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1.
Neurosurgery ; 93(5): 965-970, 2023 Nov 01.
Artículo en Inglés | MEDLINE | ID: mdl-37288972

RESUMEN

Functional electrical stimulation (FES) to activate nerves and muscles in paralyzed extremities has considerable promise to improve outcome after neurological disease or injury, especially in individuals who have upper motor nerve dysfunction due to central nervous system pathology. Because technology has improved, a wide variety of methods for providing electrical stimulation to create functional movements have been developed, including muscle stimulating electrodes, nerve stimulating electrodes, and hybrid constructs. However, in spite of decades of success in experimental settings with clear functional improvements for individuals with paralysis, the technology has not yet reached widespread clinical translation. In this review, we outline the history of FES techniques and approaches and describe future directions in evolution of the technology.


Asunto(s)
Terapia por Estimulación Eléctrica , Parálisis , Humanos , Electrodos Implantados , Estimulación Eléctrica , Movimiento , Terapia por Estimulación Eléctrica/métodos , Extremidad Inferior , Extremidad Superior
2.
Sci Rep ; 9(1): 8881, 2019 06 20.
Artículo en Inglés | MEDLINE | ID: mdl-31222030

RESUMEN

Decoders optimized offline to reconstruct intended movements from neural recordings sometimes fail to achieve optimal performance online when they are used in closed-loop as part of an intracortical brain-computer interface (iBCI). This is because typical decoder calibration routines do not model the emergent interactions between the decoder, the user, and the task parameters (e.g. target size). Here, we investigated the feasibility of simulating online performance to better guide decoder parameter selection and design. Three participants in the BrainGate2 pilot clinical trial controlled a computer cursor using a linear velocity decoder under different gain (speed scaling) and temporal smoothing parameters and acquired targets with different radii and distances. We show that a user-specific iBCI feedback control model can predict how performance changes under these different decoder and task parameters in held-out data. We also used the model to optimize a nonlinear speed scaling function for the decoder. When used online with two participants, it increased the dynamic range of decoded speeds and decreased the time taken to acquire targets (compared to an optimized standard decoder). These results suggest that it is feasible to simulate iBCI performance accurately enough to be useful for quantitative decoder optimization and design.


Asunto(s)
Biorretroalimentación Psicológica , Interfaces Cerebro-Computador , Modelos Neurológicos , Algoritmos , Calibración , Humanos , Desempeño Psicomotor
3.
J Neuroeng Rehabil ; 14(1): 70, 2017 07 11.
Artículo en Inglés | MEDLINE | ID: mdl-28693584

RESUMEN

BACKGROUND: Electrical stimulation of the peripheral nerves has been shown to be effective in restoring sensory and motor functions in the lower and upper extremities. This neural stimulation can be applied via non-penetrating spiral nerve cuff electrodes, though minimal information has been published regarding their long-term performance for multiple years after implantation. METHODS: Since 2005, 14 human volunteers with cervical or thoracic spinal cord injuries, or upper limb amputation, were chronically implanted with a total of 50 spiral nerve cuff electrodes on 10 different nerves (mean time post-implant 6.7 ± 3.1 years). The primary outcome measures utilized in this study were muscle recruitment curves, charge thresholds, and percent overlap of recruited motor unit populations. RESULTS: In the eight recipients still actively involved in research studies, 44/45 of the spiral contacts were still functional. In four participants regularly studied over the course of 1 month to 10.4 years, the charge thresholds of the majority of individual contacts remained stable over time. The four participants with spiral cuffs on their femoral nerves were all able to generate sufficient moment to keep the knees locked during standing after 2-4.5 years. The dorsiflexion moment produced by all four fibular nerve cuffs in the active participants exceeded the value required to prevent foot drop, but no tibial nerve cuffs were able to meet the plantarflexion moment that occurs during push-off at a normal walking speed. The selectivity of two multi-contact spiral cuffs was examined and both were still highly selective for different motor unit populations for up to 6.3 years after implantation. CONCLUSIONS: The spiral nerve cuffs examined remain functional in motor and sensory neuroprostheses for 2-11 years after implantation. They exhibit stable charge thresholds, clinically relevant recruitment properties, and functional muscle selectivity. Non-penetrating spiral nerve cuff electrodes appear to be a suitable option for long-term clinical use on human peripheral nerves in implanted neuroprostheses.


Asunto(s)
Terapia por Estimulación Eléctrica/instrumentación , Electrodos Implantados , Prótesis Neurales , Nervios Periféricos , Nervio Femoral , Estudios de Seguimiento , Pie , Trastornos Neurológicos de la Marcha/prevención & control , Humanos , Neuronas Motoras , Fibras Musculares Esqueléticas , Enfermedades del Sistema Nervioso Periférico/rehabilitación , Reclutamiento Neurofisiológico , Nervio Tibial , Resultado del Tratamiento
4.
Lancet ; 389(10081): 1821-1830, 2017 05 06.
Artículo en Inglés | MEDLINE | ID: mdl-28363483

RESUMEN

BACKGROUND: People with chronic tetraplegia, due to high-cervical spinal cord injury, can regain limb movements through coordinated electrical stimulation of peripheral muscles and nerves, known as functional electrical stimulation (FES). Users typically command FES systems through other preserved, but unrelated and limited in number, volitional movements (eg, facial muscle activity, head movements, shoulder shrugs). We report the findings of an individual with traumatic high-cervical spinal cord injury who coordinated reaching and grasping movements using his own paralysed arm and hand, reanimated through implanted FES, and commanded using his own cortical signals through an intracortical brain-computer interface (iBCI). METHODS: We recruited a participant into the BrainGate2 clinical trial, an ongoing study that obtains safety information regarding an intracortical neural interface device, and investigates the feasibility of people with tetraplegia controlling assistive devices using their cortical signals. Surgical procedures were performed at University Hospitals Cleveland Medical Center (Cleveland, OH, USA). Study procedures and data analyses were performed at Case Western Reserve University (Cleveland, OH, USA) and the US Department of Veterans Affairs, Louis Stokes Cleveland Veterans Affairs Medical Center (Cleveland, OH, USA). The study participant was a 53-year-old man with a spinal cord injury (cervical level 4, American Spinal Injury Association Impairment Scale category A). He received two intracortical microelectrode arrays in the hand area of his motor cortex, and 4 months and 9 months later received a total of 36 implanted percutaneous electrodes in his right upper and lower arm to electrically stimulate his hand, elbow, and shoulder muscles. The participant used a motorised mobile arm support for gravitational assistance and to provide humeral abduction and adduction under cortical control. We assessed the participant's ability to cortically command his paralysed arm to perform simple single-joint arm and hand movements and functionally meaningful multi-joint movements. We compared iBCI control of his paralysed arm with that of a virtual three-dimensional arm. This study is registered with ClinicalTrials.gov, number NCT00912041. FINDINGS: The intracortical implant occurred on Dec 1, 2014, and we are continuing to study the participant. The last session included in this report was Nov 7, 2016. The point-to-point target acquisition sessions began on Oct 8, 2015 (311 days after implant). The participant successfully cortically commanded single-joint and coordinated multi-joint arm movements for point-to-point target acquisitions (80-100% accuracy), using first a virtual arm and second his own arm animated by FES. Using his paralysed arm, the participant volitionally performed self-paced reaches to drink a mug of coffee (successfully completing 11 of 12 attempts within a single session 463 days after implant) and feed himself (717 days after implant). INTERPRETATION: To our knowledge, this is the first report of a combined implanted FES+iBCI neuroprosthesis for restoring both reaching and grasping movements to people with chronic tetraplegia due to spinal cord injury, and represents a major advance, with a clear translational path, for clinically viable neuroprostheses for restoration of reaching and grasping after paralysis. FUNDING: National Institutes of Health, Department of Veterans Affairs.


Asunto(s)
Interfaces Cerebro-Computador/estadística & datos numéricos , Encéfalo/fisiopatología , Fuerza de la Mano/fisiología , Músculo Esquelético/fisiopatología , Cuadriplejía/diagnóstico , Traumatismos de la Médula Espinal/fisiopatología , Encéfalo/cirugía , Terapia por Estimulación Eléctrica/métodos , Electrodos Implantados/normas , Estudios de Factibilidad , Mano/fisiología , Humanos , Masculino , Microelectrodos/efectos adversos , Persona de Mediana Edad , Corteza Motora/fisiopatología , Movimiento/fisiología , Cuadriplejía/fisiopatología , Cuadriplejía/cirugía , Dispositivos de Autoayuda/estadística & datos numéricos , Traumatismos de la Médula Espinal/terapia , Estados Unidos , United States Department of Veterans Affairs , Interfaz Usuario-Computador
5.
J Neural Eng ; 14(1): 016001, 2017 02.
Artículo en Inglés | MEDLINE | ID: mdl-27900953

RESUMEN

OBJECTIVE: When using an intracortical BCI (iBCI), users modulate their neural population activity to move an effector towards a target, stop accurately, and correct for movement errors. We call the rules that govern this modulation a 'feedback control policy'. A better understanding of these policies may inform the design of higher-performing neural decoders. APPROACH: We studied how three participants in the BrainGate2 pilot clinical trial used an iBCI to control a cursor in a 2D target acquisition task. Participants used a velocity decoder with exponential smoothing dynamics. Through offline analyses, we characterized the users' feedback control policies by modeling their neural activity as a function of cursor state and target position. We also tested whether users could adapt their policy to different decoder dynamics by varying the gain (speed scaling) and temporal smoothing parameters of the iBCI. MAIN RESULTS: We demonstrate that control policy assumptions made in previous studies do not fully describe the policies of our participants. To account for these discrepancies, we propose a new model that captures (1) how the user's neural population activity gradually declines as the cursor approaches the target from afar, then decreases more sharply as the cursor comes into contact with the target, (2) how the user makes constant feedback corrections even when the cursor is on top of the target, and (3) how the user actively accounts for the cursor's current velocity to avoid overshooting the target. Further, we show that users can adapt their control policy to decoder dynamics by attenuating neural modulation when the cursor gain is high and by damping the cursor velocity more strongly when the smoothing dynamics are high. SIGNIFICANCE: Our control policy model may help to build better decoders, understand how neural activity varies during active iBCI control, and produce better simulations of closed-loop iBCI movements.


Asunto(s)
Biorretroalimentación Psicológica/fisiología , Encéfalo/fisiología , Retroalimentación Fisiológica/fisiología , Imaginación/fisiología , Modelos Neurológicos , Movimiento/fisiología , Análisis y Desempeño de Tareas , Biorretroalimentación Psicológica/métodos , Simulación por Computador , Potenciales Evocados Motores/fisiología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Proyectos Piloto
6.
IEEE Trans Neural Syst Rehabil Eng ; 24(12): 1405-1415, 2016 12.
Artículo en Inglés | MEDLINE | ID: mdl-26955041

RESUMEN

We present a method to identify the dynamics of a human arm controlled by an implanted functional electrical stimulation neuroprosthesis. The method uses Gaussian process regression to predict shoulder and elbow torques given the shoulder and elbow joint positions and velocities and the electrical stimulation inputs to muscles. We compare the accuracy of torque predictions of nonparametric, semiparametric, and parametric model types. The most accurate of the three model types is a semiparametric Gaussian process model that combines the flexibility of a black box function approximator with the generalization power of a parameterized model. The semiparametric model predicted torques during stimulation of multiple muscles with errors less than 20% of the total muscle torque and passive torque needed to drive the arm. The identified model allows us to define an arbitrary reaching trajectory and approximately determine the muscle stimulations required to drive the arm along that trajectory.


Asunto(s)
Brazo/fisiología , Terapia por Estimulación Eléctrica/métodos , Modelos Biológicos , Modelos Estadísticos , Contracción Muscular/fisiología , Músculo Esquelético/fisiología , Miembros Artificiales , Simulación por Computador , Terapia por Estimulación Eléctrica/instrumentación , Retroalimentación Fisiológica , Humanos , Músculo Esquelético/inervación , Rehabilitación Neurológica/instrumentación , Rehabilitación Neurológica/métodos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Terapia Asistida por Computador/instrumentación , Terapia Asistida por Computador/métodos
7.
Arch Phys Med Rehabil ; 95(6): 1201-1211.e1, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24561055

RESUMEN

OBJECTIVE: To develop and apply an implanted neuroprosthesis to restore arm and hand function to individuals with high level tetraplegia. DESIGN: Case study. SETTING: Clinical research laboratory. PARTICIPANTS: Individuals with spinal cord injuries (N=2) at or above the C4 motor level. INTERVENTIONS: The individuals were each implanted with 2 stimulators (24 stimulation channels and 4 myoelectric recording channels total). Stimulating electrodes were placed in the shoulder and arm, being, to our knowledge, the first long-term application of spiral nerve cuff electrodes to activate a human limb. Myoelectric recording electrodes were placed in the head and neck areas. MAIN OUTCOME MEASURES: Successful installation and operation of the neuroprosthesis and electrode performance, range of motion, grasp strength, joint moments, and performance in activities of daily living. RESULTS: The neuroprosthesis system was successfully implanted in both individuals. Spiral nerve cuff electrodes were placed around upper extremity nerves and activated the intended muscles. In both individuals, the neuroprosthesis has functioned properly for at least 2.5 years postimplant. Hand, wrist, forearm, elbow, and shoulder movements were achieved. A mobile arm support was needed to support the mass of the arm during functional activities. One individual was able to perform several activities of daily living with some limitations as a result of spasticity. The second individual was able to partially complete 2 activities of daily living. CONCLUSIONS: Functional electrical stimulation is a feasible intervention for restoring arm and hand functions to individuals with high tetraplegia. Forces and movements were generated at the hand, wrist, elbow, and shoulder that allowed the performance of activities of daily living, with some limitations requiring the use of a mobile arm support to assist the stimulated shoulder forces.


Asunto(s)
Terapia por Estimulación Eléctrica/métodos , Fuerza de la Mano/fisiología , Prótesis e Implantes , Cuadriplejía/rehabilitación , Rango del Movimiento Articular/fisiología , Actividades Cotidianas , Brazo/fisiología , Electrodos Implantados , Femenino , Estudios de Seguimiento , Mano/fisiología , Humanos , Masculino , Diseño de Prótesis , Cuadriplejía/cirugía , Recuperación de la Función , Resultado del Tratamiento
8.
J Rehabil Res Dev ; 40(6): 477-86, 2003.
Artículo en Inglés | MEDLINE | ID: mdl-15077660

RESUMEN

Functional electrical stimulation of the triceps is a method of restoring elbow extension to individuals with paralyzed triceps. Eleven arms of individuals with cervical-level spinal cord injuries (SCIs) received a triceps electrode as an addition to a hand-grasp neuroprosthesis. Stimulation was controlled either as part of a preprogrammed pattern or via a switch or an accelerometer that was connected to the neuroprosthesis external controller. The outcome measures were (1) elbow extension moments at different elbow positions, (2) performance in controllable workspace experiments, and (3) comparison to an alternative method of providing elbow extension in these individuals--a posterior deltoid (PD) to triceps tendon transfer. Stimulated elbow extension moments in 11 arms ranged from 0.8 to 13.3 N.m. The stimulated elbow extension moments varied with elbow angle in a manner consistent with the length-tension properties of the triceps. Triceps stimulation provided a significantly stronger elbow extension moment than the PD to triceps tendon transfer. The elbow extension moment generated by the tendon transfer and triceps electrode being activated together was always greater than either method used separately. Stimulation of the long head of the triceps should be avoided in persons with weak shoulder abduction, since the long head adducts the shoulder and limits shoulder function in these cases. Statistically, elbow extension neuroprostheses significantly increased the ability to successfully reach and move an object and significantly decreased the time required to acquire an object while reaching.


Asunto(s)
Terapia por Estimulación Eléctrica/métodos , Electrodos Implantados , Contracción Muscular/fisiología , Cuadriplejía/rehabilitación , Rango del Movimiento Articular/fisiología , Análisis de Varianza , Terapia Combinada , Articulación del Codo/inervación , Articulación del Codo/fisiología , Femenino , Humanos , Puntaje de Gravedad del Traumatismo , Masculino , Músculo Esquelético/inervación , Músculo Esquelético/fisiología , Terapia Ocupacional/métodos , Probabilidad , Estudios Prospectivos , Cuadriplejía/diagnóstico , Recuperación de la Función , Muestreo , Traumatismos de la Médula Espinal/diagnóstico , Traumatismos de la Médula Espinal/rehabilitación , Transferencia Tendinosa/métodos , Resultado del Tratamiento
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