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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...

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Detalles Bibliográficos
Autores principales: Zhong, Xianni, Zhao, Jihui, Sun, Liping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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.
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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
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