MDMap: A system for data-driven layout and exploration of molecular dynamics simulations

Robert Patro, C. Y. Ip, Sujal Bista, D. Thirumalai, Samuel S. Cho, A. Varshney
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引用次数: 11

Abstract

Contemporary molecular dynamics simulations result in a glut of simulation data, making analysis and discovery a difficult and burdensome task. We present MDMap, a system designed to summarize long-running molecular dynamics (MD) simulations. We represent a molecular dynamics simulation as a state transition graph over a set of intermediate (stable and semi-stable) states. The transitions amongst the states together with their frequencies represent the flow of a biomolecule through the trajectory space. MDMap automatically determines potential intermediate conformations and the transitions amongst them by analyzing the conformational space explored by the MD simulation. MDMap is an automated system to visualize MD simulations as state-transition diagrams, and can replace the current tedious manual layouts of biomolecular folding landscapes with an automated tool. The layout of the representative states and the corresponding transitions among them is presented to the user as a visual synopsis of the long-running MD simulation. We compare and contrast multiple presentations of the state transition diagrams, such as conformational embedding, and spectral, hierarchical, and force-directed graph layouts. We believe this system could provide a road-map for the visualization of other stochastic time-varying simulations in a variety of different domains.
MDMap:用于数据驱动布局和分子动力学模拟探索的系统
当代分子动力学模拟导致模拟数据过剩,使分析和发现成为一项困难而繁重的任务。我们提出MDMap,一个系统,旨在总结长期运行的分子动力学(MD)模拟。我们将分子动力学模拟表示为一组中间(稳定和半稳定)状态的状态转移图。状态之间的跃迁以及它们的频率代表了生物分子在轨迹空间中的流动。MDMap通过分析MD模拟探索的构象空间,自动确定潜在的中间构象和它们之间的过渡。MDMap是一个将MD模拟可视化为状态转换图的自动化系统,可以用自动化工具取代目前繁琐的生物分子折叠景观手动布局。代表性状态的布局和它们之间相应的转换作为长时间运行的MD模拟的视觉摘要呈现给用户。我们比较和对比了状态转换图的多种表现形式,如构象嵌入、光谱、层次和力导向图布局。我们相信该系统可以为各种不同领域的其他随机时变模拟的可视化提供路线图。
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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