Chen Changjun
Biomolecular Physics and Modeling Group, School of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China.
PLoS One. 2017 May 18;12(5):e0177740. doi: 10.1371/journal.pone.0177740. eCollection 2017.
In a reaction, determination of an optimal path with a high reaction rate (or a low free energy barrier) is important for the study of the reaction mechanism. This is a complicated problem that involves lots of degrees of freedom. For simple models, one can build an initial path in the collective variable space by the interpolation method first and then update the whole path constantly in the optimization. However, such interpolation method could be risky in the high dimensional space for large molecules. On the path, steric clashes between neighboring atoms could cause extremely high energy barriers and thus fail the optimization. Moreover, performing simulations for all the snapshots on the path is also time-consuming. In this paper, we build and optimize the path by a growing method on the free energy surface. The method grows a path from the reactant and extends its length in the collective variable space step by step. The growing direction is determined by both the free energy gradient at the end of the path and the direction vector pointing at the product. With fewer snapshots on the path, this strategy can let the path avoid the high energy states in the growing process and save the precious simulation time at each iteration step. Applications show that the presented method is efficient enough to produce optimal paths on either the two-dimensional or the twelve-dimensional free energy surfaces of different small molecules.
在一个反应中,确定具有高反应速率(或低自由能垒)的最优路径对于反应机理的研究很重要。这是一个涉及大量自由度的复杂问题。对于简单模型,可以首先通过插值方法在集体变量空间中构建初始路径,然后在优化过程中不断更新整个路径。然而,对于大分子,这种插值方法在高维空间中可能存在风险。在路径上,相邻原子之间的空间冲突可能导致极高的能垒,从而使优化失败。此外,对路径上的所有快照进行模拟也很耗时。在本文中,我们通过在自由能面上的生长方法来构建和优化路径。该方法从反应物开始生长路径,并在集体变量空间中逐步延长其长度。生长方向由路径末端的自由能梯度和指向产物的方向向量共同确定。由于路径上的快照较少,该策略可以使路径在生长过程中避开高能态,并在每次迭代步骤中节省宝贵的模拟时间。应用表明,所提出的方法足够有效,能够在不同小分子的二维或十二维自由能面上生成最优路径。