A stochastic particle-based biological system simulator

Laurier Boulianne, M. Dumontier, W. Gross
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引用次数: 6

Abstract

The simulation and visualization of biological systems is expected to enhance our understanding of biological processes towards the development of effective therapeutic treatments. Biological systems are inherently stochastic at the molecular level, exhibit modified behavior under crowded conditions and may be affected by spatial locality. Common simulation approaches fail to account for these important aspects of biological systems, in part because they are computationally expensive. Here, we describe a stochastic, particle-based simulator that takes spatial locality into account. Each particle in the system is represented explicitly on a 3D grid where only one particle can occupy a grid location. The grid structure and stochastic approach removes the need for distance calculation and particle search. We demonstrate the effect of molecular crowding and spatial locality for a simple biological system. We anticipate that this system will be useful in examining more complex systems. Finally, this system is expected to be suitable for acceleration with parallel customizable hardware, a necessary requirement towards the simulation of an entire cell.
基于随机粒子的生物系统模拟器
生物系统的模拟和可视化有望提高我们对生物过程的理解,从而开发有效的治疗方法。生物系统在分子水平上具有固有的随机性,在拥挤条件下表现出改变的行为,并可能受到空间局部性的影响。常见的模拟方法无法解释生物系统的这些重要方面,部分原因是它们的计算成本很高。在这里,我们描述了一个随机的,基于粒子的模拟器,考虑到空间局部性。系统中的每个粒子都显式地表示在一个3D网格上,其中只有一个粒子可以占用一个网格位置。网格结构和随机方法消除了距离计算和粒子搜索的需要。我们证明了分子拥挤和空间局部性对一个简单生物系统的影响。我们期望这个系统在检查更复杂的系统时会有用。最后,该系统有望适用于并行可定制硬件的加速,这是模拟整个细胞的必要要求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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