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Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint
The complexity of biological models makes methods for their analysis and understanding highly desirable. Here, we demonstrate the orchestration of various novel coarse-graining methods by applying them to the mitotic spindle assembly checkpoint. We begin with a detailed fine-grained spatial model in...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6405958/ https://www.ncbi.nlm.nih.gov/pubmed/30846816 http://dx.doi.org/10.1038/s41598-019-40648-w |
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author | Henze, Richard Mu, Chunyan Puljiz, Mate Kamaleson, Nishanthan Huwald, Jan Haslegrave, John di Fenizio, Pietro Speroni Parker, David Good, Christopher Rowe, Jonathan E. Ibrahim, Bashar Dittrich, Peter |
author_facet | Henze, Richard Mu, Chunyan Puljiz, Mate Kamaleson, Nishanthan Huwald, Jan Haslegrave, John di Fenizio, Pietro Speroni Parker, David Good, Christopher Rowe, Jonathan E. Ibrahim, Bashar Dittrich, Peter |
author_sort | Henze, Richard |
collection | PubMed |
description | The complexity of biological models makes methods for their analysis and understanding highly desirable. Here, we demonstrate the orchestration of various novel coarse-graining methods by applying them to the mitotic spindle assembly checkpoint. We begin with a detailed fine-grained spatial model in which individual molecules are simulated moving and reacting in a three-dimensional space. A sequence of manual and automatic coarse-grainings finally leads to the coarsest deterministic and stochastic models containing only four molecular species and four states for each kinetochore, respectively. We are able to relate each more coarse-grained level to a finer one, which allows us to relate model parameters between coarse-grainings and which provides a more precise meaning for the elements of the more abstract models. Furthermore, we discuss how organizational coarse-graining can be applied to spatial dynamics by showing spatial organizations during mitotic checkpoint inactivation. We demonstrate how these models lead to insights if the model has different “meaningful” behaviors that differ in the set of (molecular) species. We conclude that understanding, modeling and analyzing complex bio-molecular systems can greatly benefit from a set of coarse-graining methods that, ideally, can be automatically applied and that allow the different levels of abstraction to be related. |
format | Online Article Text |
id | pubmed-6405958 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-64059582019-03-12 Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint Henze, Richard Mu, Chunyan Puljiz, Mate Kamaleson, Nishanthan Huwald, Jan Haslegrave, John di Fenizio, Pietro Speroni Parker, David Good, Christopher Rowe, Jonathan E. Ibrahim, Bashar Dittrich, Peter Sci Rep Article The complexity of biological models makes methods for their analysis and understanding highly desirable. Here, we demonstrate the orchestration of various novel coarse-graining methods by applying them to the mitotic spindle assembly checkpoint. We begin with a detailed fine-grained spatial model in which individual molecules are simulated moving and reacting in a three-dimensional space. A sequence of manual and automatic coarse-grainings finally leads to the coarsest deterministic and stochastic models containing only four molecular species and four states for each kinetochore, respectively. We are able to relate each more coarse-grained level to a finer one, which allows us to relate model parameters between coarse-grainings and which provides a more precise meaning for the elements of the more abstract models. Furthermore, we discuss how organizational coarse-graining can be applied to spatial dynamics by showing spatial organizations during mitotic checkpoint inactivation. We demonstrate how these models lead to insights if the model has different “meaningful” behaviors that differ in the set of (molecular) species. We conclude that understanding, modeling and analyzing complex bio-molecular systems can greatly benefit from a set of coarse-graining methods that, ideally, can be automatically applied and that allow the different levels of abstraction to be related. Nature Publishing Group UK 2019-03-07 /pmc/articles/PMC6405958/ /pubmed/30846816 http://dx.doi.org/10.1038/s41598-019-40648-w Text en © The Author(s) 2019 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 Henze, Richard Mu, Chunyan Puljiz, Mate Kamaleson, Nishanthan Huwald, Jan Haslegrave, John di Fenizio, Pietro Speroni Parker, David Good, Christopher Rowe, Jonathan E. Ibrahim, Bashar Dittrich, Peter Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title | Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title_full | Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title_fullStr | Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title_full_unstemmed | Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title_short | Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
title_sort | multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6405958/ https://www.ncbi.nlm.nih.gov/pubmed/30846816 http://dx.doi.org/10.1038/s41598-019-40648-w |
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