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Fast and Flexible Geometric Method For Enhancing MC Sampling of Compact Configurations For Protein Docking Problem

机译:一种快速灵活的几何增强紧凑型mC采样的方法   蛋白质对接问题的配置

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摘要

EASAL (efficient atlasing and sampling of assembly landscapes) is a recentlyreported geometric method for representing, visualizing, sampling and computingintegrals over the potential energy landscape tailored for small molecularassemblies. EASAL's efficiency arises from the fact that small assemblylandscapes permit the use of so-called Cayley parameters (inter-atomicdistances) for geometric representation and sampling of the assemblyconfiguration space regions; this results in their isolation, convexification,customized sampling and systematic traversal using a comprehensive topologicalroadmap. By sampling the assembly landscape of 2 TransMembrane Helices, withshort-range pair-potentials, this paper demonstrates that EASAL providesreasonable coverage of crucial but narrow regions of low effective dimensionwith much fewer samples and computational resources than traditional MonteCarloor Molecular Dynamics based sampling. Promising avenues are discussed, forcombining the complementary advantages of the two methods. Additionally, since accurate computation of configurational entropy and otherintegrals is required for estimation of both free energy and kinetics, it isessential to obtain uniform sampling in appropriate cartesian or moduli spaceparameterization. EASAL's flexibility is demonstrated with a variety ofsampling distributions, from Cayley sampling skewed towards lower energyregions, to uniform Cartesian sampling at the two ends of the spectrum.
机译:EASAL(组装图的有效图集和采样)是最近报告的一种几何方法,用于表示,可视化,采样和计算针对小型分子组装量身定制的势能图的积分。 EASAL的效率源于以下事实:小的装配体景观允许使用所谓的Cayley参数(原子间距离)进行装配体配置空间区域的几何表示和采样;使用全面的拓扑路线图可以隔离,凸化,自定义采样和系统遍历。通过对具有短程对电位的2个跨膜螺旋的组装态势进行采样,表明与常规的基于MonteCarloor分子动力学的采样相比,EASAL能够有效覆盖低有效尺寸的关键但狭窄区域,并且采样和计算资源更少。讨论了有希望的途径,以结合两种方法的互补优势。另外,由于需要精确计算构型熵和其他积分来估计自由能和动力学,因此必须在适当的笛卡尔或模空间参数化中获得均匀采样。 EASAL的灵活性体现在各种采样分布上,从偏向较低能量区域的Cayley采样到频谱两端的统一笛卡尔采样。

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