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Toward reproducible disease models using the Systems Biology Markup Language

机译:使用系统生物学标记语言建立可再现的疾病模型

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Disease modelers have been modeling progression of diseases for several decades using such tools as Markov models or microsimulation. However, they need to address a serious challenge; many models they create are not reproducible. Moreover, there is no proper practice that ensures reproducible models, since modelers rely on loose guidelines that change periodically, rather than well-defined machine-readable standards. The Systems Biology Markup Language (SBML) is one such standard that allows exchange of models between different software tools. Recently, the SBML Arrays package has been developed, which extends the standard to allow handling simulation of populations. This paper demonstrates through several abstract examples how microsimulation disease models can be encoded using the SBML Arrays package, enabling reproducible disease modeling.
机译:几十年来,疾病建模人员一直在使用诸如马尔可夫模型或微仿真之类的工具对疾病的进展进行建模。但是,他们需要应对严峻的挑战;他们创建的许多模型是不可复制的。此外,由于建模人员依赖于定期更改的宽松准则,而不是定义明确的机器可读标准,因此没有适当的实践可确保模型可重复。系统生物学标记语言(SBML)是这样一种标准,它允许在不同的软件工具之间交换模型。最近,已经开发了SBML阵列程序包,该程序包扩展了标准,以允许处理种群模拟。本文通过几个抽象示例演示了如何使用SBML Arrays软件包对微仿真疾病模型进行编码,从而实现可重现的疾病建模。

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