Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion

Many experimental studies have found that human mesenchymal stem cells (MSCs) in long-term culture exhibited enhanced cell proliferation and prolonged lifespan under hypoxia (around 1%–7% oxygen) against the normoxic condition (about 21% oxygen). Inspired by the experimental findings, we aimed to in...

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Main Authors: Shuhua Gao, Cheng Xiang, Kairong Qin, Changkai Sun
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Stem Cells International
Online Access:http://dx.doi.org/10.1155/2018/9283432
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spelling doaj-85098531356841c096a614e417243f2e2020-11-24T23:15:33ZengHindawi LimitedStem Cells International1687-966X1687-96782018-01-01201810.1155/2018/92834329283432Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term ExpansionShuhua Gao0Cheng Xiang1Kairong Qin2Changkai Sun3Department of Electrical and Computer Engineering, National University of Singapore, SingaporeDepartment of Electrical and Computer Engineering, National University of Singapore, SingaporeSchool of Optoelectronic Engineering and Instrumentation Science, Dalian University of Technology, Dalian, ChinaResearch Center for the Control Engineering of Translational Precision Medicine, Dalian University of Technology, Dalian, ChinaMany experimental studies have found that human mesenchymal stem cells (MSCs) in long-term culture exhibited enhanced cell proliferation and prolonged lifespan under hypoxia (around 1%–7% oxygen) against the normoxic condition (about 21% oxygen). Inspired by the experimental findings, we aimed to investigate the hypoxic effects on MSC expansion quantitatively through mathematical modeling to elucidate the corresponding biological mechanism. A two-compartment model based on ordinary differential equations (ODEs), which incorporate cellular division and senescence via state transition, was developed to describe the MSC expansion process. Parameters of this model were fitted to experimental data and used to interpret the different proliferative capacities of MSCs under hypoxia and normoxia along with model sensitivity analysis. The proposed model was tested on data from two separate experimental studies, and it could reproduce the observed growth characteristics in both conditions. Overall, this compartmental model with a logistic state transition rate was sufficient to explain the experimental findings and highlighted the promotive role of hypoxia in MSC proliferation. This in silico study suggests that hypoxia can enhance MSC long-term expansion mainly by delaying replicative senescence, which is indicated by the slowdown of the state transition rate in our model. Therefore, this explanatory model may provide theoretical proof for the experimentally observed MSC growth superiority under hypoxia and has the potential to further optimize MSC culture protocols for regenerative medicine applications.http://dx.doi.org/10.1155/2018/9283432
collection DOAJ
language English
format Article
sources DOAJ
author Shuhua Gao
Cheng Xiang
Kairong Qin
Changkai Sun
spellingShingle Shuhua Gao
Cheng Xiang
Kairong Qin
Changkai Sun
Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
Stem Cells International
author_facet Shuhua Gao
Cheng Xiang
Kairong Qin
Changkai Sun
author_sort Shuhua Gao
title Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
title_short Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
title_full Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
title_fullStr Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
title_full_unstemmed Mathematical Modeling Reveals the Role of Hypoxia in the Promotion of Human Mesenchymal Stem Cell Long-Term Expansion
title_sort mathematical modeling reveals the role of hypoxia in the promotion of human mesenchymal stem cell long-term expansion
publisher Hindawi Limited
series Stem Cells International
issn 1687-966X
1687-9678
publishDate 2018-01-01
description Many experimental studies have found that human mesenchymal stem cells (MSCs) in long-term culture exhibited enhanced cell proliferation and prolonged lifespan under hypoxia (around 1%–7% oxygen) against the normoxic condition (about 21% oxygen). Inspired by the experimental findings, we aimed to investigate the hypoxic effects on MSC expansion quantitatively through mathematical modeling to elucidate the corresponding biological mechanism. A two-compartment model based on ordinary differential equations (ODEs), which incorporate cellular division and senescence via state transition, was developed to describe the MSC expansion process. Parameters of this model were fitted to experimental data and used to interpret the different proliferative capacities of MSCs under hypoxia and normoxia along with model sensitivity analysis. The proposed model was tested on data from two separate experimental studies, and it could reproduce the observed growth characteristics in both conditions. Overall, this compartmental model with a logistic state transition rate was sufficient to explain the experimental findings and highlighted the promotive role of hypoxia in MSC proliferation. This in silico study suggests that hypoxia can enhance MSC long-term expansion mainly by delaying replicative senescence, which is indicated by the slowdown of the state transition rate in our model. Therefore, this explanatory model may provide theoretical proof for the experimentally observed MSC growth superiority under hypoxia and has the potential to further optimize MSC culture protocols for regenerative medicine applications.
url http://dx.doi.org/10.1155/2018/9283432
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AT kairongqin mathematicalmodelingrevealstheroleofhypoxiainthepromotionofhumanmesenchymalstemcelllongtermexpansion
AT changkaisun mathematicalmodelingrevealstheroleofhypoxiainthepromotionofhumanmesenchymalstemcelllongtermexpansion
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