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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PeerJ Inc.
2018-12-01
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doaj-5ae8a7e0e97c46e285057b8276a2559c |
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record_format |
Article |
collection |
DOAJ |
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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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 |