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A Blind Deconvolution Approach for Improving the Resolution of Cryo-EM Density Maps

机译:一种用于提高Cryo-EM密度图分辨率的盲反卷积方法

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Abstract Cryo-electron microscopy (cryo-EM) plays an increasingly prominent role in structure elucidation of macromolecular assemblies. Advances in experimental instrumentation and computational power have spawned numerous cryo-EM studies of large biomolecular complexes resulting in the reconstruction of three-dimensional density maps at intermediate and low resolution. In this resolution range, identification and interpretation of structural elements and modeling of biomolecular structure with atomic detail becomes problematic. In this article, we present a novel algorithm that enhances the resolution of intermediate- and low-resolution density maps. Our underlying assumption is to model the low-resolution density map as a blurred and possibly noise-corrupted version of an unknown high-resolution map that we seek to recover by deconvolution. By exploiting the nonnegativity of both the high-resolution map and blur kernel, we derive multiplicative updates reminiscent of those used in nonnegative matrix fac..." /> rel="meta" type="application/atom+xml" href="http://dx.doi.org/10.1089%2Fcmb.2010.0264" /> rel="meta" type="application/rdf+json" href="http://dx.doi.org/10.1089%2Fcmb.2010.0264" /> rel="meta" type="application/unixref+xml" href="http://dx.doi.org/10.1089%2Fcmb.2010.0264" /> 展开▼
机译:摘要低温电子显微镜(cryo-EM)在大分子组装体的结构阐明中起着越来越重要的作用。实验仪器和计算能力的进步催生了对大型生物分子复合物的众多冷冻EM研究,从而重建了中低分辨率的三维密度图。在这个分辨率范围内,结构元素的识别和解释以及具有原子细节的生物分子结构的建模变得成问题。在本文中,我们提出了一种新颖的算法,可增强中分辨率和低分辨率密度图的分辨率。我们的基本假设是将低分辨率密度图建模为未知高分辨率图的模糊且可能受到噪声破坏的版本,我们试图通过解卷积来对其进行恢复。通过利用高分辨率贴图和模糊内核的非负性,我们得到了乘法更新,使人想起了非负矩阵函数中使用的那些。...“ /> <元名称=” dc.Publisher“ content =”玛丽·安·利伯特,公司。140 Huguenot Street,3楼,新罗谢尔,纽约州10801美国“ /> <元名称=“ dc.Format” content =“文本/ HTML” /> <元名称=“ dc。标识符” scheme =“ publisher-id” content =“ 10.1089 / cmb。 2010.0264“ /> rel =“ meta” type =“ application / atom + xml“ href =” htt p://dx.doi.org/10.1089%2Fcmb.2010.0264“ /> rel =” meta“ type =” application / rdf + json“ href =” http://dx.doi.org/10.1089%2Fcmb .2010.0264“ /> rel =” meta“ type =” application / unixref + xml“ href =” http://dx.doi.org/10.1089%2Fcmb.2010.0264“ />

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