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生物学与生理学中的多尺度计算建模。

Multi-scale computational modelling in biology and physiology.

作者信息

Southern James, Pitt-Francis Joe, Whiteley Jonathan, Stokeley Daniel, Kobashi Hiromichi, Nobes Ross, Kadooka Yoshimasa, Gavaghan David

机构信息

Fujitsu Laboratories of Europe Ltd, Hayes Park Central, Hayes End Road, Hayes, Middlesex UB4 8FE, UK.

出版信息

Prog Biophys Mol Biol. 2008 Jan-Apr;96(1-3):60-89. doi: 10.1016/j.pbiomolbio.2007.07.019. Epub 2007 Aug 11.

Abstract

Recent advances in biotechnology and the availability of ever more powerful computers have led to the formulation of increasingly complex models at all levels of biology. One of the main aims of systems biology is to couple these together to produce integrated models across multiple spatial scales and physical processes. In this review, we formulate a definition of multi-scale in terms of levels of biological organisation and describe the types of model that are found at each level. Key issues that arise in trying to formulate and solve multi-scale and multi-physics models are considered and examples of how these issues have been addressed are given for two of the more mature fields in computational biology: the molecular dynamics of ion channels and cardiac modelling. As even more complex models are developed over the coming few years, it will be necessary to develop new methods to model them (in particular in coupling across the interface between stochastic and deterministic processes) and new techniques will be required to compute their solutions efficiently on massively parallel computers. We outline how we envisage these developments occurring.

摘要

生物技术的最新进展以及功能日益强大的计算机的出现,促使人们在生物学的各个层面构建出越来越复杂的模型。系统生物学的主要目标之一就是将这些模型结合起来,以生成跨越多个空间尺度和物理过程的综合模型。在本综述中,我们从生物组织层次的角度给出了多尺度的定义,并描述了在每个层次上发现的模型类型。我们考虑了在构建和求解多尺度和多物理模型时出现的关键问题,并针对计算生物学中两个较为成熟的领域:离子通道的分子动力学和心脏建模,给出了处理这些问题的示例。随着未来几年开发出更加复杂的模型,有必要开发新的方法来对其进行建模(特别是在随机过程和确定性过程之间的接口处进行耦合),并且需要新的技术在大规模并行计算机上高效地计算其解。我们概述了我们设想这些发展将如何发生。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8443/7112301/ea99b815850e/gr1.jpg

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