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系统生物学中的计算模型:标准、传播和最佳实践。

Computational models in systems biology: standards, dissemination, and best practices.

机构信息

Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Florida, Gainesville, FL 32610, United States; Department of Psychiatry, University of Florida, Gainesville, FL 32610, United States.

Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Florida, Gainesville, FL 32610, United States.

出版信息

Curr Opin Biotechnol. 2022 Jun;75:102702. doi: 10.1016/j.copbio.2022.102702. Epub 2022 Feb 23.

DOI:10.1016/j.copbio.2022.102702
PMID:35217296
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9177621/
Abstract

Mathematical and computational models are a key technology in systems biology. Progress in the field depends on the replicability and reproducibility of their properties and behavior. For this, an essential requirement is a set of clear standards for model specification and dissemination. This review covers existing standards, and it highlights the most important areas where further work is required. This includes the specification of agent-based models, an increasingly common modeling approach.

摘要

数学和计算模型是系统生物学的关键技术。该领域的进展取决于其特性和行为的可重复性和可再现性。为此,一个基本要求是为模型规范和传播制定一套明确的标准。本综述涵盖了现有的标准,并强调了在哪些方面需要进一步开展工作,这包括日益流行的基于主体的模型的规范制定。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d01/9177621/720f429ba999/nihms-1787352-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d01/9177621/720f429ba999/nihms-1787352-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d01/9177621/720f429ba999/nihms-1787352-f0001.jpg

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2
Using digital twins in viral infection.在病毒感染中使用数字孪生技术。
Science. 2021 Mar 12;371(6534):1105-1106. doi: 10.1126/science.abf3370.
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Reproducibility in systems biology modelling.系统生物学建模中的可重复性。
Mol Syst Biol. 2021 Feb;17(2):e9982. doi: 10.15252/msb.20209982.
4
Leveraging Modularity During Replication of High-Fidelity Models: Lessons from Replicating an Agent-Based Model for HIV Prevention.在高保真模型复制过程中利用模块化:复制基于主体的HIV预防模型的经验教训。
J Artif Soc Soc Simul. 2020 Oct 31;23(4). doi: 10.18564/jasss.4352.
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Credible practice of modeling and simulation in healthcare: ten rules from a multidisciplinary perspective.医疗保健领域建模与模拟的可信实践:多学科视角的十条规则
J Transl Med. 2020 Sep 29;18(1):369. doi: 10.1186/s12967-020-02540-4.
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On code sharing and model documentation of published individual and agent-based models.关于已发表的个体模型和基于主体的模型的代码共享与模型文档。
Environ Model Softw. 2020 Dec;134:104873. doi: 10.1016/j.envsoft.2020.104873. Epub 2020 Sep 16.
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SBML Level 3: an extensible format for the exchange and reuse of biological models.SBML 级别 3:一种用于生物模型交换和重用的可扩展格式。
Mol Syst Biol. 2020 Aug;16(8):e9110. doi: 10.15252/msb.20199110.
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