Biomolecular Dynamics, Institute of Physics, University of Freiburg, 79104 Freiburg, Germany.
J Phys Chem Lett. 2023 Aug 10;14(31):6956-6967. doi: 10.1021/acs.jpclett.3c01561. Epub 2023 Jul 28.
Adopting a 300 μs long MD trajectory of the folding of villin headpiece (HP35) by D. E. Shaw Research, we recently constructed a Markov state model (MSM) based on inter-residue contacts. The model reproduces the folding time and predicts that the native basin and unfolded region consist of metastable substates that are structurally well-characterized. Recognizing the need to establish well-defined benchmark problems, we study to what extent and in what sense this MSM can be employed as a reference model. Hence, we test the robustness of the MSM by comparing it to models that use alternative combinations of features, dimensionality reduction methods, and clustering schemes. The study suggests some main characteristics of the folding of HP35 that should be reproduced by other competitive models. Moreover, the discussion reveals which parts of the MSM workflow matter most for the considered problem and illustrates the promises and pitfalls of state-based models for the interpretation of biomolecular simulations.
我们采用 D. E. Shaw Research 对 villin 头部片段(HP35)折叠的 300μs 长 MD 轨迹,最近构建了一个基于残基间相互作用的 Markov 状态模型(MSM)。该模型再现了折叠时间,并预测天然盆地和展开区域由结构上特征良好的亚稳定子状态组成。为了确定需要建立明确定义的基准问题,我们研究了在何种程度和意义上,该 MSM 可以用作参考模型。因此,我们通过将其与使用替代特征组合、降维方法和聚类方案的模型进行比较,来测试 MSM 的稳健性。该研究表明了 HP35 折叠的一些主要特征,这些特征应该由其他竞争模型再现。此外,讨论揭示了 MSM 工作流程中对所考虑问题最重要的部分,并说明了基于状态的模型在解释生物分子模拟方面的优缺点。