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MEGADOCK 3.0: a high-performance protein-protein interaction prediction software using hybrid parallel computing for petascale supercomputing environments

机译:MEGADOCK 3.0:高性能的蛋白质-蛋白质相互作用预测软件,在petascale超级计算环境中使用混合并行计算

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Background Protein-protein interaction (PPI) plays a core role in cellular functions. Massively parallel supercomputing systems have been actively developed over the past few years, which enable large-scale biological problems to be solved, such as PPI network prediction based on tertiary structures. Results We have developed a high throughput and ultra-fast PPI prediction system based on rigid docking, “MEGADOCK”, by employing a hybrid parallelization (MPI/OpenMP) technique assuming usages on massively parallel supercomputing systems. MEGADOCK displays significantly faster processing speed in the rigid-body docking process that leads to full utilization of protein tertiary structural data for large-scale and network-level problems in systems biology. Moreover, the system was scalable as shown by measurements carried out on two supercomputing environments. We then conducted prediction of biological PPI networks using the post-docking analysis. Conclusions We present a new protein-protein docking engine aimed at exhaustive docking of mega-order numbers of protein pairs. The system was shown to be scalable by running on thousands of nodes. The software package is available at: http://www.bi.cs.titech.ac.jp/megadock/k/ webcite.
机译:背景技术蛋白质-蛋白质相互作用(PPI)在细胞功能中起核心作用。在过去的几年中,大规模并行的超级计算系统得到了积极的发展,这使得大规模的生物学问题得以解决,例如基于三级结构的PPI网络预测。结果我们通过采用混合并行化(MPI / OpenMP)技术(假设在大规模并行超级计算系统上使用),开发了基于刚性对接“ MEGADOCK”的高吞吐量和超快速PPI预测系统。 MEGADOCK在刚体对接过程中显示出显着更快的处理速度,从而可以充分利用蛋白质三级结构数据来解决系统生物学中的大规模和网络级问题。而且,该系统具有可扩展性,如在两个超级计算环境上进行的测量所示。然后,我们使用对接分析对生物PPI网络进行了预测。结论我们提出了一种新的蛋白质-蛋白质对接引擎,旨在彻底对接超大数量的蛋白质对。通过在数千个节点上运行,表明该系统具有可伸缩性。该软件包可从以下网站获得:http://www.bi.cs.titech.ac.jp/megadock/k/ webcite。

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