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Biocellion: accelerating computer simulation of multicellular biological system models

机译:Biocellion:加速多细胞生物系统模型的计算机仿真

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Motivation: Biological system behaviors are often the outcome of complex interactions among a large number of cells and their biotic and abiotic environment. Computational biologists attempt to understand, predict and manipulate biological system behavior through mathematical modeling and computer simulation. Discrete agent-based modeling (in combination with high-resolution grids to model the extracellular environment) is a popular approach for building biological system models. However, the computational complexity of this approach forces computational biologists to resort to coarser resolution approaches to simulate large biological systems. High-performance parallel computers have the potential to address the computing challenge, but writing efficient software for parallel computers is difficult and time-consuming. Results: We have developed Biocellion, a high-performance software framework, to solve this computing challenge using parallel computers. To support a wide range of multicellular biological system models, Biocellion asks users to provide their model specifics by filling the function body of pre-defined model routines. Using Biocellion, modelers without parallel computing expertise can efficiently exploit parallel computers with less effort than writing sequential programs from scratch. We simulate cell sorting, microbial patterning and a bacterial system in soil aggregate as case studies
机译:动机:生物系统行为通常是大量细胞及其生物和非生物环境之间复杂相互作用的结果。计算生物学家试图通过数学建模和计算机仿真来理解,预测和操纵生物系统的行为。基于离散代理的建模(结合高分辨率网格对细胞外环境进行建模)是构建生物系统模型的一种流行方法。但是,这种方法的计算复杂性迫使计算生物学家不得不采用较粗糙的分辨率方法来模拟大型生物系统。高性能并行计算机具有解决计算难题的潜力,但是为并行计算机编写高效的软件既困难又耗时。结果:我们开发了高性能的软件框架Biocellion,以使用并行计算机解决此计算难题。为了支持广泛的多细胞生物系统模型,Biocellion要求用户通过填写​​预定义模型例程的功能主体来提供其模型详细信息。使用Biocellion,没有并行计算专业知识的建模人员可以比从头开始编写顺序程序更轻松地有效利用并行计算机。我们以案例研究模拟土壤聚集体中的细胞分选,微生物模式和细菌系统

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