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A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer
Hypoxia and acidity act as environmental stressors promoting selection for cancer cells with a more aggressive phenotype. As a result, a deeper theoretical understanding of the spatio-temporal processes that drive the adaptation of tumour cells to hypoxic and acidic microenvironments may open up new...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8205926/ https://www.ncbi.nlm.nih.gov/pubmed/34129102 http://dx.doi.org/10.1007/s11538-021-00914-3 |
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author | Fiandaca, Giada Delitala, Marcello Lorenzi, Tommaso |
author_facet | Fiandaca, Giada Delitala, Marcello Lorenzi, Tommaso |
author_sort | Fiandaca, Giada |
collection | PubMed |
description | Hypoxia and acidity act as environmental stressors promoting selection for cancer cells with a more aggressive phenotype. As a result, a deeper theoretical understanding of the spatio-temporal processes that drive the adaptation of tumour cells to hypoxic and acidic microenvironments may open up new avenues of research in oncology and cancer treatment. We present a mathematical model to study the influence of hypoxia and acidity on the evolutionary dynamics of cancer cells in vascularised tumours. The model is formulated as a system of partial integro-differential equations that describe the phenotypic evolution of cancer cells in response to dynamic variations in the spatial distribution of three abiotic factors that are key players in tumour metabolism: oxygen, glucose and lactate. The results of numerical simulations of a calibrated version of the model based on real data recapitulate the eco-evolutionary spatial dynamics of tumour cells and their adaptation to hypoxic and acidic microenvironments. Moreover, such results demonstrate how nonlinear interactions between tumour cells and abiotic factors can lead to the formation of environmental gradients which select for cells with phenotypic characteristics that vary with distance from intra-tumour blood vessels, thus promoting the emergence of intra-tumour phenotypic heterogeneity. Finally, our theoretical findings reconcile the conclusions of earlier studies by showing that the order in which resistance to hypoxia and resistance to acidity arise in tumours depend on the ways in which oxygen and lactate act as environmental stressors in the evolutionary dynamics of cancer cells. |
format | Online Article Text |
id | pubmed-8205926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-82059262021-07-09 A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer Fiandaca, Giada Delitala, Marcello Lorenzi, Tommaso Bull Math Biol Original Article Hypoxia and acidity act as environmental stressors promoting selection for cancer cells with a more aggressive phenotype. As a result, a deeper theoretical understanding of the spatio-temporal processes that drive the adaptation of tumour cells to hypoxic and acidic microenvironments may open up new avenues of research in oncology and cancer treatment. We present a mathematical model to study the influence of hypoxia and acidity on the evolutionary dynamics of cancer cells in vascularised tumours. The model is formulated as a system of partial integro-differential equations that describe the phenotypic evolution of cancer cells in response to dynamic variations in the spatial distribution of three abiotic factors that are key players in tumour metabolism: oxygen, glucose and lactate. The results of numerical simulations of a calibrated version of the model based on real data recapitulate the eco-evolutionary spatial dynamics of tumour cells and their adaptation to hypoxic and acidic microenvironments. Moreover, such results demonstrate how nonlinear interactions between tumour cells and abiotic factors can lead to the formation of environmental gradients which select for cells with phenotypic characteristics that vary with distance from intra-tumour blood vessels, thus promoting the emergence of intra-tumour phenotypic heterogeneity. Finally, our theoretical findings reconcile the conclusions of earlier studies by showing that the order in which resistance to hypoxia and resistance to acidity arise in tumours depend on the ways in which oxygen and lactate act as environmental stressors in the evolutionary dynamics of cancer cells. Springer US 2021-06-15 2021 /pmc/articles/PMC8205926/ /pubmed/34129102 http://dx.doi.org/10.1007/s11538-021-00914-3 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Fiandaca, Giada Delitala, Marcello Lorenzi, Tommaso A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title | A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title_full | A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title_fullStr | A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title_full_unstemmed | A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title_short | A Mathematical Study of the Influence of Hypoxia and Acidity on the Evolutionary Dynamics of Cancer |
title_sort | mathematical study of the influence of hypoxia and acidity on the evolutionary dynamics of cancer |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8205926/ https://www.ncbi.nlm.nih.gov/pubmed/34129102 http://dx.doi.org/10.1007/s11538-021-00914-3 |
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