Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt

Abstract Background Many cancers arise from mutations in cells within epithelial tissues. Mutations manifesting at the subcellular level influence the structure and function of the tissue resulting in cancer. Previous work has proposed how cell level properties can lead to mutant cell invasion, but...

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Main Authors: Lotte B. Romijn, Axel A. Almet, Chin Wee Tan, James M. Osborne
Format: Article
Language:English
Published: BMC 2020-03-01
Series:BMC Bioinformatics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12859-020-3391-3
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author Lotte B. Romijn
Axel A. Almet
Chin Wee Tan
James M. Osborne
author_facet Lotte B. Romijn
Axel A. Almet
Chin Wee Tan
James M. Osborne
author_sort Lotte B. Romijn
collection DOAJ
description Abstract Background Many cancers arise from mutations in cells within epithelial tissues. Mutations manifesting at the subcellular level influence the structure and function of the tissue resulting in cancer. Previous work has proposed how cell level properties can lead to mutant cell invasion, but has not incorporated detailed subcellular modelling Results We present a framework that allows the straightforward integration and simulation of SBML representations of subcellular dynamics within multiscale models of epithelial tissues. This allows us to investigate the effect of mutations in subcellular pathways on the migration of cells within the colorectal crypt. Using multiple models we find that mutations in APC, a key component in the Wnt signalling pathway, can bias neutral drift and can also cause downward invasion of mutant cells in the crypt. Conclusions Our framework allows us to investigate how subcellular mutations, i.e. knockouts and knockdowns, affect cell-level properties and the resultant migration of cells within epithelial tissues. In the context of the colorectal crypt, we see that mutations in APC can lead directly to mutant cell invasion.
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spelling doaj.art-008e73f8b8f049b8940c276d4482b8c52022-12-22T01:14:21ZengBMCBMC Bioinformatics1471-21052020-03-0121111610.1186/s12859-020-3391-3Modelling the effect of subcellular mutations on the migration of cells in the colorectal cryptLotte B. Romijn0Axel A. Almet1Chin Wee Tan2James M. Osborne3School of Mathematics and Statistics, University of MelbourneWolfson Centre for Mathematical Biology, Mathematical Institute, University of OxfordPersonalised Oncology Division, The Walter and Eliza Hall Institute of Medical ResearchSchool of Mathematics and Statistics, University of MelbourneAbstract Background Many cancers arise from mutations in cells within epithelial tissues. Mutations manifesting at the subcellular level influence the structure and function of the tissue resulting in cancer. Previous work has proposed how cell level properties can lead to mutant cell invasion, but has not incorporated detailed subcellular modelling Results We present a framework that allows the straightforward integration and simulation of SBML representations of subcellular dynamics within multiscale models of epithelial tissues. This allows us to investigate the effect of mutations in subcellular pathways on the migration of cells within the colorectal crypt. Using multiple models we find that mutations in APC, a key component in the Wnt signalling pathway, can bias neutral drift and can also cause downward invasion of mutant cells in the crypt. Conclusions Our framework allows us to investigate how subcellular mutations, i.e. knockouts and knockdowns, affect cell-level properties and the resultant migration of cells within epithelial tissues. In the context of the colorectal crypt, we see that mutations in APC can lead directly to mutant cell invasion.http://link.springer.com/article/10.1186/s12859-020-3391-3Colorectal cancerCryptMulticellular modellingSBMLChaste
spellingShingle Lotte B. Romijn
Axel A. Almet
Chin Wee Tan
James M. Osborne
Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
BMC Bioinformatics
Colorectal cancer
Crypt
Multicellular modelling
SBML
Chaste
title Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
title_full Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
title_fullStr Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
title_full_unstemmed Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
title_short Modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
title_sort modelling the effect of subcellular mutations on the migration of cells in the colorectal crypt
topic Colorectal cancer
Crypt
Multicellular modelling
SBML
Chaste
url http://link.springer.com/article/10.1186/s12859-020-3391-3
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