Department of Chemistry, Stanford University, Stanford, California 94305, USA.
J Am Chem Soc. 2010 Feb 10;132(5):1526-8. doi: 10.1021/ja9090353.
To date, the slowest-folding proteins folded ab initio by all-atom molecular dynamics simulations have had folding times in the range of nanoseconds to microseconds. We report simulations of several folding trajectories of NTL9(1-39), a protein which has a folding time of approximately 1.5 ms. Distributed molecular dynamics simulations in implicit solvent on GPU processors were used to generate ensembles of trajectories out to approximately 40 micros for several temperatures and starting states. At a temperature less than the melting point of the force field, we observe a small number of productive folding events, consistent with predictions from a model of parallel uncoupled two-state simulations. The posterior distribution of the folding rate predicted from the data agrees well with the experimental folding rate (approximately 640/s). Markov State Models (MSMs) built from the data show a gap in the implied time scales indicative of two-state folding and heterogeneous pathways connecting diffuse mesoscopic substates. Structural analysis of the 14 out of 2000 macrostates transited by the top 10 folding pathways reveals that native-like pairing between strands 1 and 2 only occurs for macrostates with p(fold) > 0.5, suggesting beta(12) hairpin formation may be rate-limiting. We believe that using simulation data such as these to seed adaptive resampling simulations will be a promising new method for achieving statistically converged descriptions of folding landscapes at longer time scales than ever before.
迄今为止,通过全原子分子动力学模拟从头折叠的最慢折叠蛋白质的折叠时间范围在纳秒到微秒之间。我们报告了对 NTL9(1-39)的几种折叠轨迹的模拟,该蛋白质的折叠时间约为 1.5 毫秒。在 GPU 处理器的隐式溶剂中进行分布式分子动力学模拟,以在几种温度和起始状态下生成长达约 40 微秒的轨迹集合。在低于力场熔点的温度下,我们观察到少量有生产性的折叠事件,这与平行非耦合两态模拟模型的预测一致。从数据中预测的折叠速率的后验分布与实验折叠速率(约 640/s)非常吻合。从数据中构建的马尔可夫状态模型 (MSM) 显示出隐含时间尺度上的差距,表明存在两态折叠和连接弥散介观亚稳态的异质途径。对前 10 条折叠途径中 2000 个宏状态中的 14 个进行结构分析表明,只有在 p(fold)>0.5 的宏状态中,1 号和 2 号链之间才会出现类似天然的配对,这表明β(12)发夹形成可能是限速步骤。我们相信,使用此类模拟数据来播种自适应重采样模拟将是一种很有前途的新方法,可以在比以往更长的时间尺度上实现折叠景观的统计收敛描述。