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Integrative modeling of the cell: Cell modeling
A whole-cell model represents certain aspects of the cell structure and/or function. Due to the high complexity of the cell, an integrative modeling approach is often taken to utilize all available information including experimental data, prior knowledge and prior models. In this review, we summariz...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9909318/ https://www.ncbi.nlm.nih.gov/pubmed/36017893 http://dx.doi.org/10.3724/abbs.2022115 |
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author | Zhong, Xianni Zhao, Jihui Sun, Liping |
author_facet | Zhong, Xianni Zhao, Jihui Sun, Liping |
author_sort | Zhong, Xianni |
collection | PubMed |
description | A whole-cell model represents certain aspects of the cell structure and/or function. Due to the high complexity of the cell, an integrative modeling approach is often taken to utilize all available information including experimental data, prior knowledge and prior models. In this review, we summarize an emerging workflow of whole-cell modeling into five steps: (i) gather information; (ii) represent the modeled system into modules; (iii) translate input information into scoring function; (iv) sample the whole-cell model; (v) validate and interpret the model. In particular, we propose the integrative modeling of the cell by combining available (whole-cell) models to maximize the accuracy, precision, and completeness. In addition, we list quantitative predictions of various aspects of cell biology from existing whole-cell models. Moreover, we discuss the remaining challenges and future directions, and highlight the opportunity to establish an integrative spatiotemporal multi-scale whole-cell model based on a community approach. |
format | Online Article Text |
id | pubmed-9909318 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-99093182023-02-10 Integrative modeling of the cell: Cell modeling Zhong, Xianni Zhao, Jihui Sun, Liping Acta Biochim Biophys Sin (Shanghai) Research Article A whole-cell model represents certain aspects of the cell structure and/or function. Due to the high complexity of the cell, an integrative modeling approach is often taken to utilize all available information including experimental data, prior knowledge and prior models. In this review, we summarize an emerging workflow of whole-cell modeling into five steps: (i) gather information; (ii) represent the modeled system into modules; (iii) translate input information into scoring function; (iv) sample the whole-cell model; (v) validate and interpret the model. In particular, we propose the integrative modeling of the cell by combining available (whole-cell) models to maximize the accuracy, precision, and completeness. In addition, we list quantitative predictions of various aspects of cell biology from existing whole-cell models. Moreover, we discuss the remaining challenges and future directions, and highlight the opportunity to establish an integrative spatiotemporal multi-scale whole-cell model based on a community approach. Oxford University Press 2022-08-25 /pmc/articles/PMC9909318/ /pubmed/36017893 http://dx.doi.org/10.3724/abbs.2022115 Text en © The Author(s) 2021. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Article Zhong, Xianni Zhao, Jihui Sun, Liping Integrative modeling of the cell: Cell modeling |
title | Integrative modeling of the cell: Cell modeling |
title_full | Integrative modeling of the cell: Cell modeling |
title_fullStr | Integrative modeling of the cell: Cell modeling |
title_full_unstemmed | Integrative modeling of the cell: Cell modeling |
title_short | Integrative modeling of the cell: Cell modeling |
title_sort | integrative modeling of the cell: cell modeling |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9909318/ https://www.ncbi.nlm.nih.gov/pubmed/36017893 http://dx.doi.org/10.3724/abbs.2022115 |
work_keys_str_mv | AT zhongxianni integrativemodelingofthecellcellmodeling AT zhaojihui integrativemodelingofthecellcellmodeling AT sunliping integrativemodelingofthecellcellmodeling |