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ShiftCrypt:一个通过 NMR 化学位移值理解和生物物理对齐蛋白质的网络服务器。

ShiftCrypt: a web server to understand and biophysically align proteins through their NMR chemical shift values.

机构信息

Interuniversity Institute of Bioinformatics in Brussels, ULB-VUB, Triomflaan, Brussels 1050, Belgium.

Switch Laboratory, VIB, Leuven, Belgium.

出版信息

Nucleic Acids Res. 2020 Jul 2;48(W1):W36-W40. doi: 10.1093/nar/gkaa391.

Abstract

Nuclear magnetic resonance (NMR) spectroscopy data provides valuable information on the behaviour of proteins in solution. The primary data to determine when studying proteins are the per-atom NMR chemical shifts, which reflect the local environment of atoms and provide insights into amino acid residue dynamics and conformation. Within an amino acid residue, chemical shifts present multi-dimensional and complexly cross-correlated information, making them difficult to analyse. The ShiftCrypt method, based on neural network auto-encoder architecture, compresses the per-amino acid chemical shift information in a single, interpretable, amino acid-type independent value that reflects the biophysical state of a residue. We here present the ShiftCrypt web server, which makes the method readily available. The server accepts chemical shifts input files in the NMR Exchange Format (NEF) or NMR-STAR format, executes ShiftCrypt and visualises the results, which are also accessible via an API. It also enables the "biophysically-based" pairwise alignment of two proteins based on their ShiftCrypt values. This approach uses Dynamic Time Warping and can optionally include their amino acid code information, and has applications in, for example, the alignment of disordered regions. The server uses a token-based system to ensure the anonymity of the users and results. The web server is available at www.bio2byte.be/shiftcrypt.

摘要

核磁共振(NMR)波谱数据分析为溶液中蛋白质的行为提供了有价值的信息。在研究蛋白质时,主要的数据是每个原子的 NMR 化学位移,它反映了原子的局部环境,并提供了有关氨基酸残基动态和构象的见解。在氨基酸残基内,化学位移呈现出多维且复杂的交叉相关信息,因此难以分析。基于神经网络自动编码器架构的 ShiftCrypt 方法,将每个氨基酸的化学位移信息压缩为一个单一的、可解释的、与氨基酸类型无关的值,反映残基的生物物理状态。我们在此介绍 ShiftCrypt 网络服务器,它使该方法易于使用。该服务器接受 NMR 交换格式(NEF)或 NMR-STAR 格式的化学位移输入文件,执行 ShiftCrypt 并可视化结果,也可以通过 API 访问这些结果。它还可以根据 ShiftCrypt 值对两个蛋白质进行基于生物物理的两两比对。这种方法使用动态时间规整,并可选择包括它们的氨基酸代码信息,可应用于例如无序区域的比对。该服务器使用基于令牌的系统来确保用户和结果的匿名性。该网络服务器可在 www.bio2byte.be/shiftcrypt 上获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7c22/7319548/50787caf932b/gkaa391fig1.jpg

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