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一种用于识别冷冻电子显微镜数据中首选粒子取向的方法:模拟研究。

A measure for the identification of preferred particle orientations in cryo-electron microscopy data: A simulation study.

作者信息

Kojima Ryota, Yoshidome Takashi

机构信息

Department of Applied Physics, Graduate School of Engineering, Tohoku University, Sendai, Miyagi 980-8579, Japan.

出版信息

Biophys Physicobiol. 2021 Apr 16;18:96-107. doi: 10.2142/biophysico.bppb-v18.011. eCollection 2021.

Abstract

Cryo-electron microscopy (cryo-EM) is an important experimental technique for the structural analysis of biomolecules that are difficult or impossible to crystallize. The three-dimensional structure of a biomolecule can be reconstructed using two-dimensional electron-density maps, which are experimentally sampled via the electron beam irradiation of vitreous ice in which the target biomolecules are embedded. One assumption required for this reconstruction is that the orientation of the biomolecules in the vitreous ice is isotropic. However, this is not always the case and two-dimensional electron-density maps are often sampled using preferred biomolecular orientations, which can make reconstruction difficult or impossible. Compensation for under-represented views is computationally feasible for the reconstruction of three-dimensional electron density maps, but one must know whether or not there is any missing information in the sampled two-dimensional electron density maps. Thus, a measure to identify whether a cryo-EM data is obtained from the bio-molecules adopting preferred orientations is required. In the present study, we propose a measure for which the geometry of manifold projected onto a low-dimensional space is used. To show the usefulness of the measure, we perform simulations for cryo-EM experiment of a protein. It is found that the geometry of manifold projected onto a two-dimensional space for a protein adopting a preferred biomolecular orientation is significantly different from that for a protein adopting a uniform orientation. This result suggests that the geometry of manifold projected onto a low-dimensional space can be used for the measure for the identification that the biomolecules adopt preferred orientations.

摘要

冷冻电子显微镜(cryo-EM)是一种用于难以结晶或无法结晶的生物分子结构分析的重要实验技术。生物分子的三维结构可通过二维电子密度图进行重建,这些二维电子密度图是通过对嵌入目标生物分子的玻璃态冰进行电子束照射实验采样得到的。这种重建所需的一个假设是生物分子在玻璃态冰中的取向是各向同性的。然而,实际情况并非总是如此,二维电子密度图通常是使用生物分子的优先取向进行采样的,这可能会使重建变得困难甚至无法进行。对于三维电子密度图的重建,通过计算来补偿代表性不足的视图是可行的,但必须知道在采样的二维电子密度图中是否存在任何缺失信息。因此,需要一种措施来识别冷冻电镜数据是否是从采用优先取向的生物分子中获得的。在本研究中,我们提出了一种利用投影到低维空间的流形几何形状的措施。为了证明该措施的有效性,我们对一种蛋白质的冷冻电镜实验进行了模拟。结果发现,采用优先生物分子取向的蛋白质投影到二维空间的流形几何形状与采用均匀取向的蛋白质有显著差异。这一结果表明,投影到低维空间的流形几何形状可用于识别生物分子是否采用优先取向的措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bbde/8116199/b902a5856744/18_096-g001.jpg

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