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Algebra, Geometry and Topology of ERK Kinetics
The MEK/ERK signalling pathway is involved in cell division, cell specialisation, survival and cell death (Shaul and Seger in Biochim Biophys Acta (BBA)-Mol Cell Res 1773(8):1213–1226, 2007). Here we study a polynomial dynamical system describing the dynamics of MEK/ERK proposed by Yeung et al. (Cur...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9588486/ https://www.ncbi.nlm.nih.gov/pubmed/36273372 http://dx.doi.org/10.1007/s11538-022-01088-2 |
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author | Marsh, Lewis Dufresne, Emilie Byrne, Helen M. Harrington, Heather A. |
author_facet | Marsh, Lewis Dufresne, Emilie Byrne, Helen M. Harrington, Heather A. |
author_sort | Marsh, Lewis |
collection | PubMed |
description | The MEK/ERK signalling pathway is involved in cell division, cell specialisation, survival and cell death (Shaul and Seger in Biochim Biophys Acta (BBA)-Mol Cell Res 1773(8):1213–1226, 2007). Here we study a polynomial dynamical system describing the dynamics of MEK/ERK proposed by Yeung et al. (Curr Biol 2019, 10.1016/j.cub.2019.12.052) with their experimental setup, data and known biological information. The experimental dataset is a time-course of ERK measurements in different phosphorylation states following activation of either wild-type MEK or MEK mutations associated with cancer or developmental defects. We demonstrate how methods from computational algebraic geometry, differential algebra, Bayesian statistics and computational algebraic topology can inform the model reduction, identification and parameter inference of MEK variants, respectively. Throughout, we show how this algebraic viewpoint offers a rigorous and systematic analysis of such models. |
format | Online Article Text |
id | pubmed-9588486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-95884862022-10-25 Algebra, Geometry and Topology of ERK Kinetics Marsh, Lewis Dufresne, Emilie Byrne, Helen M. Harrington, Heather A. Bull Math Biol Methods The MEK/ERK signalling pathway is involved in cell division, cell specialisation, survival and cell death (Shaul and Seger in Biochim Biophys Acta (BBA)-Mol Cell Res 1773(8):1213–1226, 2007). Here we study a polynomial dynamical system describing the dynamics of MEK/ERK proposed by Yeung et al. (Curr Biol 2019, 10.1016/j.cub.2019.12.052) with their experimental setup, data and known biological information. The experimental dataset is a time-course of ERK measurements in different phosphorylation states following activation of either wild-type MEK or MEK mutations associated with cancer or developmental defects. We demonstrate how methods from computational algebraic geometry, differential algebra, Bayesian statistics and computational algebraic topology can inform the model reduction, identification and parameter inference of MEK variants, respectively. Throughout, we show how this algebraic viewpoint offers a rigorous and systematic analysis of such models. Springer US 2022-10-23 2022 /pmc/articles/PMC9588486/ /pubmed/36273372 http://dx.doi.org/10.1007/s11538-022-01088-2 Text en © The Author(s) 2022 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 | Methods Marsh, Lewis Dufresne, Emilie Byrne, Helen M. Harrington, Heather A. Algebra, Geometry and Topology of ERK Kinetics |
title | Algebra, Geometry and Topology of ERK Kinetics |
title_full | Algebra, Geometry and Topology of ERK Kinetics |
title_fullStr | Algebra, Geometry and Topology of ERK Kinetics |
title_full_unstemmed | Algebra, Geometry and Topology of ERK Kinetics |
title_short | Algebra, Geometry and Topology of ERK Kinetics |
title_sort | algebra, geometry and topology of erk kinetics |
topic | Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9588486/ https://www.ncbi.nlm.nih.gov/pubmed/36273372 http://dx.doi.org/10.1007/s11538-022-01088-2 |
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