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Computing voxelised representations of macromolecular surfaces: A parallel approach

机译:计算大分子表面的体素化表示:一种并行方法

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Voxel-based representations of surfaces have received a lot of interest in bioinformatics and computational biology as a simple and effective way of representing geometrical and physicochemical properties of proteins and other biomolecules. Processing such surfaces for large molecules can be challenging, as space-demanding data structures with associated high computational costs are required. In this paper, we present a methodology for the fast computation of voxelised macromolecular surface representations (namely the van der Waals, solvent-accessible and solvent-excluded surfaces). The proposed method implements a spatial slicing procedure on top of compact data structures to efficiently calculate the three molecular surface representations at high-resolutions, in parallel. The spatial slicing protocol ensures a balanced workload distribution and allows the computation of the solvent-excluded surface with minimal synchronisation and communication between processes. This is achieved by adapting a multi-step region-growing EDT algorithm. At each step, distance values are first calculated independently for every slice, then, a small portion of the borders’ information is exchanged between adjacent slices. Very little process communication is also required in the pocket detection procedure, where the algorithm distinguishes surface portions belonging to solvent-accessible pockets from cavities buried inside the molecule. Experimental results are presented to validate the proposed approach.
机译:基于体素的表面表示法已经在生物信息学和计算生物学中引起了广泛兴趣,作为代表蛋白质和其他生物分子的几何和物理化学性质的一种简单有效的方法。对于大分子的此类表面处理可能具有挑战性,因为需要空间需求的数据结构以及相关的高计算成本。在本文中,我们提出了一种用于快速计算体素化大分子表面表示(即范德华,溶剂可及和溶剂排除的表面)的方法。所提出的方法在紧凑的数据结构上实现了空间切片过程,以高效地并行计算三个分子表面表示。空间切片协议可确保平衡的工作量分配,并允许在最小的同步和过程之间通信的情况下计算排除溶剂的表面。这是通过调整多步区域增长EDT算法来实现的。在每个步骤中,首先分别为每个切片计算距离值,然后在相邻切片之间交换一小部分边界信息。在囊袋检测程序中,也几乎不需要过程通信,该算法可将属于溶剂可及囊袋的表面部分与掩埋在分子内部的空腔区分开。实验结果被提出来验证所提出的方法。

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