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灵活拓扑结构:连续化学空间的动态模型

Flexible Topology: A Dynamic Model of a Continuous Chemical Space.

作者信息

Donyapour Nazanin, Fathi Niazi Fatemeh, Roussey Nicole M, Bose Samik, Dickson Alex

机构信息

Department of Computational Mathematics, Science & Engineering, Michigan State University, East Lansing, Michigan 48824, United States.

Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States.

出版信息

J Chem Theory Comput. 2023 Aug 8;19(15):5088-5098. doi: 10.1021/acs.jctc.3c00409. Epub 2023 Jul 24.

Abstract

Ligand design problems involve searching chemical space for a molecule with a set of desired properties. As chemical space is discrete, this search must be conducted in a pointwise manner, separately investigating one molecule at a time, which can be inefficient. We propose a method called "Flexible Topology", where a ligand is composed of a set of shapeshifting "ghost" atoms, whose atomic identities and connectivity can dynamically change over the course of a simulation. Ghost atoms are guided toward their target positions using a translation-, rotation-, and index-invariant restraint potential. This is the first step toward a continuous model of chemical space, where a dynamic simulation can move from one molecule to another by following gradients of a potential energy function. This builds on a substantial history of alchemy in the field of molecular dynamics simulation, including the Lambda dynamics method developed by Brooks and co-workers [X. Kong and C.L. Brooks III, J. Chem. Phys. 105, 2414 (1996)], but takes it to an extreme by associating a set of four dynamical attributes with each shapeshifting ghost atom that control not only its presence but also its atomic identity. Here, we outline the theoretical details of this method, its implementation using the OpenMM simulation package, and some preliminary studies of ghost particle assembly simulations in vacuum. We examine a set of 10 small molecules, ranging in size from 6 to 50 atoms, and show that Flexible Topology is able to consistently assemble all of these molecules to high accuracy, beginning from randomly initialized positions and attributes.

摘要

配体设计问题涉及在化学空间中搜索具有一组期望属性的分子。由于化学空间是离散的,这种搜索必须逐点进行,一次分别研究一个分子,这可能效率低下。我们提出了一种名为“灵活拓扑”的方法,其中配体由一组可变形的“幽灵”原子组成,其原子身份和连接性在模拟过程中可以动态变化。幽灵原子使用平移、旋转和索引不变的约束势被引导至其目标位置。这是迈向化学空间连续模型的第一步,在该模型中,动态模拟可以通过遵循势能函数的梯度从一个分子移动到另一个分子。这建立在分子动力学模拟领域丰富的炼金术历史基础之上,包括布鲁克斯及其同事开发的拉姆达动力学方法[X. 孔和C.L. 布鲁克斯三世,《化学物理杂志》105, 2414 (1996)],但通过为每个可变形幽灵原子关联一组四个动态属性将其发挥到了极致,这些属性不仅控制其存在,还控制其原子身份。在此,我们概述了该方法的理论细节、使用OpenMM模拟包的实现,以及在真空中进行的幽灵粒子组装模拟的一些初步研究。我们研究了一组10个小分子,大小从6到50个原子不等,并表明灵活拓扑能够从随机初始化的位置和属性开始,始终如一地将所有这些分子高精度地组装起来。

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