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通过错误发现率控制对冷冻电镜密度图进行阈值处理。

Thresholding of cryo-EM density maps by false discovery rate control.

作者信息

Beckers Maximilian, Jakobi Arjen J, Sachse Carsten

机构信息

Structural and Computational Biology Unit, European Molecular Biology Laboratory (EMBL), Meyerhofstrasse 1, 69117 Heidelberg, Germany.

Faculty of Biosciences, European Molecular Biology Laboratory (EMBL), Meyerhofstrasse 1, 69117 Heidelberg, Germany.

出版信息

IUCrJ. 2019 Jan 1;6(Pt 1):18-33. doi: 10.1107/S2052252518014434.

Abstract

Cryo-EM now commonly generates close-to-atomic resolution as well as intermediate resolution maps from macromolecules observed in isolation and . Interpreting these maps remains a challenging task owing to poor signal in the highest resolution shells and the necessity to select a threshold for density analysis. In order to facilitate this process, a statistical framework for the generation of confidence maps by multiple hypothesis testing and false discovery rate (FDR) control has been developed. In this way, three-dimensional confidence maps contain signal separated from background noise in the form of local detection rates of EM density values. It is demonstrated that confidence maps and FDR-based thresholding can be used for the interpretation of near-atomic resolution single-particle structures as well as lower resolution maps determined by subtomogram averaging. Confidence maps represent a conservative way of interpreting molecular structures owing to minimized noise. At the same time they provide a detection error with respect to background noise, which is associated with the density and is particularly beneficial for the interpretation of weaker cryo-EM densities in cases of conformational flexibility and lower occupancy of bound molecules and ions in the structure.

摘要

冷冻电镜现在通常能从分离观察到的大分子中生成接近原子分辨率以及中等分辨率的图谱。由于最高分辨率层中的信号较差以及需要为密度分析选择一个阈值,解读这些图谱仍然是一项具有挑战性的任务。为了促进这一过程,已经开发了一种通过多重假设检验和错误发现率(FDR)控制来生成置信图谱的统计框架。通过这种方式,三维置信图谱包含以EM密度值的局部检测率形式从背景噪声中分离出来的信号。结果表明,置信图谱和基于FDR的阈值化可用于解释近原子分辨率的单颗粒结构以及通过亚断层平均确定的较低分辨率图谱。由于噪声最小化,置信图谱代表了一种保守的分子结构解读方式。同时,它们提供了相对于背景噪声的检测误差,这与密度相关,并且在结构中结合分子和离子的构象灵活性较低和占有率较低的情况下,对于解释较弱的冷冻电镜密度特别有益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4a3/6327189/671828f3e0a6/m-06-00018-fig1.jpg

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