Ollikainen Noah, Smith Colin A, Fraser James S, Kortemme Tanja
Graduate Program in Bioinformatics, University of California San Francisco, San Francisco, California, USA.
Methods Enzymol. 2013;523:61-85. doi: 10.1016/B978-0-12-394292-0.00004-7.
Sampling alternative conformations is key to understanding how proteins work and engineering them for new functions. However, accurately characterizing and modeling protein conformational ensembles remain experimentally and computationally challenging. These challenges must be met before protein conformational heterogeneity can be exploited in protein engineering and design. Here, as a stepping stone, we describe methods to detect alternative conformations in proteins and strategies to model these near-native conformational changes based on backrub-type Monte Carlo moves in Rosetta. We illustrate how Rosetta simulations that apply backrub moves improve modeling of point mutant side-chain conformations, native side-chain conformational heterogeneity, functional conformational changes, tolerated sequence space, protein interaction specificity, and amino acid covariation across protein-protein interfaces. We include relevant Rosetta command lines and RosettaScripts to encourage the application of these types of simulations to other systems. Our work highlights that critical scoring and sampling improvements will be necessary to approximate conformational landscapes. Challenges for the future development of these methods include modeling conformational changes that propagate away from designed mutation sites and modulating backbone flexibility to predictively design functionally important conformational heterogeneity.
对蛋白质的不同构象进行采样是理解蛋白质如何发挥功能以及对其进行工程改造以实现新功能的关键。然而,准确地表征和模拟蛋白质构象集合在实验和计算方面仍然具有挑战性。在蛋白质工程和设计中利用蛋白质构象异质性之前,必须应对这些挑战。在此,作为一块垫脚石,我们描述了检测蛋白质中不同构象的方法以及基于Rosetta中类似回搓的蒙特卡罗移动对这些近天然构象变化进行建模的策略。我们展示了应用回搓移动的Rosetta模拟如何改进点突变侧链构象、天然侧链构象异质性、功能构象变化、可耐受序列空间、蛋白质相互作用特异性以及蛋白质-蛋白质界面上氨基酸共变的建模。我们提供了相关的Rosetta命令行和Rosetta脚本,以鼓励将这类模拟应用于其他系统。我们的工作强调,为了近似构象景观,关键的评分和采样改进将是必要的。这些方法未来发展面临的挑战包括对远离设计突变位点传播的构象变化进行建模以及调节主链灵活性以预测性地设计功能上重要的构象异质性。