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从蛋白质晶体中自动评估四级结构。

Automated evaluation of quaternary structures from protein crystals.

机构信息

Laboratory of Biomolecular Research, Paul Scherrer Institute, Villigen, Switzerland.

National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, United States of America.

出版信息

PLoS Comput Biol. 2018 Apr 30;14(4):e1006104. doi: 10.1371/journal.pcbi.1006104. eCollection 2018 Apr.

Abstract

A correct assessment of the quaternary structure of proteins is a fundamental prerequisite to understanding their function, physico-chemical properties and mode of interaction with other proteins. Currently about 90% of structures in the Protein Data Bank are crystal structures, in which the correct quaternary structure is embedded in the crystal lattice among a number of crystal contacts. Computational methods are required to 1) classify all protein-protein contacts in crystal lattices as biologically relevant or crystal contacts and 2) provide an assessment of how the biologically relevant interfaces combine into a biological assembly. In our previous work we addressed the first problem with our EPPIC (Evolutionary Protein Protein Interface Classifier) method. Here, we present our solution to the second problem with a new method that combines the interface classification results with symmetry and topology considerations. The new algorithm enumerates all possible valid assemblies within the crystal using a graph representation of the lattice and predicts the most probable biological unit based on the pairwise interface scoring. Our method achieves 85% precision (ranging from 76% to 90% for different oligomeric types) on a new dataset of 1,481 biological assemblies with consensus of PDB annotations. Although almost the same precision is achieved by PISA, currently the most popular quaternary structure assignment method, we show that, due to the fundamentally different approach to the problem, the two methods are complementary and could be combined to improve biological assembly assignments. The software for the automatic assessment of protein assemblies (EPPIC version 3) has been made available through a web server at http://www.eppic-web.org.

摘要

正确评估蛋白质的四级结构是理解其功能、物理化学性质以及与其他蛋白质相互作用方式的基本前提。目前,蛋白质数据库中约有 90%的结构是晶体结构,其中正确的四级结构嵌入在晶格中的许多晶体接触中。需要计算方法来 1)将晶体晶格中的所有蛋白质-蛋白质接触分类为生物学相关或晶体接触,2)评估生物学相关界面如何组合成生物组装体。在我们之前的工作中,我们使用 EPPIC(进化蛋白质-蛋白质界面分类器)方法解决了第一个问题。在这里,我们通过一种新方法解决了第二个问题,该方法将界面分类结果与对称和拓扑考虑因素结合在一起。新算法使用晶格的图形表示枚举晶体中所有可能的有效组装体,并根据两两界面评分预测最可能的生物单元。我们的方法在一个新的数据集上实现了 85%的精度(对于不同的寡聚类型,精度范围从 76%到 90%),该数据集包含了 PDB 注释的共识。虽然目前最流行的四级结构分配方法 PISA 达到了几乎相同的精度,但我们表明,由于两种方法对问题的处理方式根本不同,因此它们是互补的,可以结合起来提高生物组装体的分配。自动评估蛋白质组装体的软件(EPPIC 版本 3)可通过 http://www.eppic-web.org 上的一个网络服务器获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc0d/5945228/7ac998d871d6/pcbi.1006104.g001.jpg

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