Exploration of Chemical Space by Molecular Morphing

D. Hoksza, D. Svozil
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引用次数: 3

Abstract

Many areas of chemical biology, such as drug discovery, rely heavily on chemical libraries offering compounds usable in the industrial processes. However, the "universe" containing all possible compounds, the so-called chemical space, is vast, and therefore, the libraries store only its representative parts. Thus, to explore the whole chemical space and to identify all its promising parts containing e.g., drug-like molecules computational methods have to be developed and employed. In this paper, we propose a method for traveling in the chemical space called Molpher. Given two molecules, Molpher is intended to find a sequence of related compounds, called path in the chemical space, leading from the starting molecule to the target one. The path is generated by iterative application of the so-called morphing operators corresponding to simple chemical operations such as adding or removing an atom or a bond. The molecules on the resulting path represent a focused library that can be used as a starting point for other experiments. We also propose a testbed for examining qualities of algorithms such as Molpher. The testbed is used to describe Molpher's qualities in terms of ability of finding a path in the space in the given time.
利用分子变形探索化学空间
化学生物学的许多领域,如药物发现,严重依赖化学文库提供可用于工业过程的化合物。然而,包含所有可能化合物的“宇宙”,即所谓的化学空间,是巨大的,因此,图书馆只存储其代表性的部分。因此,为了探索整个化学空间并确定其包含的所有有希望的部分,例如,药物分子,必须开发和使用计算方法。在本文中,我们提出了一种在化学空间中旅行的方法,称为Molpher。给定两个分子,Molpher打算找到一个相关化合物的序列,在化学空间中称为路径,从起始分子到目标分子。该路径是由所谓的变形算子的迭代应用生成的,这些变形算子对应于简单的化学操作,例如添加或删除原子或键。结果路径上的分子代表了一个集中的库,可以用作其他实验的起点。我们还提出了一个测试平台来检查算法的质量,如Molpher。测试平台用于描述Molpher在给定时间内在空间中找到路径的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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