Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Chaubey, Saurabh, Goodwin, Shikha J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Libertas Academica 2016
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
_version_ 1782427753385033728
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
work_keys_str_mv AT chaubeysaurabh aunifiedfrequencydomainmodeltostudytheeffectofdemyelinationonaxonalconduction
AT goodwinshikhaj aunifiedfrequencydomainmodeltostudytheeffectofdemyelinationonaxonalconduction
AT chaubeysaurabh unifiedfrequencydomainmodeltostudytheeffectofdemyelinationonaxonalconduction
AT goodwinshikhaj unifiedfrequencydomainmodeltostudytheeffectofdemyelinationonaxonalconduction