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Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects
Objective. Retinal prostheses use electric current to activate inner retinal neurons, providing artificial vision for blind people. Epiretinal stimulation primarily targets retinal ganglion cells (RGCs), which can be modeled with cable equations. Computational models provide a tool to investigate th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOP Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10010067/ https://www.ncbi.nlm.nih.gov/pubmed/36848677 http://dx.doi.org/10.1088/1741-2552/acbf79 |
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author | Kish, Kathleen E Lempka, Scott F Weiland, James D |
author_facet | Kish, Kathleen E Lempka, Scott F Weiland, James D |
author_sort | Kish, Kathleen E |
collection | PubMed |
description | Objective. Retinal prostheses use electric current to activate inner retinal neurons, providing artificial vision for blind people. Epiretinal stimulation primarily targets retinal ganglion cells (RGCs), which can be modeled with cable equations. Computational models provide a tool to investigate the mechanisms of retinal activation, and improve stimulation paradigms. However, documentation of RGC model structure and parameters is limited, and model implementation can influence model predictions. Approach. We created a functional guide for building a mammalian RGC multi-compartment cable model and applying extracellular stimuli. Next, we investigated how the neuron’s three-dimensional shape will influence model predictions. Finally, we tested several strategies to maximize computational efficiency. Main results. We conducted sensitivity analyses to examine how dendrite representation, axon trajectory, and axon diameter influence membrane dynamics and corresponding activation thresholds. We optimized the spatial and temporal discretization of our multi-compartment cable model. We also implemented several simplified threshold prediction theories based on activating function, but these did not match the prediction accuracy achieved by the cable equations. Significance. Through this work, we provide practical guidance for modeling the extracellular stimulation of RGCs to produce reliable and meaningful predictions. Robust computational models lay the groundwork for improving the performance of retinal prostheses. |
format | Online Article Text |
id | pubmed-10010067 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOP Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-100100672023-03-14 Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects Kish, Kathleen E Lempka, Scott F Weiland, James D J Neural Eng Paper Objective. Retinal prostheses use electric current to activate inner retinal neurons, providing artificial vision for blind people. Epiretinal stimulation primarily targets retinal ganglion cells (RGCs), which can be modeled with cable equations. Computational models provide a tool to investigate the mechanisms of retinal activation, and improve stimulation paradigms. However, documentation of RGC model structure and parameters is limited, and model implementation can influence model predictions. Approach. We created a functional guide for building a mammalian RGC multi-compartment cable model and applying extracellular stimuli. Next, we investigated how the neuron’s three-dimensional shape will influence model predictions. Finally, we tested several strategies to maximize computational efficiency. Main results. We conducted sensitivity analyses to examine how dendrite representation, axon trajectory, and axon diameter influence membrane dynamics and corresponding activation thresholds. We optimized the spatial and temporal discretization of our multi-compartment cable model. We also implemented several simplified threshold prediction theories based on activating function, but these did not match the prediction accuracy achieved by the cable equations. Significance. Through this work, we provide practical guidance for modeling the extracellular stimulation of RGCs to produce reliable and meaningful predictions. Robust computational models lay the groundwork for improving the performance of retinal prostheses. IOP Publishing 2023-04-01 2023-03-13 /pmc/articles/PMC10010067/ /pubmed/36848677 http://dx.doi.org/10.1088/1741-2552/acbf79 Text en © 2023 The Author(s). Published by IOP Publishing Ltd https://creativecommons.org/licenses/by/4.0/ Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 license (https://creativecommons.org/licenses/by/4.0/) . Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. |
spellingShingle | Paper Kish, Kathleen E Lempka, Scott F Weiland, James D Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title | Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title_full | Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title_fullStr | Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title_full_unstemmed | Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title_short | Modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
title_sort | modeling extracellular stimulation of retinal ganglion cells: theoretical and practical aspects |
topic | Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10010067/ https://www.ncbi.nlm.nih.gov/pubmed/36848677 http://dx.doi.org/10.1088/1741-2552/acbf79 |
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