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Versatility of Approximating Single-Particle Electron Microscopy Density Maps Using Pseudoatoms and Approximation-Accuracy Control

机译:使用伪原子和近似精度控制的近似单粒子电子显微镜密度图的多功能性

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摘要

Three-dimensional Gaussian functions have been shown useful in representing electron microscopy (EM) density maps for studying macromolecular structure and dynamics. Methods that require setting a desired number of Gaussian functions or a maximum number of iterations may result in suboptimal representations of the structure. An alternative is to set a desired error of approximation of the given EM map and then optimize the number of Gaussian functions to achieve this approximation error. In this article, we review different applications of such an approach that uses spherical Gaussian functions of fixed standard deviation, referred to as pseudoatoms. Some of these applications use EM-map normal mode analysis (NMA) with elastic network model (ENM) (applications such as predicting conformational changes of macromolecular complexes or exploring actual conformational changes by normal-mode-based analysis of experimental data) while some other do not use NMA (denoising of EM density maps). In applications based on NMA and ENM, the advantage of using pseudoatoms in EM-map coarse-grain models is that the ENM springs are easily assigned among neighboring grains thanks to their spherical shape and uniformed size. EM-map denoising based on the map coarse-graining was so far only shown using pseudoatoms as grains.
机译:三维高斯函数已显示出可用于表示电子显微镜(EM)密度图,用于研究大分子结构和动力学。需要设置所需数量的高斯函数或最大迭代次数的方法可能会导致结构的次优表示。一种替代方法是设置给定EM映射的期望近似误差,然后优化高斯函数的数量以实现该近似误差。在本文中,我们回顾了使用固定标准偏差的球形高斯函数(称为伪原子)的这种方法的不同应用。其中一些应用程序使用带有弹性网络模型(ENM)的EM映射正态分析(NMA)(诸如预测大分子复合物的构象变化或通过基于实验数据的基于正态分析的方法探索实际构象变化的应用程序)不要使用NMA(EM密度图的去噪)。在基于NMA和ENM的应用中,在EM-map粗粒模型中使用伪原子的优势在于,由于其球形和均一的尺寸,ENM弹簧很容易在相邻晶粒之间分配。到目前为止,仅使用伪原子作为纹理来显示基于地图粗粒度的EM地图去噪。

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