Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice

Background Mesenchymal stem/stromal cells (MSCs) are a promising tool for cell-based therapies in the treatment of tissue injury. The stromal cell-derived factor-1 (SDF-1)/CXC chemokine receptor 4 (CXCR4) axis plays a significant role in directing MSC homing to sites of injury. However in vivo MSC d...

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Main Authors: Wang Jin, Xiaowen Liang, Anastasia Brooks, Kathryn Futrega, Xin Liu, Michael R. Doran, Matthew J. Simpson, Michael S. Roberts, Haolu Wang
Format: Article
Language:English
Published: PeerJ Inc. 2018-12-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/6072.pdf
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language English
format Article
sources DOAJ
author Wang Jin
Xiaowen Liang
Anastasia Brooks
Kathryn Futrega
Xin Liu
Michael R. Doran
Matthew J. Simpson
Michael S. Roberts
Haolu Wang
spellingShingle Wang Jin
Xiaowen Liang
Anastasia Brooks
Kathryn Futrega
Xin Liu
Michael R. Doran
Matthew J. Simpson
Michael S. Roberts
Haolu Wang
Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
PeerJ
Mesenchymal stem cells
Stem cell transplantation
Chemotaxis
Mathematical modelling
In vivo homing
author_facet Wang Jin
Xiaowen Liang
Anastasia Brooks
Kathryn Futrega
Xin Liu
Michael R. Doran
Matthew J. Simpson
Michael S. Roberts
Haolu Wang
author_sort Wang Jin
title Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
title_short Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
title_full Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
title_fullStr Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
title_full_unstemmed Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
title_sort modelling of the sdf-1/cxcr4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in mice
publisher PeerJ Inc.
series PeerJ
issn 2167-8359
publishDate 2018-12-01
description Background Mesenchymal stem/stromal cells (MSCs) are a promising tool for cell-based therapies in the treatment of tissue injury. The stromal cell-derived factor-1 (SDF-1)/CXC chemokine receptor 4 (CXCR4) axis plays a significant role in directing MSC homing to sites of injury. However in vivo MSC distribution following intravenous transplantation remains poorly understood, potentially hampering the precise prediction and evaluation of therapeutic efficacy. Methods A murine model of partial ischemia/reperfusion (I/R) is used to induce liver injury, increase the hepatic levels of SDF-1, and study in vivo MSC distribution. Hypoxia-preconditioning increases the expression of CXCR4 in human bone marrow-derived MSCs. Quantitative assays for human DNA using droplet digital PCR (ddPCR) allow us to examine the in vivo kinetics of intravenously infused human MSCs in mouse blood and liver. A mathematical model-based system is developed to characterize in vivo homing of human MSCs in mouse models with SDF-1 levels in liver and CXCR4 expression on the transfused MSCs. The model is calibrated to experimental data to provide novel estimates of relevant parameter values. Results Images of immunohistochemistry for SDF-1 in the mouse liver with I/R injury show a significantly higher SDF-1 level in the I/R injured liver than that in the control. Correspondingly, the ddPCR results illustrate a higher MSC concentration in the I/R injured liver than the normal liver. CXCR4 is overexpressed in hypoxia-preconditioned MSCs. An increased number of hypoxia-preconditioned MSCs in the I/R injured liver is observed from the ddPCR results. The model simulations align with the experimental data of control and hypoxia-preconditioned human MSC distribution in normal and injured mouse livers, and accurately predict the experimental outcomes with different MSC doses. Discussion The modelling results suggest that SDF-1 in organs is an effective in vivo attractant for MSCs through the SDF-1/CXCR4 axis and reveal the significance of the SDF-1/CXCR4 chemotaxis on in vivo homing of MSCs. This in vivo modelling approach allows qualitative characterization and prediction of the MSC homing to normal and injured organs on the basis of clinically accessible variables, such as the MSC dose and SDF-1 concentration in blood. This model could also be adapted to abnormal conditions and/or other types of circulating cells to predict in vivo homing patterns.
topic Mesenchymal stem cells
Stem cell transplantation
Chemotaxis
Mathematical modelling
In vivo homing
url https://peerj.com/articles/6072.pdf
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spelling doaj-5ae8a7e0e97c46e285057b8276a2559c2020-11-24T23:15:04ZengPeerJ Inc.PeerJ2167-83592018-12-016e607210.7717/peerj.6072Modelling of the SDF-1/CXCR4 regulated in vivo homing of therapeutic mesenchymal stem/stromal cells in miceWang Jin0Xiaowen Liang1Anastasia Brooks2Kathryn Futrega3Xin Liu4Michael R. Doran5Matthew J. Simpson6Michael S. Roberts7Haolu Wang8School of Mathematical Sciences, Queensland University of Technology, Brisbane, AustraliaTherapeutics Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Translational Research Institute, Brisbane, AustraliaTherapeutics Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Translational Research Institute, Brisbane, AustraliaInstitute of Health and Biomedical Innovation, Queensland University of Technology, Translational Research Institute, Brisbane, AustraliaTherapeutics Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Translational Research Institute, Brisbane, AustraliaInstitute of Health and Biomedical Innovation, Queensland University of Technology, Translational Research Institute, Brisbane, AustraliaSchool of Mathematical Sciences, Queensland University of Technology, Brisbane, AustraliaTherapeutics Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Translational Research Institute, Brisbane, AustraliaTherapeutics Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Translational Research Institute, Brisbane, AustraliaBackground Mesenchymal stem/stromal cells (MSCs) are a promising tool for cell-based therapies in the treatment of tissue injury. The stromal cell-derived factor-1 (SDF-1)/CXC chemokine receptor 4 (CXCR4) axis plays a significant role in directing MSC homing to sites of injury. However in vivo MSC distribution following intravenous transplantation remains poorly understood, potentially hampering the precise prediction and evaluation of therapeutic efficacy. Methods A murine model of partial ischemia/reperfusion (I/R) is used to induce liver injury, increase the hepatic levels of SDF-1, and study in vivo MSC distribution. Hypoxia-preconditioning increases the expression of CXCR4 in human bone marrow-derived MSCs. Quantitative assays for human DNA using droplet digital PCR (ddPCR) allow us to examine the in vivo kinetics of intravenously infused human MSCs in mouse blood and liver. A mathematical model-based system is developed to characterize in vivo homing of human MSCs in mouse models with SDF-1 levels in liver and CXCR4 expression on the transfused MSCs. The model is calibrated to experimental data to provide novel estimates of relevant parameter values. Results Images of immunohistochemistry for SDF-1 in the mouse liver with I/R injury show a significantly higher SDF-1 level in the I/R injured liver than that in the control. Correspondingly, the ddPCR results illustrate a higher MSC concentration in the I/R injured liver than the normal liver. CXCR4 is overexpressed in hypoxia-preconditioned MSCs. An increased number of hypoxia-preconditioned MSCs in the I/R injured liver is observed from the ddPCR results. The model simulations align with the experimental data of control and hypoxia-preconditioned human MSC distribution in normal and injured mouse livers, and accurately predict the experimental outcomes with different MSC doses. Discussion The modelling results suggest that SDF-1 in organs is an effective in vivo attractant for MSCs through the SDF-1/CXCR4 axis and reveal the significance of the SDF-1/CXCR4 chemotaxis on in vivo homing of MSCs. This in vivo modelling approach allows qualitative characterization and prediction of the MSC homing to normal and injured organs on the basis of clinically accessible variables, such as the MSC dose and SDF-1 concentration in blood. This model could also be adapted to abnormal conditions and/or other types of circulating cells to predict in vivo homing patterns.https://peerj.com/articles/6072.pdfMesenchymal stem cellsStem cell transplantationChemotaxisMathematical modellingIn vivo homing