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Quantifying protein modularity and evolvability: A comparison of different techniques

机译:定量蛋白质模块性和进化性:不同技术的比较

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摘要

Modularity increases evolvability by reducing constraints on adaptation and by allowing preexisting parts to function in new contexts for novel uses. Protein evolution provides an excellent context to study the causes and consequences of biological modularity. In order to address such questions, however, an index for protein modularity is necessary. This paper proposes a simple index for protein modularity-" module density" -which is the number of evolutionarily independent modules that compose a protein divided by the number of amino acids in the protein. The decomposition of proteins into constituent modules can be accomplished by either of two classes of methods. The first class of methods relies on " suppositional" criteria to assign amino acids to modules, whereas the second class of methods relies on " coevolutionary" criteria for this task. One simple and practical method from the first class consists of approximating the number of modules in a protein as the number of regular secondary structure elements(i.e., helices and sheets). Methods based on coevolutionary criteria require more elaborate data, but they have the advantage of being able to specify modules without prior assumptions about why they exist. Given the increasing availability of datasets sampling protein mutational spectra(e.g., from comparative genomics, experimental evolution, and computational prediction), methods based on coevolutionary criteria will likely become more promising in the near future. The ability to meaningfully quantify protein modularity via simple indices has the potential to aid future efforts to understand protein evolutionary rate determinants, improve molecular evolution models and engineer novel proteins.
机译:模块化通过减少对适应性的限制并允许预先存在的部件在新的环境中发挥新颖的功能,从而提高了可扩展性。蛋白质进化为研究生物模块化的原因和后果提供了一个极好的环境。然而,为了解决这些问题,蛋白质模块化的指标是必要的。本文提出了蛋白质模块性的简单指标-“模块密度”-组成蛋白质的进化独立模块数除以蛋白质中的氨基酸数。蛋白质分解成组成模块可以通过两类方法之一完成。第一类方法依靠“假定”标准为模块分配氨基酸,而第二类方法则依靠“协同进化”标准完成该任务。第一类的一种简单实用的方法是将蛋白质中模块的数量近似为规则的二级结构元素(即,螺旋和薄片)的数量。基于协同进化标准的方法需要更详尽的数据,但是它们的优点是无需事先假设其存在就能指定模块。鉴于采样蛋白质突变谱的数据集的可用性不断提高(例如,来自比较基因组学,实验进化和计算预测),基于协同进化标准的方法在不久的将来可能会变得更有希望。通过简单的指标有意义地量化蛋白质模块性的能力有可能有助于将来进一步努力,以了解蛋白质进化速率决定因素,改善分子进化模型和设计新型蛋白质。

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