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迈向经过验证的生物学模型。

Toward verified biological models.

作者信息

Sadot Avital, Fisher Jasmin, Barak Dan, Admanit Yishai, Stern Michael J, Hubbard E Jane Albert, Harel David

机构信息

Department of Computer Science and Applied Mathematics, The Weizmann Institute of Science, Israel.

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2008 Apr-Jun;5(2):223-34. doi: 10.1109/TCBB.2007.1076.

Abstract

The last several decades have witnessed a vast accumulation of biological data and data analysis. Many of these data sets represent only a small fraction of the system's behavior, making the visualization of full system behavior difficult. A more complete understanding of a biological system is gained when different types of data (and/or conclusions drawn from the data) are integrated into a larger-scale representation or model of the system. Ideally, this type of model is consistent with all available data about the system, and it is then used to generate additional hypotheses to be tested. Computer-based methods intended to formulate models that integrate various events and to test the consistency of these models with respect to the laboratory-based observations on which they are based are potentially very useful. In addition, in contrast to informal models, the consistency of such formal computer-based models with laboratory data can be tested rigorously by methods of formal verification. We combined two formal modeling approaches in computer science that were originally developed for non-biological system design. One is the inter-object approach using the language of live sequence charts (LSCs) with the Play-Engine tool, and the other is the intra-object approach using the language of statecharts and Rhapsody as the tool. Integration is carried out using InterPlay, a simulation engine coordinator. Using these tools, we constructed a combined model comprising three modules. One module represents the early lineage of the somatic gonad of C. elegans in LSCs, while a second more detailed module in statecharts represents an interaction between two cells within this lineage that determine their developmental outcome. Using the advantages of the tools, we created a third module representing a set of key experimental data using LSCs. We tested the combined statechart-LSC model by showing that the simulations were consistent with the set of experimental LSCs. This small-scale modular example demonstrates the potential for using similar approaches for verification by exhaustive testing of models by LSCs. It also shows the advantages of these approaches for modeling biology.

摘要

在过去几十年中,生物数据及数据分析大量积累。这些数据集中的许多仅代表系统行为的一小部分,使得完整系统行为的可视化变得困难。当不同类型的数据(和/或从数据得出的结论)被整合到系统的更大规模表示或模型中时,就能更全面地理解生物系统。理想情况下,这种模型与关于该系统的所有可用数据一致,然后用于生成有待检验的额外假设。旨在构建整合各种事件的模型并检验这些模型与所基于的实验室观察结果一致性的计算机方法可能非常有用。此外,与非正式模型不同,这种基于计算机的正式模型与实验室数据的一致性可以通过形式验证方法进行严格检验。我们结合了计算机科学中最初为非生物系统设计开发的两种形式建模方法。一种是使用活动序列图(LSC)语言和Play-Engine工具的对象间方法,另一种是使用状态图语言和Rhapsody作为工具的对象内方法。使用InterPlay(一个模拟引擎协调器)进行集成。利用这些工具,我们构建了一个由三个模块组成的组合模型。一个模块用LSC表示秀丽隐杆线虫体细胞性腺的早期谱系,而状态图中的第二个更详细的模块表示该谱系中两个细胞之间的相互作用,这种相互作用决定了它们的发育结果。利用这些工具的优势,我们用LSC创建了代表一组关键实验数据的第三个模块。我们通过表明模拟与实验LSC集一致来测试组合的状态图-LSC模型。这个小规模的模块化示例展示了通过LSC对模型进行穷举测试来使用类似方法进行验证的潜力。它还展示了这些方法在生物学建模方面的优势。

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