Cargando…
Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies
BACKGROUND: The expansion of cell colonies is driven by a delicate balance of several mechanisms including cell motility, cell–to–cell adhesion and cell proliferation. New approaches that can be used to independently identify and quantify the role of each mechanism will help us understand how each m...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3878834/ https://www.ncbi.nlm.nih.gov/pubmed/24330479 http://dx.doi.org/10.1186/1752-0509-7-137 |
_version_ | 1782297874628870144 |
---|---|
author | Treloar, Katrina K Simpson, Matthew J Haridas, Parvathi Manton, Kerry J Leavesley, David I McElwain, DL Sean Baker, Ruth E |
author_facet | Treloar, Katrina K Simpson, Matthew J Haridas, Parvathi Manton, Kerry J Leavesley, David I McElwain, DL Sean Baker, Ruth E |
author_sort | Treloar, Katrina K |
collection | PubMed |
description | BACKGROUND: The expansion of cell colonies is driven by a delicate balance of several mechanisms including cell motility, cell–to–cell adhesion and cell proliferation. New approaches that can be used to independently identify and quantify the role of each mechanism will help us understand how each mechanism contributes to the expansion process. Standard mathematical modelling approaches to describe such cell colony expansion typically neglect cell–to–cell adhesion, despite the fact that cell–to-cell adhesion is thought to play an important role. RESULTS: We use a combined experimental and mathematical modelling approach to determine the cell diffusivity, D, cell–to–cell adhesion strength, q, and cell proliferation rate, λ, in an expanding colony of MM127 melanoma cells. Using a circular barrier assay, we extract several types of experimental data and use a mathematical model to independently estimate D, q and λ. In our first set of experiments, we suppress cell proliferation and analyse three different types of data to estimate D and q. We find that standard types of data, such as the area enclosed by the leading edge of the expanding colony and more detailed cell density profiles throughout the expanding colony, does not provide sufficient information to uniquely identify D and q. We find that additional data relating to the degree of cell–to–cell clustering is required to provide independent estimates of q, and in turn D. In our second set of experiments, where proliferation is not suppressed, we use data describing temporal changes in cell density to determine the cell proliferation rate. In summary, we find that our experiments are best described using the range D=161−243μm(2)hour(−1), q=0.3−0.5 (low to moderate strength) and λ=0.0305−0.0398hour(−1), and with these parameters we can accurately predict the temporal variations in the spatial extent and cell density profile throughout the expanding melanoma cell colony. CONCLUSIONS: Our systematic approach to identify the cell diffusivity, cell–to–cell adhesion strength and cell proliferation rate highlights the importance of integrating multiple types of data to accurately quantify the factors influencing the spatial expansion of melanoma cell colonies. |
format | Online Article Text |
id | pubmed-3878834 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-38788342014-01-07 Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies Treloar, Katrina K Simpson, Matthew J Haridas, Parvathi Manton, Kerry J Leavesley, David I McElwain, DL Sean Baker, Ruth E BMC Syst Biol Research Article BACKGROUND: The expansion of cell colonies is driven by a delicate balance of several mechanisms including cell motility, cell–to–cell adhesion and cell proliferation. New approaches that can be used to independently identify and quantify the role of each mechanism will help us understand how each mechanism contributes to the expansion process. Standard mathematical modelling approaches to describe such cell colony expansion typically neglect cell–to–cell adhesion, despite the fact that cell–to-cell adhesion is thought to play an important role. RESULTS: We use a combined experimental and mathematical modelling approach to determine the cell diffusivity, D, cell–to–cell adhesion strength, q, and cell proliferation rate, λ, in an expanding colony of MM127 melanoma cells. Using a circular barrier assay, we extract several types of experimental data and use a mathematical model to independently estimate D, q and λ. In our first set of experiments, we suppress cell proliferation and analyse three different types of data to estimate D and q. We find that standard types of data, such as the area enclosed by the leading edge of the expanding colony and more detailed cell density profiles throughout the expanding colony, does not provide sufficient information to uniquely identify D and q. We find that additional data relating to the degree of cell–to–cell clustering is required to provide independent estimates of q, and in turn D. In our second set of experiments, where proliferation is not suppressed, we use data describing temporal changes in cell density to determine the cell proliferation rate. In summary, we find that our experiments are best described using the range D=161−243μm(2)hour(−1), q=0.3−0.5 (low to moderate strength) and λ=0.0305−0.0398hour(−1), and with these parameters we can accurately predict the temporal variations in the spatial extent and cell density profile throughout the expanding melanoma cell colony. CONCLUSIONS: Our systematic approach to identify the cell diffusivity, cell–to–cell adhesion strength and cell proliferation rate highlights the importance of integrating multiple types of data to accurately quantify the factors influencing the spatial expansion of melanoma cell colonies. BioMed Central 2013-12-12 /pmc/articles/PMC3878834/ /pubmed/24330479 http://dx.doi.org/10.1186/1752-0509-7-137 Text en Copyright © 2013 Treloar et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License(http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Treloar, Katrina K Simpson, Matthew J Haridas, Parvathi Manton, Kerry J Leavesley, David I McElwain, DL Sean Baker, Ruth E Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title | Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title_full | Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title_fullStr | Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title_full_unstemmed | Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title_short | Multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
title_sort | multiple types of data are required to identify the mechanisms influencing the spatial expansion of melanoma cell colonies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3878834/ https://www.ncbi.nlm.nih.gov/pubmed/24330479 http://dx.doi.org/10.1186/1752-0509-7-137 |
work_keys_str_mv | AT treloarkatrinak multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT simpsonmatthewj multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT haridasparvathi multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT mantonkerryj multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT leavesleydavidi multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT mcelwaindlsean multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies AT bakerruthe multipletypesofdataarerequiredtoidentifythemechanismsinfluencingthespatialexpansionofmelanomacellcolonies |