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Stylus: A System for Evolutionary Experimentation Based on a Protein/Proteome Model with Non-Arbitrary Functional Constraints

机译:手写笔:基于具有非任意功能约束的蛋白质/蛋白质组模型的进化实验系统

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摘要

The study of protein evolution is complicated by the vast size of protein sequence space, the huge number of possible protein folds, and the extraordinary complexity of the causal relationships between protein sequence, structure, and function. Much simpler model constructs may therefore provide an attractive complement to experimental studies in this area. Lattice models, which have long been useful in studies of protein folding, have found increasing use here. However, while these models incorporate actual sequences and structures (albeit non-biological ones), they incorporate no actual functions—relying instead on largely arbitrary structural criteria as a proxy for function. In view of the central importance of function to evolution, and the impossibility of incorporating real functional constraints without real function, it is important that protein-like models be developed around real structure–function relationships. Here we describe such a model and introduce open-source software that implements it. The model is based on the structure–function relationship in written language, where structures are two-dimensional ink paths and functions are the meanings that result when these paths form legible characters. To capture something like the hierarchical complexity of protein structure, we use the traditional characters of Chinese origin. Twenty coplanar vectors, encoded by base triplets, act like amino acids in building the character forms. This vector-world model captures many aspects of real proteins, including life-size sequences, a life-size structural repertoire, a realistic genetic code, secondary, tertiary, and quaternary structure, structural domains and motifs, operon-like genetic structures, and layered functional complexity up to a level resembling bacterial genomes and proteomes. Stylus is a full-featured implementation of the vector world for Unix systems. To demonstrate the utility of Stylus, we generated a sample set of homologous vector proteins by evolving successive lines from a single starting gene. These homologues show sequence and structure divergence resembling those of natural homologues in many respects, suggesting that the system may be sufficiently life-like for informative comparison to biology.
机译:蛋白质进化的研究由于蛋白质序列空间的巨大,可能的蛋白质折叠的数量以及蛋白质序列,结构和功能之间因果关系的异常复杂而变得复杂。因此,更简单的模型构造可能会为该领域的实验研究提供有吸引力的补充。长期以来一直用于蛋白质折叠研究的晶格模型在此已得到越来越多的使用。但是,尽管这些模型包含实际的序列和结构(尽管是非生物学的),但它们并未包含实际的功能-而是依靠很大程度上任意的结构标准来代替功能。鉴于功能对进化的中心重要性,以及不可能包含没有实际功能的实际功能约束的可能性,围绕真实的结构-功能关系开发类似蛋白质的模型非常重要。在这里,我们描述了这种模型,并介绍了实现该模型的开源软件。该模型基于书面语言中的结构-功能关系,其中结构是二维墨水路径,功能是当这些路径形成清晰字符时产生的含义。为了捕获类似蛋白质结构的层次结构复杂性的东西,我们使用了中国血统的传统字符。由碱基三联体编码的二十个共面向量在构建字符形式时像氨基酸一样起作用。此向量世界模型捕获了真实蛋白质的许多方面,包括真人大小的序列,真人大小的结构库,真实的遗传密码,二级,三级和四级结构,结构域和基序,操纵子样遗传结构以及将功能复杂性分层到类似于细菌基因组和蛋白质组的水平。手写笔是针对Unix系统的矢量世界的全功能实现。为了证明手写笔的实用性,我们通过从单个起始基因进化出连续的品系,生成了一组同源载体蛋白的样品。这些同源物在许多方面显示出与天然同源物相似的序列和结构差异,表明该系统对于与生物学的信息比较可能足够逼真。

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