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The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues
We simulated the invasion of a proliferating, diffusing tumor within different surrounding tissue conditions using a hybrid mathematical model. The in silico invasion of a tumor was addressed systematically for the first time within the framework of a generalized diffusion theory. Our results reveal...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4195689/ https://www.ncbi.nlm.nih.gov/pubmed/25310134 http://dx.doi.org/10.1371/journal.pone.0109784 |
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author | Jiang, Chongming Cui, Chunyan Li, Li Shao, Yuanzhi |
author_facet | Jiang, Chongming Cui, Chunyan Li, Li Shao, Yuanzhi |
author_sort | Jiang, Chongming |
collection | PubMed |
description | We simulated the invasion of a proliferating, diffusing tumor within different surrounding tissue conditions using a hybrid mathematical model. The in silico invasion of a tumor was addressed systematically for the first time within the framework of a generalized diffusion theory. Our results reveal that a tumor not only migrates using typical Fickian diffusion, but also migrates more generally using subdiffusion, superdiffusion, and even ballistic diffusion, with increasing mobility of the tumor cell when haptotaxis and chemotaxis toward the host tissue surrounding the proliferative tumor are involved. Five functional terms were included in the hybrid model and their effects on a tumor's invasion were investigated quantitatively: haptotaxis toward the extracellular matrix tissue that is degraded by matrix metalloproteinases; chemotaxis toward nutrients; cell-cell adhesion; the proliferation of the tumor; and the immune response toward the tumor. Haptotaxis and chemotaxis, which are initiated by extracellular matrix and nutrient supply (i.e., glucose) respectively, as well as cell-cell adhesions all drastically affect a tumor's diffusion mode when a tumor invades its surrounding host tissue and proliferates. We verified the in silico invasive behavior of a tumor by analyzing experimental data gathered from the in vitro culturing of different tumor cells and clinical imaging observations that used the same approach as was used to process the simulation data. The different migration modes of a tumor suggested by the simulations generally conform to the results observed in cell cultures and in clinical imaging. Our study not only discloses some migration modes of a tumor that proliferates and invades under different host tissues conditions, but also provides a heuristic method to characterize the invasion of a tumor in clinical medical imaging analysis. |
format | Online Article Text |
id | pubmed-4195689 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41956892014-10-15 The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues Jiang, Chongming Cui, Chunyan Li, Li Shao, Yuanzhi PLoS One Research Article We simulated the invasion of a proliferating, diffusing tumor within different surrounding tissue conditions using a hybrid mathematical model. The in silico invasion of a tumor was addressed systematically for the first time within the framework of a generalized diffusion theory. Our results reveal that a tumor not only migrates using typical Fickian diffusion, but also migrates more generally using subdiffusion, superdiffusion, and even ballistic diffusion, with increasing mobility of the tumor cell when haptotaxis and chemotaxis toward the host tissue surrounding the proliferative tumor are involved. Five functional terms were included in the hybrid model and their effects on a tumor's invasion were investigated quantitatively: haptotaxis toward the extracellular matrix tissue that is degraded by matrix metalloproteinases; chemotaxis toward nutrients; cell-cell adhesion; the proliferation of the tumor; and the immune response toward the tumor. Haptotaxis and chemotaxis, which are initiated by extracellular matrix and nutrient supply (i.e., glucose) respectively, as well as cell-cell adhesions all drastically affect a tumor's diffusion mode when a tumor invades its surrounding host tissue and proliferates. We verified the in silico invasive behavior of a tumor by analyzing experimental data gathered from the in vitro culturing of different tumor cells and clinical imaging observations that used the same approach as was used to process the simulation data. The different migration modes of a tumor suggested by the simulations generally conform to the results observed in cell cultures and in clinical imaging. Our study not only discloses some migration modes of a tumor that proliferates and invades under different host tissues conditions, but also provides a heuristic method to characterize the invasion of a tumor in clinical medical imaging analysis. Public Library of Science 2014-10-13 /pmc/articles/PMC4195689/ /pubmed/25310134 http://dx.doi.org/10.1371/journal.pone.0109784 Text en © 2014 Jiang et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Jiang, Chongming Cui, Chunyan Li, Li Shao, Yuanzhi The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title | The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title_full | The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title_fullStr | The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title_full_unstemmed | The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title_short | The Anomalous Diffusion of a Tumor Invading with Different Surrounding Tissues |
title_sort | anomalous diffusion of a tumor invading with different surrounding tissues |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4195689/ https://www.ncbi.nlm.nih.gov/pubmed/25310134 http://dx.doi.org/10.1371/journal.pone.0109784 |
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