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本文引用的文献

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Probing a continuum of macro-molecular assembly models with graph templates of complexes.用复合物的图模板探测大分子组装模型的连续统。
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Crystal structure of an RNA-bound 11-subunit eukaryotic exosome complex.RNA 结合的 11 亚基真核核酶体复合物的晶体结构。
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Preconfiguration of the antigen-binding site during affinity maturation of a broadly neutralizing influenza virus antibody.在广谱中和流感病毒抗体亲和力成熟过程中抗原结合位点的预构象。
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High-sensitivity Orbitrap mass analysis of intact macromolecular assemblies.高灵敏度轨道阱质谱分析完整的大分子组装体。
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Mapping the structural topology of the yeast 19S proteasomal regulatory particle using chemical cross-linking and probabilistic modeling.利用化学交联和概率建模绘制酵母 19S 蛋白酶体调节颗粒的结构拓扑图。
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Molecular architecture of the 26S proteasome holocomplex determined by an integrative approach.采用综合方法测定 26S 蛋白酶体全复合物的分子结构。
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Assigning confidence scores to protein-protein interactions.为蛋白质-蛋白质相互作用分配置信度分数。
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通过解决最小权重连通性推断(MWC)问题来揭示大分子组装体中的接触情况。

Unveiling Contacts within Macromolecular Assemblies by Solving Minimum Weight Connectivity Inference (MWC) Problems.

作者信息

Agarwal Deepesh, Caillouet Christelle, Coudert David, Cazals Frederic

机构信息

From the ‖Inria Sophia-Antipolis (Algorithms-Biology-Structure), 06902 Sophia Antipolis, France;

‡Univ. Nice Sophia Antipolis, CNRS, I3S, UMR 7271, 06900 Sophia Antipolis, France; §Inria Sophia Antipolis (COATI), 06902 Sophia Antipolis, France.

出版信息

Mol Cell Proteomics. 2015 Aug;14(8):2274-84. doi: 10.1074/mcp.M114.047779. Epub 2015 Apr 7.

DOI:10.1074/mcp.M114.047779
PMID:25850436
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4528252/
Abstract

Consider a set of oligomers listing the subunits involved in subcomplexes of a macromolecular assembly, obtained e.g. using native mass spectrometry or affinity purification. Given these oligomers, connectivity inference (CI) consists of finding the most plausible contacts between these subunits, and minimum connectivity inference (MCI) is the variant consisting of finding a set of contacts of smallest cardinality. MCI problems avoid speculating on the total number of contacts but yield a subset of all contacts and do not allow exploiting a priori information on the likelihood of individual contacts. In this context, we present two novel algorithms, MILP-W and MILP-WB. The former solves the minimum weight connectivity inference (MWCI), an optimization problem whose criterion mixes the number of contacts and their likelihood. The latter uses the former in a bootstrap fashion to improve the sensitivity and the specificity of solution sets.Experiments on three systems (yeast exosome, yeast proteasome lid, human eIF3), for which reference contacts are known (crystal structure, cryo electron microscopy, cross-linking), show that our algorithms predict contacts with high specificity and sensitivity, yielding a very significant improvement over previous work, typically a twofold increase in sensitivity.The software accompanying this paper is made available and should prove of ubiquitous interest whenever connectivity inference from oligomers is faced.

摘要

考虑一组列出参与大分子组装亚复合物的亚基的寡聚物,例如通过使用原生质谱法或亲和纯化获得。给定这些寡聚物,连通性推断(CI)包括找到这些亚基之间最合理的接触,而最小连通性推断(MCI)是由找到一组基数最小的接触组成的变体。MCI问题避免推测接触的总数,但会产生所有接触的一个子集,并且不允许利用关于单个接触可能性的先验信息。在此背景下,我们提出了两种新颖的算法,即MILP-W和MILP-WB。前者解决最小权重连通性推断(MWCI),这是一个优化问题,其标准混合了接触的数量及其可能性。后者以自举方式使用前者来提高解集的敏感性和特异性。在三个已知参考接触(晶体结构、冷冻电子显微镜、交联)的系统(酵母外泌体、酵母蛋白酶体盖子、人eIF3)上进行的实验表明,我们的算法能够以高特异性和敏感性预测接触,比以前的工作有非常显著的改进,通常敏感性提高两倍。本文附带的软件可供使用,并且每当面临从寡聚物进行连通性推断时,应该会引起广泛关注。