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A Mathematical Framework for Modelling the Metastatic Spread of Cancer

Cancer is a complex disease that starts with mutations of key genes in one cell or a small group of cells at a primary site in the body. If these cancer cells continue to grow successfully and, at some later stage, invade the surrounding tissue and acquire a vascular network, they can spread to dist...

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Autores principales: Franssen, Linnea C., Lorenzi, Tommaso, Burgess, Andrew E. F., Chaplain, Mark A. J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6503893/
https://www.ncbi.nlm.nih.gov/pubmed/30903592
http://dx.doi.org/10.1007/s11538-019-00597-x
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author Franssen, Linnea C.
Lorenzi, Tommaso
Burgess, Andrew E. F.
Chaplain, Mark A. J.
author_facet Franssen, Linnea C.
Lorenzi, Tommaso
Burgess, Andrew E. F.
Chaplain, Mark A. J.
author_sort Franssen, Linnea C.
collection PubMed
description Cancer is a complex disease that starts with mutations of key genes in one cell or a small group of cells at a primary site in the body. If these cancer cells continue to grow successfully and, at some later stage, invade the surrounding tissue and acquire a vascular network, they can spread to distant secondary sites in the body. This process, known as metastatic spread, is responsible for around 90% of deaths from cancer and is one of the so-called hallmarks of cancer. To shed light on the metastatic process, we present a mathematical modelling framework that captures for the first time the interconnected processes of invasion and metastatic spread of individual cancer cells in a spatially explicit manner—a multigrid, hybrid, individual-based approach. This framework accounts for the spatiotemporal evolution of mesenchymal- and epithelial-like cancer cells, membrane-type-1 matrix metalloproteinase (MT1-MMP) and the diffusible matrix metalloproteinase-2 (MMP-2), and for their interactions with the extracellular matrix. Using computational simulations, we demonstrate that our model captures all the key steps of the invasion-metastasis cascade, i.e. invasion by both heterogeneous cancer cell clusters and by single mesenchymal-like cancer cells; intravasation of these clusters and single cells both via active mechanisms mediated by matrix-degrading enzymes (MDEs) and via passive shedding; circulation of cancer cell clusters and single cancer cells in the vasculature with the associated risk of cell death and disaggregation of clusters; extravasation of clusters and single cells; and metastatic growth at distant secondary sites in the body. By faithfully reproducing experimental results, our simulations support the evidence-based hypothesis that the membrane-bound MT1-MMP is the main driver of invasive spread rather than diffusible MDEs such as MMP-2.
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spelling pubmed-65038932019-05-28 A Mathematical Framework for Modelling the Metastatic Spread of Cancer Franssen, Linnea C. Lorenzi, Tommaso Burgess, Andrew E. F. Chaplain, Mark A. J. Bull Math Biol Article Cancer is a complex disease that starts with mutations of key genes in one cell or a small group of cells at a primary site in the body. If these cancer cells continue to grow successfully and, at some later stage, invade the surrounding tissue and acquire a vascular network, they can spread to distant secondary sites in the body. This process, known as metastatic spread, is responsible for around 90% of deaths from cancer and is one of the so-called hallmarks of cancer. To shed light on the metastatic process, we present a mathematical modelling framework that captures for the first time the interconnected processes of invasion and metastatic spread of individual cancer cells in a spatially explicit manner—a multigrid, hybrid, individual-based approach. This framework accounts for the spatiotemporal evolution of mesenchymal- and epithelial-like cancer cells, membrane-type-1 matrix metalloproteinase (MT1-MMP) and the diffusible matrix metalloproteinase-2 (MMP-2), and for their interactions with the extracellular matrix. Using computational simulations, we demonstrate that our model captures all the key steps of the invasion-metastasis cascade, i.e. invasion by both heterogeneous cancer cell clusters and by single mesenchymal-like cancer cells; intravasation of these clusters and single cells both via active mechanisms mediated by matrix-degrading enzymes (MDEs) and via passive shedding; circulation of cancer cell clusters and single cancer cells in the vasculature with the associated risk of cell death and disaggregation of clusters; extravasation of clusters and single cells; and metastatic growth at distant secondary sites in the body. By faithfully reproducing experimental results, our simulations support the evidence-based hypothesis that the membrane-bound MT1-MMP is the main driver of invasive spread rather than diffusible MDEs such as MMP-2. Springer US 2019-03-22 2019 /pmc/articles/PMC6503893/ /pubmed/30903592 http://dx.doi.org/10.1007/s11538-019-00597-x Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Franssen, Linnea C.
Lorenzi, Tommaso
Burgess, Andrew E. F.
Chaplain, Mark A. J.
A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title_full A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title_fullStr A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title_full_unstemmed A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title_short A Mathematical Framework for Modelling the Metastatic Spread of Cancer
title_sort mathematical framework for modelling the metastatic spread of cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6503893/
https://www.ncbi.nlm.nih.gov/pubmed/30903592
http://dx.doi.org/10.1007/s11538-019-00597-x
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