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A Cloud-Based Workflow Approach for Optimizing Molecular Docking Simulations of Fully-Flexible Receptor Models and Multiple Ligands

机译:一种基于云的工作流方法,用于优化全柔性受体模型和多配体的分子对接模拟

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The use of conformations achieved from MolecularDynamics (MD) simulations in docking experiments is the mostaccurate approach to simulate the natural interactions betweenreceptor and ligands at molecular environments. However, suchsimulations are computational costly and their overall executionmay become unfeasible due to the large quantities of structuralinformation needed to represent a Fully-Flexible Receptor (FFR) model. The problem is even more challenging when FFR modelsare used to perform docking-based virtual screening in a largedatabase of ligands. This study aims at developing a cloud-basedworkflow to efficiently optimize docking experiments betweena FFR model and multiple ligands in two strategic ways: bydiscarding groups of unpromising MD conformations for specificligands at docking execution time, and by exploiting on-demandresources from the Microsoft Azure cloud platform. The proposedenvironment is built on e-Science Central, which is a powerfulcloud-based workflow enactment system designed to handlescientific high-throughput tasks. As a result, we expect to reducethe number of docking experiments per ligand without affectingthe quality of the produced models and, therefore, considerablydecreasing the time consumed by docking experiments.
机译:在对接实验中使用从MolecularDynamics(MD)模拟获得的构象是在分子环境下模拟受体与配体之间自然相互作用的最准确方法。但是,这种模拟的计算量很大,并且由于表示全柔性受体(FFR)模型所需的大量结构信息,它们的整体执行可能变得不可行。当使用FFR模型在大型配体数据库中执行基于对接的虚拟筛选时,该问题甚至更具挑战性。这项研究旨在开发一种基于云的工作流,以两种策略方式有效地优化FFR模型与多个配体之间的对接实验:通过在对接执行时丢弃特定配体的无用MD构象组,以及利用来自Microsoft Azure云平台的按需资源。拟议的环境建立在e-Science Central上,e-Science Central是一个功能强大的基于云的工作流制定系统,旨在处理科学的高通量任务。结果,我们期望减少每个配体的对接实验的数量,而不会影响所产生模型的质量,因此,将大大减少对接实验所消耗的时间。

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