iSSB, Institute of Systems and Synthetic Biology, University of Evry, Evry, France.
Bioinformatics. 2010 Aug 15;26(16):2012-9. doi: 10.1093/bioinformatics/btq317. Epub 2010 Jun 15.
Enzyme promiscuity, a property with practical applications in biotechnology and synthetic biology, has been related to the evolvability of enzymes. At the molecular level, several structural mechanisms have been linked to enzyme promiscuity in enzyme families. However, it is at present unclear to what extent these observations can be generalized. Here, we introduce for the first time a method for predicting catalytic and substrate promiscuity using a graph-based representation known as molecular signature.
Our method, which has an accuracy of 85% for the non-redundant KEGG database, is also a powerful analytical tool for characterizing structural determinants of protein promiscuity. Namely, we found that signatures with higher contribution to the prediction of promiscuity are uniformly distributed in the protein structure of promiscuous enzymes. In contrast, those signatures that act as promiscuity determinants are significantly depleted around non-promiscuous catalytic sites. In addition, we present the study of the enolase and aminotransferase superfamilies as illustrative examples of characterization of promiscuous enzymes within a superfamily and achievement of enzyme promiscuity by protein reverse engineering. Recognizing the role of enzyme promiscuity in the process of natural evolution of enzymatic function can provide useful hints in the design of directed evolution experiments. We have developed a method with potential applications in the guided discovery and enhancement of latent catalytic capabilities surviving in modern enzymes.
酶的多功能性,在生物技术和合成生物学中有实际应用,与酶的进化能力有关。在分子水平上,已经有几种结构机制与酶家族中的酶多功能性有关。然而,目前尚不清楚这些观察结果在多大程度上可以推广。在这里,我们首次引入了一种使用基于图的表示法(称为分子特征)来预测催化和底物多功能性的方法。
我们的方法对非冗余 KEGG 数据库的准确率为 85%,也是一种用于描述蛋白质多功能性结构决定因素的强大分析工具。也就是说,我们发现,对预测多功能性贡献较高的特征在多功能酶的蛋白质结构中均匀分布。相比之下,那些作为多功能性决定因素的特征在非多功能催化位点周围明显耗尽。此外,我们还研究了烯醇酶和氨基转移酶超家族,作为在超家族中对多功能酶进行特征描述和通过蛋白质反向工程实现酶多功能性的示例。认识到酶多功能性在酶功能自然进化过程中的作用,可以为定向进化实验的设计提供有用的提示。我们已经开发了一种具有潜在应用价值的方法,可以在指导发现和增强现代酶中存在的潜在催化能力。