Neural signal recording and processing in somatic neuroprosthetic applications.

Neurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neurop...

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Autores: Raspopovic, Stanisa, Cimolato, Andrea, Panarese, Alessandro, Vallone, Fabio, Valle, Jaume del, Micera, Silvestro|||0000-0003-4396-8217, Navarro, X. (Xavier)|||0000-0001-9849-902X
Tipo de recurso: artículo
Fecha de publicación:2020
País:España
Institución:Universitat Autònoma de Barcelona
Repositorio:Dipòsit Digital de Documents de la UAB
Idioma:inglés
OAI Identifier:oai:ddd.uab.cat:225693
Acceso en línea:https://ddd.uab.cat/record/225693
https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653
Access Level:acceso abierto
Palabra clave:Peripheral nerve
Neural interfaces
Signal processing
Neuroprosthesis
Neural decoding
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spelling Neural signal recording and processing in somatic neuroprosthetic applications.A reviewRaspopovic, StanisaCimolato, AndreaPanarese, AlessandroVallone, FabioValle, Jaume delMicera, Silvestro|||0000-0003-4396-8217Navarro, X. (Xavier)|||0000-0001-9849-902XPeripheral nerveNeural interfacesSignal processingNeuroprosthesisNeural decodingNeurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neuroprosthetic applications of interfaces with the peripheral nervous system (PNS) are: the refined control of artificial prostheses with sensory neural feedback, and functional electrical stimulation (FES) systems attempting to generate motor or visceral responses in paralyzed organs. The results obtained in experimental and clinical studies with both, extraneural and intraneural electrodes are very promising in terms of the achieved functionality for the neural stimulation mode. However, the results of neural recordings with peripheral nerve interfaces are more limited. In this paper we review the different existing approaches for PNS signals recording, denoising, processing and classification, enabling their use for bidirectional interfaces. PNS recordings can provide three types of signals: i) population activity signals recorded by using extraneural electrodes placed on the outer surface of the nerve, which carry information about cumulative nerve activity; ii) spike activity signals recorded with intraneural electrodes placed inside the nerve, which carry information about the electrical activity of a set of individual nerve fibers; and iii) hybrid signals, which contain both spiking and cumulative signals. Finally, we also point out some of the main limitations, which are hampering clinical translation of neural decoding, and indicate possible solutions for improvement. 22020-01-0120202020-01-01Article de revisióhttp://purl.org/coar/resource_type/c_dcae04bcSMURhttp://purl.org/coar/version/c_71e4c1898caa6e32info:eu-repo/semantics/articleapplication/pdfhttps://ddd.uab.cat/record/225693https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653reponame:Dipòsit Digital de Documents de la UABinstname:Universitat Autònoma de BarcelonaInglésengopen accesshttp://purl.org/coar/access_right/c_abf2Aquest material està protegit per drets d'autor i/o drets afins. Podeu utilitzar aquest material en funció del que permet la legislació de drets d'autor i drets afins d'aplicació al vostre cas. Per a d'altres usos heu d'obtenir permís del(s) titular(s) de drets.https://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:ddd.uab.cat:2256932026-06-06T12:50:31Z
dc.title.none.fl_str_mv Neural signal recording and processing in somatic neuroprosthetic applications.
A review
title Neural signal recording and processing in somatic neuroprosthetic applications.
spellingShingle Neural signal recording and processing in somatic neuroprosthetic applications.
Raspopovic, Stanisa
Peripheral nerve
Neural interfaces
Signal processing
Neuroprosthesis
Neural decoding
title_short Neural signal recording and processing in somatic neuroprosthetic applications.
title_full Neural signal recording and processing in somatic neuroprosthetic applications.
title_fullStr Neural signal recording and processing in somatic neuroprosthetic applications.
title_full_unstemmed Neural signal recording and processing in somatic neuroprosthetic applications.
title_sort Neural signal recording and processing in somatic neuroprosthetic applications.
dc.creator.none.fl_str_mv Raspopovic, Stanisa
Cimolato, Andrea
Panarese, Alessandro
Vallone, Fabio
Valle, Jaume del
Micera, Silvestro|||0000-0003-4396-8217
Navarro, X. (Xavier)|||0000-0001-9849-902X
author Raspopovic, Stanisa
author_facet Raspopovic, Stanisa
Cimolato, Andrea
Panarese, Alessandro
Vallone, Fabio
Valle, Jaume del
Micera, Silvestro|||0000-0003-4396-8217
Navarro, X. (Xavier)|||0000-0001-9849-902X
author_role author
author2 Cimolato, Andrea
Panarese, Alessandro
Vallone, Fabio
Valle, Jaume del
Micera, Silvestro|||0000-0003-4396-8217
Navarro, X. (Xavier)|||0000-0001-9849-902X
author2_role author
author
author
author
author
author
dc.subject.none.fl_str_mv Peripheral nerve
Neural interfaces
Signal processing
Neuroprosthesis
Neural decoding
topic Peripheral nerve
Neural interfaces
Signal processing
Neuroprosthesis
Neural decoding
description Neurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neuroprosthetic applications of interfaces with the peripheral nervous system (PNS) are: the refined control of artificial prostheses with sensory neural feedback, and functional electrical stimulation (FES) systems attempting to generate motor or visceral responses in paralyzed organs. The results obtained in experimental and clinical studies with both, extraneural and intraneural electrodes are very promising in terms of the achieved functionality for the neural stimulation mode. However, the results of neural recordings with peripheral nerve interfaces are more limited. In this paper we review the different existing approaches for PNS signals recording, denoising, processing and classification, enabling their use for bidirectional interfaces. PNS recordings can provide three types of signals: i) population activity signals recorded by using extraneural electrodes placed on the outer surface of the nerve, which carry information about cumulative nerve activity; ii) spike activity signals recorded with intraneural electrodes placed inside the nerve, which carry information about the electrical activity of a set of individual nerve fibers; and iii) hybrid signals, which contain both spiking and cumulative signals. Finally, we also point out some of the main limitations, which are hampering clinical translation of neural decoding, and indicate possible solutions for improvement.
publishDate 2020
dc.date.none.fl_str_mv 2
2020-01-01
2020
2020-01-01
dc.type.none.fl_str_mv Article de revisió
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https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653
url https://ddd.uab.cat/record/225693
https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653
dc.language.none.fl_str_mv Inglés
eng
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