从离散和混合系统的角度对系统生物学进行建模

M. Antoniotti
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引用次数: 2

摘要

生物学、计算机科学和应用数学交叉的研究领域在这个时间点上都建立得很好;它们都构成了现在所谓的系统生物学[1],旨在作为一门对从各种生物系统的复杂相互作用中识别突现行为感兴趣的学科。然而,这些跨学科领域似乎仍然需要吸收和应用来自其原领域的最深刻的成果和最先进的技术。特别是,生物系统模型的发展提出了规模问题,这些问题目前处于我们软件和硬件计算能力的前沿。这些问题既涉及表示问题,也涉及纯计算问题。当讨论转向实际的语言和形式主义时,表示问题就出现了。[2],[3])用于描述和交换基因组和蛋白质组的生物学模型及其(通常是离散的)行为。当我们需要处理包含大量变量的系统模型时,计算问题就出现了,无论是通过可达性分析进行正式处理,还是为了执行参数空间扫描的仿真速度(例如,参见[4])。提议的会议收集贡献,将扩大我们对这些问题的认识,目标是推进我们对系统生物学核心的理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling systems biology from the point of view of discrete and hybrid systems
The research areas at the intersection of biology, computer science, and applied mathematics are all well established at this point in time; they all comprise what is nowadays called systems biology [1], intended as the discipline interested in identifying emergent behavior from the complex interactions of various biological systems. Yet, these interdisciplinary areas seem still in need of absorbing and applying the deepest results and the most advanced techniques coming from their originating fields. In particular, the development of models of biological systems poses questions of scale that are nowadays at the frontier of our software and hardware computing capabilities. Such questions pertain both the representation issues and the pure computational issues. The representation issue arises when the discussion turns to the actual languages and formalisms (the ontologies, cfr. [2], [3]) used to describe and exchange biological models of the genome and of the proteome and their - often discrete - behavior. The computational issues arise when we are faced with the need to treat models of systems comprising a large number of variables, either for formal treatment via reachability analysis or for simulation speed to perform parameter space sweeps (e.g., see [4]). The proposed session gathers contributions that will extend our knowledge of these issues with the goal of advancing our understanding at the core of systems biology.
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