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PEM拟合器:一种验证蛋白质候选模型的粗粒度方法。

PEM-fitter: A Coarse-Grained Method to Validate Protein Candidate Models.

作者信息

Al Nasr Kamal, Jones Christopher, Yousef Feras, Jebril Ruba

机构信息

1 Department of Computer Science, Tennessee State University , Nashville, Tennessee.

2 Department of Mathematics, The University of Jordan , Amman, Jordan .

出版信息

J Comput Biol. 2018 Jan;25(1):21-32. doi: 10.1089/cmb.2017.0191. Epub 2017 Nov 15.

Abstract

The volumetric images produced by Cryo-Electron Microscopy (cryo-EM) technique are used to model macromolecular assemblies and machines. De novo protein modeling uses these images to computationally model the structure of the molecules. Many candidate conformations are usually generated during the intermediate step. Conventionally, each of these candidates is evaluated by time-consuming approaches such as potential energy. We introduce an initial version of a geometrical screening method that uses the skeleton of the cryo-EM images to evaluate candidate structures. The aim of this method is to reduce the number of native-like candidate conformations and, therefore, reduce the time required for structural evaluation by energy calculations. A test of two datasets was performed. The first dataset contains 10 proteins and shows that our method can successfully detect the correct native structure for the given skeleton among a set of different protein structures. The second dataset contains 12 proteins and shows that our method can filter slightly modified decoy conformations of the same protein. The efficiency of the method is also reported.

摘要

冷冻电子显微镜(cryo-EM)技术产生的体积图像用于对大分子组装体和机器进行建模。从头蛋白质建模利用这些图像通过计算来模拟分子的结构。在中间步骤通常会生成许多候选构象。传统上,这些候选构象中的每一个都通过诸如势能等耗时的方法进行评估。我们引入了一种几何筛选方法的初始版本,该方法利用冷冻电子显微镜图像的骨架来评估候选结构。此方法的目的是减少类似天然的候选构象的数量,从而减少通过能量计算进行结构评估所需的时间。对两个数据集进行了测试。第一个数据集包含10种蛋白质,结果表明我们的方法能够在一组不同的蛋白质结构中成功检测出给定骨架的正确天然结构。第二个数据集包含12种蛋白质,结果表明我们的方法能够筛选出同一蛋白质的轻微修饰的诱饵构象。还报告了该方法的效率。

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