Department of Statistics, University of Oxford, 1 South Parks Road, Oxford, OX1 3TG, UK.
Bioinformatics. 2011 Jul 1;27(13):i15-23. doi: 10.1093/bioinformatics/btr230.
Membrane proteins are both abundant and important in cells, but the small number of solved structures restricts our understanding of them. Here we consider whether membrane proteins undergo different substitutions from their soluble counterparts and whether these can be used to improve membrane protein alignments, and therefore improve prediction of their structure.
We construct substitution tables for different environments within membrane proteins. As data is scarce, we develop a general metric to assess the quality of these asymmetric tables. Membrane proteins show markedly different substitution preferences from soluble proteins. For example, substitution preferences in lipid tail-contacting parts of membrane proteins are found to be distinct from all environments in soluble proteins, including buried residues. A principal component analysis of the tables identifies the greatest variation in substitution preferences to be due to changes in hydrophobicity; the second largest variation relates to secondary structure. We demonstrate the use of our tables in pairwise sequence-to-structure alignments (also known as 'threading') of membrane proteins using the FUGUE alignment program. On average, in the 10-25% sequence identity range, alignments are improved by 28 correctly aligned residues compared with alignments made using FUGUE's default substitution tables. Our alignments also lead to improved structural models.
Substitution tables are available at: http://www.stats.ox.ac.uk/proteins/resources.
膜蛋白在细胞中既丰富又重要,但已解决结构的数量有限,限制了我们对它们的理解。在这里,我们考虑膜蛋白是否经历了与可溶性蛋白不同的取代,以及这些取代是否可以用于改进膜蛋白比对,从而提高对其结构的预测。
我们为膜蛋白内的不同环境构建了取代表。由于数据稀缺,我们开发了一种通用指标来评估这些非对称表的质量。膜蛋白显示出与可溶性蛋白明显不同的取代偏好。例如,在膜蛋白的脂质尾部接触部分的取代偏好与可溶性蛋白中的所有环境(包括埋藏残基)明显不同。对这些表的主成分分析表明,取代偏好的最大变化是由于疏水性的变化;其次大的变化与二级结构有关。我们使用 FUGUE 比对程序展示了我们在膜蛋白的成对序列到结构比对(也称为“序列比对”)中使用这些表的情况。平均而言,在 10-25%序列同一性范围内,与使用 FUGUE 默认替换表进行的比对相比,正确对齐的残基增加了 28 个。我们的比对还导致了改进的结构模型。
替换表可在以下网址获得:http://www.stats.ox.ac.uk/proteins/resources。