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A Novel Method to Describe and Share Complex Mathematical Models of Cellular Physiology

机译:一种描述和共享细胞生理学数学模型的新方法

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With improved experimental techniques and computational power we have seen an explosion in the complexity of mathematical models of cellular physiology. Modern lumped parameter models integrating cellular electrophysiol-ogy, mechanics, and mitochondrial energetics can easily consist of many tens of coupled differential equations requiring hundreds of parameters. The reward of this increase in complexity is improved biophysical realism and an increase in the predictive qualities of the models. One of the most significant challenges with such models is being able to completely describe the model in such a manner that the authors can share the model with collaborators and, potentially, the scientific community at large. In this work we have developed methods and tools for the specification of the complete description of mathematical models of cellular physiology using established community standards combined with some emerging and proposed standards. We term the complete description of the cellular model a 'reference description'. Such a description includes everything from the mathematical equations, parameter definitions, numerical simulations, graphical outputs, and post-processing of simulation outputs. All of these are grouped into a hierarchy of tasks which define the overall reference description structure and provide the documentation glue to enable the presentation of a complete story of the model development and application. Our reference description framework is based primarily on the CellML project, using annotated CellML models as the basis of the model description. Being based on CellML allows the underlying mathematical model to be shared with the community using standard CellML tools, and allows tools capable of interpreting the annotations to present the complete reference description in various manners.
机译:随着改进的实验技术和计算能力,我们已经看到了细胞生理学数学模型的复杂性的爆炸。现代集总参数模型集成了蜂窝电泳电泳,机械和线粒体能量,可以容易地由许多需要数百个参数的数十次耦合微分方程组成。复杂性增加的奖励是改善生物物理的现实主义,增加了模型的预测品质。这种模型的最重要挑战之一是能够以这样的方式完全描述该模型,即作者可以与合作者分享模型,并且可能是大型科学界。在这项工作中,我们已经开发了使用建立的社区标准与一些新兴和拟议标准相结合的蜂窝生理学数学模型的完整描述的方法和工具。我们通过蜂窝模型的完整描述为“参考描述”。这种描述包括来自数学方程,参数定义,数值模拟,图形输出和模拟输出后的所有内容。所有这些都被分组成任务的层次结构,它定义了整体参考说明结构,并提供了文档胶水,以便呈现模型开发和应用程序的完整故事。我们的参考文献框架主要基于CellML项目,使用注释的CellML模型作为模型描述的基础。基于CellML允许使用标准CellML工具与社区共享底层数学模型,并且允许能够解释注释以以各种方式呈现完整的参考描述的工具。

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