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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2019
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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. |
format | Online Article Text |
id | pubmed-6503893 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
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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