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结构相似蛋白质中的缺口:迈向多重序列比对的改进

Gaps in structurally similar proteins: towards improvement of multiple sequence alignment.

作者信息

Wrabl James O, Grishin Nick V

机构信息

Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, Dallas, Texas 75390-9050, USA.

出版信息

Proteins. 2004 Jan 1;54(1):71-87. doi: 10.1002/prot.10508.

Abstract

An algorithm was developed to locally optimize gaps from the FSSP database. Over 2 million gaps were identified from all versus all FSSP structure comparisons, and datasets of non-identical gaps and flanking regions comprising between 90,000 and 135,000 sequence fragments were extracted for statistical analysis. Relative to background frequencies, gaps were enriched in residue types with small side chains and high turn propensity (D, G, N, P, S), and were depleted in residue types with hydrophobic side chains (C, F, I, L, V, W, Y). In contrast, regions flanking a gap exhibited opposite trends in amino acid frequencies, i.e., enrichment in hydrophobic residues and a high degree of secondary structure. Log-odds scores of residue type as a function of position in or around a gap were derived from the statistics. Three simple experiments demonstrated that these scores contained significant predictive information. First, regions where gaps were observed in single sequences taken from HOMSTRAD structure-based multiple sequence alignments generally scored higher than regions where gaps were not observed. Second, given the correct pairwise-aligned cores, the actual positions of gaps could be reproduced from sequence more accurately using the structurally-derived statistics than by using random pairwise alignments. Finally, revision of the Clustal-W residue-specific gap opening parameters with this new information improved the agreement of Clustal-W alignments with the structure-based alignments. At least three applications for these results are envisioned: improvement of gap penalties in pairwise (or multiple) sequence alignment, prediction of regions of single sequences likely (or unlikely) to contain indels, and more accurate placement of gaps in automated pairwise structure alignment.

摘要

开发了一种算法,用于从FSSP数据库中局部优化空位。通过对所有FSSP结构进行两两比较,识别出超过200万个空位,并提取了包含90,000至135,000个序列片段的非同一位点空位和侧翼区域数据集用于统计分析。相对于背景频率,空位在具有小侧链和高转角倾向的残基类型(D、G、N、P、S)中富集,而在具有疏水侧链的残基类型(C、F、I、L、V、W、Y)中缺失。相反,空位侧翼区域的氨基酸频率呈现相反趋势,即疏水残基富集且二级结构程度高。根据这些统计数据得出了残基类型作为空位内或周围位置函数的对数似然得分。三个简单实验表明,这些得分包含重要的预测信息。首先,从基于HOMSTRAD结构的多序列比对中获取的单序列中观察到空位的区域,其得分通常高于未观察到空位的区域。其次,在给定正确的两两比对核心的情况下,使用基于结构得出的统计数据比使用随机两两比对能更准确地从序列中重现空位的实际位置。最后,利用这些新信息对Clustal-W残基特异性空位开放参数进行修正,提高了Clustal-W比对与基于结构的比对的一致性。预计这些结果至少有三个应用:改进两两(或多序列)比对中的空位罚分、预测单序列中可能(或不太可能)包含插入缺失的区域,以及在自动两两结构比对中更准确地放置空位。

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