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Towards hippocampal navigation for brain–computer interfaces
Automatic wheelchairs directly controlled by brain activity could provide autonomy to severely paralyzed individuals. Current approaches mostly rely on non-invasive measures of brain activity and translate individual commands into wheelchair movements. For example, an imagined movement of the right...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10462616/ https://www.ncbi.nlm.nih.gov/pubmed/37640768 http://dx.doi.org/10.1038/s41598-023-40282-7 |
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author | Saal, Jeremy Ottenhoff, Maarten Christiaan Kubben, Pieter L. Colon, Albert J. Goulis, Sophocles van Dijk, Johannes P. Krusienski, Dean J. Herff, Christian |
author_facet | Saal, Jeremy Ottenhoff, Maarten Christiaan Kubben, Pieter L. Colon, Albert J. Goulis, Sophocles van Dijk, Johannes P. Krusienski, Dean J. Herff, Christian |
author_sort | Saal, Jeremy |
collection | PubMed |
description | Automatic wheelchairs directly controlled by brain activity could provide autonomy to severely paralyzed individuals. Current approaches mostly rely on non-invasive measures of brain activity and translate individual commands into wheelchair movements. For example, an imagined movement of the right hand would steer the wheelchair to the right. No research has investigated decoding higher-order cognitive processes to accomplish wheelchair control. We envision an invasive neural prosthetic that could provide input for wheelchair control by decoding navigational intent from hippocampal signals. Navigation has been extensively investigated in hippocampal recordings, but not for the development of neural prostheses. Here we show that it is possible to train a decoder to classify virtual-movement speeds from hippocampal signals recorded during a virtual-navigation task. These results represent the first step toward exploring the feasibility of an invasive hippocampal BCI for wheelchair control. |
format | Online Article Text |
id | pubmed-10462616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104626162023-08-30 Towards hippocampal navigation for brain–computer interfaces Saal, Jeremy Ottenhoff, Maarten Christiaan Kubben, Pieter L. Colon, Albert J. Goulis, Sophocles van Dijk, Johannes P. Krusienski, Dean J. Herff, Christian Sci Rep Article Automatic wheelchairs directly controlled by brain activity could provide autonomy to severely paralyzed individuals. Current approaches mostly rely on non-invasive measures of brain activity and translate individual commands into wheelchair movements. For example, an imagined movement of the right hand would steer the wheelchair to the right. No research has investigated decoding higher-order cognitive processes to accomplish wheelchair control. We envision an invasive neural prosthetic that could provide input for wheelchair control by decoding navigational intent from hippocampal signals. Navigation has been extensively investigated in hippocampal recordings, but not for the development of neural prostheses. Here we show that it is possible to train a decoder to classify virtual-movement speeds from hippocampal signals recorded during a virtual-navigation task. These results represent the first step toward exploring the feasibility of an invasive hippocampal BCI for wheelchair control. Nature Publishing Group UK 2023-08-28 /pmc/articles/PMC10462616/ /pubmed/37640768 http://dx.doi.org/10.1038/s41598-023-40282-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Saal, Jeremy Ottenhoff, Maarten Christiaan Kubben, Pieter L. Colon, Albert J. Goulis, Sophocles van Dijk, Johannes P. Krusienski, Dean J. Herff, Christian Towards hippocampal navigation for brain–computer interfaces |
title | Towards hippocampal navigation for brain–computer interfaces |
title_full | Towards hippocampal navigation for brain–computer interfaces |
title_fullStr | Towards hippocampal navigation for brain–computer interfaces |
title_full_unstemmed | Towards hippocampal navigation for brain–computer interfaces |
title_short | Towards hippocampal navigation for brain–computer interfaces |
title_sort | towards hippocampal navigation for brain–computer interfaces |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10462616/ https://www.ncbi.nlm.nih.gov/pubmed/37640768 http://dx.doi.org/10.1038/s41598-023-40282-7 |
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