palsy, MI: Motor Imagery, VEP: Visual Evoked Potential, AEP: Auditory Evoked Potential, VTP: Vibrotactile Evoked Potential
| Parti. | Sex | Age (yrs) | Pathology | Motor syndrome | Verbal Comm | Epilepsy | BCI Use Time (hrs) | Paradigms Attempted |
| P1 | M | 11 | Extreme prematurity | Dyskinetic QCP | Y | N | 122 | MI, VEP |
| P2 | M | 12 | Lesch-Nyhan Disease | Dyskinetic QCP | N | N | 40 | MI, VEP |
| P3 | F | 14 | Bilateral stroke | Mixed QCP, Non-verbal | N | Y | 73 | MI, VEP, VTP |
| P4 | F | 16 | Brainstem stroke | Locked-in Syndrome | N | Y | 7 | MI, VEP, VTP, AEP |
| P5 | M | 6 | ANEC | Acute Brainstem Dysfunction | N | N | 5 | MI |
| P6 | M | 11 | Kernicterus | Dyskinetic QCP | N | N | 55 | MI, VEP |
| P7 | M | 8 | Bilateral Schizencephaly | QCP | N | Y | 18 | MI |
| P8 | F | 13 | Brainstem Injury | Acute Brainstem Dysfunction | N | N | 10 | MI, VEP |
| P9 | M | 8 | NAIS, GBS | Dyskinetic QCP | N | N | 4 | MI, VEP |
| P10 | F | 7 | Bilateral stroke | Mixed QCP | N | Y | 1 | MI |
Figure 5Fast-fail, personalized goal-setting.
A new program model designed to integrate parent, teacher and participant objectives for brain-computer interface (BCI) control. Attainable goals for BCI applications will be set with the family, BCI team and health care professionals familiar with assistive technology (ACETS: Augmentative Communication and Educational Technology). As the child continues to attend regular BCI training sessions, rapid prototyping will take place to develop new applications. These will ultimately be brought back to the child for pilot testing and further developed. Eventual transition of applications into the home, school and for commercialization are important considerations moving forward.