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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...

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Detalles Bibliográficos
Autores principales: Kish, Kathleen E, Lempka, Scott F, Weiland, James D
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOP Publishing 2023
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.
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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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