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首页> 外文期刊>Journal of Molecular Biology >Recognition and separation of single particles with size variation by statistical analysis of their images.
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Recognition and separation of single particles with size variation by statistical analysis of their images.

机译:通过对其图像进行统计分析,识别和分离尺寸变化的单个颗粒。

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摘要

Macromolecules may occupy conformations with structural differences that cannot be resolved biochemically. The separation of mixed molecular populations is a pressing problem in single-particle analysis. Until recently, the task of distinguishing small structural variations was intractable, but developments in cryo-electron microscopy hardware and software now make it possible to address this problem. We have developed a general strategy for recognizing and separating structures of variable size from cryo-electron micrographs of single particles. The method uses a combination of statistical analysis and projection matching to multiple models. Identification of size variations by multivariate statistical analysis was used to do an initial separation of the data and generate starting models by angular reconstitution. Refinement was performed using alternate projection matching to models and angular reconstitution of the separated subsets. The approach has been successful at intermediate resolution, taking it within range of resolving secondary structure elements of proteins. Analysis of simulated and real data sets is used to illustrate the problems encountered and possible solutions. The strategy developed was used to resolve the structures of two forms of a small heat shock protein (Hsp26) that vary slightly in diameter and subunit packing.
机译:大分子可能占据具有无法通过生物化学方法解决的结构差异的构象。在单颗粒分析中,混合分子群体的分离是一个紧迫的问题。直到最近,区分微小结构变化的任务还是很棘手,但是低温电子显微镜硬件和软件的发展现在使得解决这个问题成为可能。我们已经开发出一种通用策略,用于从单个粒子的低温电子显微照片中识别和分离可变大小的结构。该方法结合了对多个模型的统计分析和投影匹配。通过多变量统计分析确定大小变化用于对数据进行初始分离,并通过角度重构生成起始模型。使用替代的投影匹配对模型进行细化,并对分离出的子集进行角度重构。该方法已经成功地实现了中等分离度,将其纳入了解决蛋白质二级结构元素的范围之内。对模拟和真实数据集的分析用于说明遇到的问题和可能的解决方案。所开发的策略用于解析两种形式的小热激蛋白(Hsp26)的结构,它们的直径和亚基堆积略有不同。

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