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Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis
OBJECTIVE: Osteoarthritis (OA) is a disease characterized by degeneration of joint cartilage. It is associated with pain and disability and is the result of either age and activity related joint wear or an injury. Non-invasive treatment options are scarce and prevention and early intervention method...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516774/ https://www.ncbi.nlm.nih.gov/pubmed/28729949 http://dx.doi.org/10.7717/peerj.3468 |
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author | Kapitanov, Georgi I. Ayati, Bruce P. Martin, James A. |
author_facet | Kapitanov, Georgi I. Ayati, Bruce P. Martin, James A. |
author_sort | Kapitanov, Georgi I. |
collection | PubMed |
description | OBJECTIVE: Osteoarthritis (OA) is a disease characterized by degeneration of joint cartilage. It is associated with pain and disability and is the result of either age and activity related joint wear or an injury. Non-invasive treatment options are scarce and prevention and early intervention methods are practically non-existent. The modeling effort presented in this article is constructed based on an emerging biological hypothesis—post-impact oxidative stress leads to cartilage cell apoptosis and hence the degeneration observed with the disease. The objective is to quantitatively describe the loss of cell viability and function in cartilage after an injurious impact and identify the key parameters and variables that contribute to this phenomenon. METHODS: We constructed a system of differential equations that tracks cell viability, mitochondrial function, and concentrations of reactive oxygen species (ROS), adenosine triphosphate (ATP), and glycosaminoglycans (GAG). The system was solved using MATLAB and the equations’ parameters were fit to existing data using a particle swarm algorithm. RESULTS: The model fits well the available data for cell viability, ATP production, and GAG content. Local sensitivity analysis shows that the initial amount of ROS is the most important parameter. DISCUSSION: The model we constructed is a viable method for producing in silico studies and with a few modifications, and data calibration and validation, may be a powerful predictive tool in the search for a non-invasive treatment for post-traumatic osteoarthritis. |
format | Online Article Text |
id | pubmed-5516774 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-55167742017-07-20 Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis Kapitanov, Georgi I. Ayati, Bruce P. Martin, James A. PeerJ Mathematical Biology OBJECTIVE: Osteoarthritis (OA) is a disease characterized by degeneration of joint cartilage. It is associated with pain and disability and is the result of either age and activity related joint wear or an injury. Non-invasive treatment options are scarce and prevention and early intervention methods are practically non-existent. The modeling effort presented in this article is constructed based on an emerging biological hypothesis—post-impact oxidative stress leads to cartilage cell apoptosis and hence the degeneration observed with the disease. The objective is to quantitatively describe the loss of cell viability and function in cartilage after an injurious impact and identify the key parameters and variables that contribute to this phenomenon. METHODS: We constructed a system of differential equations that tracks cell viability, mitochondrial function, and concentrations of reactive oxygen species (ROS), adenosine triphosphate (ATP), and glycosaminoglycans (GAG). The system was solved using MATLAB and the equations’ parameters were fit to existing data using a particle swarm algorithm. RESULTS: The model fits well the available data for cell viability, ATP production, and GAG content. Local sensitivity analysis shows that the initial amount of ROS is the most important parameter. DISCUSSION: The model we constructed is a viable method for producing in silico studies and with a few modifications, and data calibration and validation, may be a powerful predictive tool in the search for a non-invasive treatment for post-traumatic osteoarthritis. PeerJ Inc. 2017-07-17 /pmc/articles/PMC5516774/ /pubmed/28729949 http://dx.doi.org/10.7717/peerj.3468 Text en ©2017 Kapitanov et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Mathematical Biology Kapitanov, Georgi I. Ayati, Bruce P. Martin, James A. Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title | Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title_full | Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title_fullStr | Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title_full_unstemmed | Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title_short | Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
title_sort | modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis |
topic | Mathematical Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516774/ https://www.ncbi.nlm.nih.gov/pubmed/28729949 http://dx.doi.org/10.7717/peerj.3468 |
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