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从低分辨率蛋白质密度图中推导螺旋骨架的拓扑结构和序列比对。

Deriving topology and sequence alignment for the helix skeleton in low-resolution protein density maps.

作者信息

Lu Yonggang, He Jing, Strauss Charlie E M

机构信息

Department of Computer Science, New Mexico State University, Las Cruces, NM 88003, USA.

出版信息

J Bioinform Comput Biol. 2008 Feb;6(1):183-201. doi: 10.1142/s0219720008003357.

Abstract

Cryoelectron microscopy (cryoEM) is an experimental technique to determine the three-dimensional (3D) structure of large protein complexes. Currently, this technique is able to generate protein density maps at 6-9 A resolution, at which the skeleton of the structure (which is composed of alpha-helices and beta-sheets) can be visualized. As a step towards predicting the entire backbone of the protein from the protein density map, we developed a method to predict the topology and sequence alignment for the skeleton helices. Our method combines the geometrical information of the skeleton helices with the Rosetta ab initio structure prediction method to derive a consensus topology and sequence alignment for the skeleton helices. We tested the method with 60 proteins. For 45 proteins, the majority of the skeleton helices were assigned a correct topology from one of our top ten predictions. The offsets of the alignment for most of the assigned helices were within +/-2 amino acids in the sequence. We also analyzed the use of the skeleton helices as a clustering tool for the decoy structures generated by Rosetta. Our comparison suggests that the topology clustering is a better method than a general overlap clustering method to enrich the ranking of decoys, particularly when the decoy pool is small.

摘要

冷冻电子显微镜(cryoEM)是一种用于确定大型蛋白质复合物三维(3D)结构的实验技术。目前,该技术能够生成分辨率为6-9埃的蛋白质密度图,在此分辨率下可以可视化结构的骨架(由α螺旋和β折叠组成)。作为从蛋白质密度图预测蛋白质整个主链的第一步,我们开发了一种方法来预测骨架螺旋的拓扑结构和序列比对。我们的方法将骨架螺旋的几何信息与Rosetta从头算结构预测方法相结合,以得出骨架螺旋的一致拓扑结构和序列比对。我们用60种蛋白质测试了该方法。对于45种蛋白质,大部分骨架螺旋从我们的前十种预测中被赋予了正确的拓扑结构。大多数被赋予的螺旋在序列中的比对偏移在+/-2个氨基酸范围内。我们还分析了将骨架螺旋用作Rosetta生成的诱饵结构的聚类工具的情况。我们的比较表明,拓扑聚类是一种比一般重叠聚类方法更好的方法,可用于丰富诱饵的排名,特别是当诱饵库较小时。

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