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 methods...

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Main Authors: Georgi I. Kapitanov, Bruce P. Ayati, James A. Martin
Format: Article
Language:English
Published: PeerJ Inc. 2017-07-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/3468.pdf
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spelling doaj-9b72c127da2a4eac82b3ecdcca63b2802020-11-24T21:06:49ZengPeerJ Inc.PeerJ2167-83592017-07-015e346810.7717/peerj.3468Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritisGeorgi I. Kapitanov0Bruce P. Ayati1James A. Martin2Department of Mathematics, University of Iowa, Iowa City, IA, United States of AmericaDepartment of Mathematics, University of Iowa, Iowa City, IA, United States of AmericaDepartment of Orthopedics & Rehabilitation, University of Iowa, Iowa City, IA, United States of AmericaObjective 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.https://peerj.com/articles/3468.pdfOsteoarthritisModeling & simulationOxidative stressMitochondriaArticular cartilage
collection DOAJ
language English
format Article
sources DOAJ
author Georgi I. Kapitanov
Bruce P. Ayati
James A. Martin
spellingShingle Georgi I. Kapitanov
Bruce P. Ayati
James A. Martin
Modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis
PeerJ
Osteoarthritis
Modeling & simulation
Oxidative stress
Mitochondria
Articular cartilage
author_facet Georgi I. Kapitanov
Bruce P. Ayati
James A. Martin
author_sort Georgi I. Kapitanov
title 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_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_sort modeling the effect of blunt impact on mitochondrial function in cartilage: implications for development of osteoarthritis
publisher PeerJ Inc.
series PeerJ
issn 2167-8359
publishDate 2017-07-01
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.
topic Osteoarthritis
Modeling & simulation
Oxidative stress
Mitochondria
Articular cartilage
url https://peerj.com/articles/3468.pdf
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