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A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction
Multiple sclerosis is a disease caused by demyelination of nerve fibers. In order to determine the loss of signal with the percentage of demyelination, we need to develop models that can simulate this effect. Existing time-based models does not provide a method to determine the influences of demyeli...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Libertas Academica
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4836623/ https://www.ncbi.nlm.nih.gov/pubmed/27103847 http://dx.doi.org/10.4137/BECB.S38554 |
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author | Chaubey, Saurabh Goodwin, Shikha J. |
author_facet | Chaubey, Saurabh Goodwin, Shikha J. |
author_sort | Chaubey, Saurabh |
collection | PubMed |
description | Multiple sclerosis is a disease caused by demyelination of nerve fibers. In order to determine the loss of signal with the percentage of demyelination, we need to develop models that can simulate this effect. Existing time-based models does not provide a method to determine the influences of demyelination based on simulation results. Our goal is to develop a system identification approach to generate a transfer function in the frequency domain. The idea is to create a unified modeling approach for neural action potential propagation along the length of an axon containing number of Nodes of Ranvier (N). A system identification approach has been used to identify a transfer function of the classical Hodgkin–Huxley equations for membrane voltage potential. Using this approach, we model cable properties and signal propagation along the length of the axon with N node myelination. MATLAB/Simulink platform is used to analyze an N node-myelinated neuronal axon. The ability to transfer function in the frequency domain will help reduce effort and will give a much more realistic feel when compared to the classical time-based approach. Once a transfer function is identified, the conduction as a cascade of each linear time invariant system-based transfer function can be modeled. Using this approach, future studies can model the loss of myelin in various parts of nervous system. |
format | Online Article Text |
id | pubmed-4836623 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Libertas Academica |
record_format | MEDLINE/PubMed |
spelling | pubmed-48366232016-04-21 A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction Chaubey, Saurabh Goodwin, Shikha J. Biomed Eng Comput Biol Original Research Multiple sclerosis is a disease caused by demyelination of nerve fibers. In order to determine the loss of signal with the percentage of demyelination, we need to develop models that can simulate this effect. Existing time-based models does not provide a method to determine the influences of demyelination based on simulation results. Our goal is to develop a system identification approach to generate a transfer function in the frequency domain. The idea is to create a unified modeling approach for neural action potential propagation along the length of an axon containing number of Nodes of Ranvier (N). A system identification approach has been used to identify a transfer function of the classical Hodgkin–Huxley equations for membrane voltage potential. Using this approach, we model cable properties and signal propagation along the length of the axon with N node myelination. MATLAB/Simulink platform is used to analyze an N node-myelinated neuronal axon. The ability to transfer function in the frequency domain will help reduce effort and will give a much more realistic feel when compared to the classical time-based approach. Once a transfer function is identified, the conduction as a cascade of each linear time invariant system-based transfer function can be modeled. Using this approach, future studies can model the loss of myelin in various parts of nervous system. Libertas Academica 2016-04-18 /pmc/articles/PMC4836623/ /pubmed/27103847 http://dx.doi.org/10.4137/BECB.S38554 Text en © 2016 the author(s), publisher and licensee Libertas Academica Ltd. This is an open-access article distributed under the terms of the Creative Commons CC-BY-NC 3.0 License. |
spellingShingle | Original Research Chaubey, Saurabh Goodwin, Shikha J. A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title | A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title_full | A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title_fullStr | A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title_full_unstemmed | A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title_short | A Unified Frequency Domain Model to Study the Effect of Demyelination on Axonal Conduction |
title_sort | unified frequency domain model to study the effect of demyelination on axonal conduction |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4836623/ https://www.ncbi.nlm.nih.gov/pubmed/27103847 http://dx.doi.org/10.4137/BECB.S38554 |
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