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Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework

Colorectal cancer (CRC) is one of the major causes of death in the developed world and forms a canonical example of tumorigenesis. CRC arises from a string of mutations of individual cells in the colorectal crypt, making it particularly suited for multiscale multicellular modeling, where mutations o...

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Autor principal: Osborne, James M
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Libertas Academica 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4598229/
https://www.ncbi.nlm.nih.gov/pubmed/26461973
http://dx.doi.org/10.4137/CIN.S19332
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author Osborne, James M
author_facet Osborne, James M
author_sort Osborne, James M
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description Colorectal cancer (CRC) is one of the major causes of death in the developed world and forms a canonical example of tumorigenesis. CRC arises from a string of mutations of individual cells in the colorectal crypt, making it particularly suited for multiscale multicellular modeling, where mutations of individual cells can be clearly represented and their effects readily tracked. In this paper, we present a multicellular model of the onset of colorectal cancer, utilizing the cellular Potts model (CPM). We use the model to investigate how, through the modification of their mechanical properties, mutant cells colonize the crypt. Moreover, we study the influence of mutations on the shape of cells in the crypt, suggesting possible cell- and tissue-level indicators for identifying early-stage cancerous crypts. Crucially, we discuss the effect that the motility parameters of the model (key factors in the behavior of the CPM) have on the distribution of cells within a homeostatic crypt, resulting in an optimal parameter regime that accurately reflects biological assumptions. In summary, the key results of this paper are 1) how to couple the CPM with processes occurring on other spatial scales, using the example of the crypt to motivate suitable motility parameters; 2) modeling mutant cells with the CPM; 3) and investigating how mutations influence the shape of cells in the crypt.
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spelling pubmed-45982292015-10-12 Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework Osborne, James M Cancer Inform Original Research Colorectal cancer (CRC) is one of the major causes of death in the developed world and forms a canonical example of tumorigenesis. CRC arises from a string of mutations of individual cells in the colorectal crypt, making it particularly suited for multiscale multicellular modeling, where mutations of individual cells can be clearly represented and their effects readily tracked. In this paper, we present a multicellular model of the onset of colorectal cancer, utilizing the cellular Potts model (CPM). We use the model to investigate how, through the modification of their mechanical properties, mutant cells colonize the crypt. Moreover, we study the influence of mutations on the shape of cells in the crypt, suggesting possible cell- and tissue-level indicators for identifying early-stage cancerous crypts. Crucially, we discuss the effect that the motility parameters of the model (key factors in the behavior of the CPM) have on the distribution of cells within a homeostatic crypt, resulting in an optimal parameter regime that accurately reflects biological assumptions. In summary, the key results of this paper are 1) how to couple the CPM with processes occurring on other spatial scales, using the example of the crypt to motivate suitable motility parameters; 2) modeling mutant cells with the CPM; 3) and investigating how mutations influence the shape of cells in the crypt. Libertas Academica 2015-10-04 /pmc/articles/PMC4598229/ /pubmed/26461973 http://dx.doi.org/10.4137/CIN.S19332 Text en © 2015 the author(s), publisher and licensee Libertas Academica Ltd. This is an open-access article distributed under the terms of the Creative Commons CC-BY-NC 3.0 License.
spellingShingle Original Research
Osborne, James M
Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title_full Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title_fullStr Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title_full_unstemmed Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title_short Multiscale Model of Colorectal Cancer Using the Cellular Potts Framework
title_sort multiscale model of colorectal cancer using the cellular potts framework
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4598229/
https://www.ncbi.nlm.nih.gov/pubmed/26461973
http://dx.doi.org/10.4137/CIN.S19332
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