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Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach
Tumor cell populations are highly heterogeneous. Such heterogeneity, both at genotypic and phenotypic levels, is a key feature during tumorigenesis. How to investigate the impact of this heterogeneity in the dynamics of tumors cells becomes an important issue. Here we explore a stochastic model desc...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5773630/ https://www.ncbi.nlm.nih.gov/pubmed/29348614 http://dx.doi.org/10.1038/s41598-018-19552-2 |
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author | Sardanyés, Josep Alarcón, Tomás |
author_facet | Sardanyés, Josep Alarcón, Tomás |
author_sort | Sardanyés, Josep |
collection | PubMed |
description | Tumor cell populations are highly heterogeneous. Such heterogeneity, both at genotypic and phenotypic levels, is a key feature during tumorigenesis. How to investigate the impact of this heterogeneity in the dynamics of tumors cells becomes an important issue. Here we explore a stochastic model describing the competition dynamics between a pool of heterogeneous cancer cells with distinct phenotypes and healthy cells. This model is used to explore the role of demographic fluctuations on the transitions involving tumor clearance. Our results show that for large population sizes, when demographic fluctuations are negligible, there exists a sharp transition responsible for tumor cells extinction at increasing tumor cells’ mutation rates. This result is consistent with a mean field model developed for the same system. The mean field model reveals only monostability scenarios, in which either the dominance of the tumor cells or the dominance of the healthy cells is found. Interestingly, the stochastic model shows that for small population sizes the monostability behavior disappears, involving the presence of noise-induced bistability. The impact of the initial populations of cells in the fate of the cell populations is investigated, as well as the transient times towards the healthy and the cancer states. |
format | Online Article Text |
id | pubmed-5773630 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57736302018-01-26 Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach Sardanyés, Josep Alarcón, Tomás Sci Rep Article Tumor cell populations are highly heterogeneous. Such heterogeneity, both at genotypic and phenotypic levels, is a key feature during tumorigenesis. How to investigate the impact of this heterogeneity in the dynamics of tumors cells becomes an important issue. Here we explore a stochastic model describing the competition dynamics between a pool of heterogeneous cancer cells with distinct phenotypes and healthy cells. This model is used to explore the role of demographic fluctuations on the transitions involving tumor clearance. Our results show that for large population sizes, when demographic fluctuations are negligible, there exists a sharp transition responsible for tumor cells extinction at increasing tumor cells’ mutation rates. This result is consistent with a mean field model developed for the same system. The mean field model reveals only monostability scenarios, in which either the dominance of the tumor cells or the dominance of the healthy cells is found. Interestingly, the stochastic model shows that for small population sizes the monostability behavior disappears, involving the presence of noise-induced bistability. The impact of the initial populations of cells in the fate of the cell populations is investigated, as well as the transient times towards the healthy and the cancer states. Nature Publishing Group UK 2018-01-18 /pmc/articles/PMC5773630/ /pubmed/29348614 http://dx.doi.org/10.1038/s41598-018-19552-2 Text en © The Author(s) 2018 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Sardanyés, Josep Alarcón, Tomás Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title | Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title_full | Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title_fullStr | Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title_full_unstemmed | Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title_short | Noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
title_sort | noise-induced bistability in the fate of cancer phenotypic quasispecies: a bit-strings approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5773630/ https://www.ncbi.nlm.nih.gov/pubmed/29348614 http://dx.doi.org/10.1038/s41598-018-19552-2 |
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