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利用最大似然法推导的方差图可视化低温电子显微镜重构中的动态变化。

Dynamics in cryo EM reconstructions visualized with maximum-likelihood derived variance maps.

机构信息

Electrical and Computer Engineering, Cornell University, NY 14853, USA.

出版信息

J Struct Biol. 2013 Mar;181(3):195-206. doi: 10.1016/j.jsb.2012.11.005. Epub 2012 Dec 12.

Abstract

CryoEM data capture the dynamic character associated with biological macromolecular assemblies by preserving the various conformations of the individual specimens at the moment of flash freezing. Regions of high variation in the data set are apparent in the image reconstruction due to the poor density that results from the lack of superposition of these regions. These observations are qualitative and, to date, only preliminary efforts have been made to quantitate the heterogeneity in the ensemble of particles that are individually imaged. We developed and tested a quantitative method for simultaneously computing a reconstruction of the particle and a map of the space-varying heterogeneity of the particle based on an entire data set. The method uses a maximum likelihood algorithm that explicitly takes into account the continuous variability from one instance to another instance of the particle. The result describes the heterogeneity of the particle as a variance to be plotted at every voxel of the reconstructed density. The test, employing time resolved data sets of virus maturation, not only recapitulated local variations obtained with difference map analysis, but revealed a remarkable time dependent reduction in the overall particle dynamics that was unobservable with classical methods of analysis.

摘要

冷冻电镜数据通过在瞬间冷冻时保存各个样本的各种构象,捕捉与生物大分子组装相关的动态特征。由于这些区域的缺乏叠加导致密度较差,因此在图像重建中可以明显看出数据集的高变异性区域。这些观察是定性的,迄今为止,仅对定量分析个体成像的粒子集合中的异质性进行了初步尝试。我们开发并测试了一种定量方法,用于基于整个数据集同时计算粒子的重建和粒子的随空间变化的异质性的映射。该方法使用最大似然算法,该算法明确考虑了从一个粒子实例到另一个粒子实例的连续可变性。结果将粒子的异质性描述为在重建密度的每个体素处绘制的方差。该测试使用病毒成熟的时分辨数据集,不仅再现了用差分映射分析获得的局部变化,而且揭示了整体粒子动力学的显著时间依赖性降低,这是用经典分析方法无法观察到的。

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本文引用的文献

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A Bayesian view on cryo-EM structure determination.贝叶斯视角下的冷冻电镜结构测定。
J Mol Biol. 2012 Jan 13;415(2):406-18. doi: 10.1016/j.jmb.2011.11.010. Epub 2011 Nov 12.
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An introduction to maximum-likelihood methods in cryo-EM.低温电子显微镜中最大似然法介绍
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Cryo-EM, Part B: 3-D reconstruction. Preface.《冷冻电镜,B部分:三维重建》。前言。
Methods Enzymol. 2010;482:xv-xvi. doi: 10.1016/S0076-6879(10)82018-X.
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Cryo-EM of macromolecular assemblies at near-atomic resolution.近原子分辨率的大分子组装体的冷冻电镜。
Nat Protoc. 2010 Sep;5(10):1697-708. doi: 10.1038/nprot.2010.126. Epub 2010 Sep 30.

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