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ELASPIC web-server: proteome-wide structure-based prediction of mutation effects on protein stability and binding affinity

机译:ELASPIC Web服务器:基于蛋白质组的结构预测突变对蛋白质稳定性和结合亲和力的影响

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摘要

A Summary: ELASPIC is a novel ensemble machine-learning approach that predicts the effects of mutations on protein folding and protein-protein interactions. Here, we present the ELASPIC web-server, which makes the ELASPIC pipeline available through a fast and intuitive interface. The web-server can be used to evaluate the effect of mutations on any protein in the Uniprot database, and allows all predicted results, including modeled wild-type and mutated structures, to be managed and viewed online and downloaded if needed. It is backed by a database which contains improved structural domain definitions, and a list of curated domain-domain interactions for all known proteins, as well as homology models of domains and domain-domain interactions for the human proteome. Homology models for proteins of other organisms are calculated on the fly, and mutations are evaluated within minutes once the homology model is available.
机译:简介:ELASPIC是一种新颖的集成机器学习方法,可以预测突变对蛋白质折叠和蛋白质-蛋白质相互作用的影响。在这里,我们介绍了ELASPIC Web服务器,该服务器通过快速直观的界面使ELASPIC管道可用。网络服务器可用于评估突变对Uniprot数据库中任何蛋白质的影响,并允许对所有预测结果(包括建模的野生型和突变结构)进行在线管理和查看,并在需要时进行下载。它由一个数据库支持,该数据库包含改进的结构域定义,所有已知蛋白质的精选域-域相互作用列表以及人类蛋白质组的域同源性模型和域-域相互作用。可以即时计算其他生物的蛋白质的同源性模型,一旦获得同源性模型,即可在几分钟内评估突变。

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