Fraccalvieri Domenico, Tiberti Matteo, Pandini Alessandro, Bonati Laura, Papaleo Elena
Department of Environmental Sciences, University of Milano-Bicocca, Milan, Italy.
Mol Biosyst. 2012 Oct;8(10):2680-91. doi: 10.1039/c2mb25192b.
Multiple comparison of the Molecular Dynamics (MD) trajectories of mutants in a cold-adapted α-amylase (AHA) could be used to elucidate functional features required to restore mesophilic-like activity. Unfortunately it is challenging to identify the different dynamic behaviors and correctly relate them to functional activity by routine analysis. We here employed a previously developed and robust two-stage approach that combines Self-Organising Maps (SOMs) and hierarchical clustering to compare conformational ensembles of proteins. Moreover, we designed a novel strategy to identify the specific mutations that more efficiently convert the dynamic signature of the psychrophilic enzyme (AHA) to that of the mesophilic counterpart (PPA). The SOM trained on AHA and its variants was used to classify a PPA MD ensemble and successfully highlighted the relationships between the flexibilities of the target enzyme and of the different mutants. Moreover the local features of the mutants that mostly influence their global flexibility in a mesophilic-like direction were detected. It turns out that mutations of the cold-adapted enzyme to hydrophobic and aromatic residues are the most effective in restoring the PPA dynamic features and could guide the design of more mesophilic-like mutants. In conclusion, our strategy can efficiently extract specific dynamic signatures related to function from multiple comparisons of MD conformational ensembles. Therefore, it can be a promising tool for protein engineering.
冷适应α-淀粉酶(AHA)突变体的分子动力学(MD)轨迹的多重比较可用于阐明恢复中温样活性所需的功能特征。不幸的是,通过常规分析来识别不同的动态行为并将它们与功能活性正确关联具有挑战性。我们在此采用了一种先前开发的、强大的两阶段方法,该方法结合了自组织映射(SOM)和层次聚类来比较蛋白质的构象集合。此外,我们设计了一种新颖的策略来识别能更有效地将嗜冷酶(AHA)的动态特征转变为中温对应物(PPA)动态特征的特定突变。在AHA及其变体上训练的SOM用于对PPA的MD集合进行分类,并成功突出了目标酶与不同突变体灵活性之间的关系。此外,还检测到了在类似中温方向上对其全局灵活性影响最大的突变体局部特征。结果表明,冷适应酶向疏水和芳香族残基的突变在恢复PPA动态特征方面最为有效,并可指导设计更类似中温的突变体。总之,我们的策略可以从MD构象集合的多重比较中有效地提取与功能相关的特定动态特征。因此,它可能是蛋白质工程的一个有前途的工具。