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从蛋白质坐标数据推断二级结构的最小信息长度。

Minimum message length inference of secondary structure from protein coordinate data.

机构信息

Clayton School of Information Technology, Monash University, Clayton VIC 3800, Australia.

出版信息

Bioinformatics. 2012 Jun 15;28(12):i97-105. doi: 10.1093/bioinformatics/bts223.

Abstract

MOTIVATION

Secondary structure underpins the folding pattern and architecture of most proteins. Accurate assignment of the secondary structure elements is therefore an important problem. Although many approximate solutions of the secondary structure assignment problem exist, the statement of the problem has resisted a consistent and mathematically rigorous definition. A variety of comparative studies have highlighted major disagreements in the way the available methods define and assign secondary structure to coordinate data.

RESULTS

We report a new method to infer secondary structure based on the Bayesian method of minimum message length inference. It treats assignments of secondary structure as hypotheses that explain the given coordinate data. The method seeks to maximize the joint probability of a hypothesis and the data. There is a natural null hypothesis and any assignment that cannot better it is unacceptable. We developed a program SST based on this approach and compared it with popular programs, such as DSSP and STRIDE among others. Our evaluation suggests that SST gives reliable assignments even on low-resolution structures.

AVAILABILITY

http://www.csse.monash.edu.au/~karun/sst.

摘要

动机

二级结构是大多数蛋白质折叠模式和结构的基础。因此,准确地分配二级结构元素是一个重要的问题。尽管存在许多二级结构分配问题的近似解决方案,但该问题的表述一直抵制一致和数学上严格的定义。各种比较研究突出了现有方法在定义和分配二级结构以协调数据方面的主要分歧。

结果

我们报告了一种新的基于贝叶斯最小信息长度推理方法推断二级结构的方法。它将二级结构的分配视为解释给定坐标数据的假设。该方法旨在最大化假设和数据的联合概率。存在一个自然的零假设,任何不能更好地解释数据的假设都是不可接受的。我们基于此方法开发了一个名为 SST 的程序,并将其与流行的程序(如 DSSP 和 STRIDE 等)进行了比较。我们的评估表明,即使在低分辨率结构上,SST 也能给出可靠的分配。

可用性

http://www.csse.monash.edu.au/~karun/sst.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aba2/3371855/5e5c5df36c5a/bts223f1.jpg

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