Chemical Space: Big Data Challenge for Molecular Diversity

被引:44
作者
Awale, Mahendra [1 ]
Visini, Ricardo [1 ]
Probst, Daniel [1 ]
Arus-Pous, Josep [1 ]
Reymond, Jean-Louis [1 ]
机构
[1] Univ Bern, TransCure, NCCR, Dept Chem & Biochem, Freiestr 3, CH-3012 Bern, Switzerland
基金
瑞士国家科学基金会;
关键词
Chemical space; ORGANIC SMALL MOLECULES; VIRTUAL EXPLORATION; DATA VISUALIZATION; LARGE-SCALE; UNIVERSE; DISCOVERY; INHIBITORS; CHEMBL; IDENTIFICATION; CHEMISTRY;
D O I
10.2533/chimia.2017.661
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Chemical space describes all possible molecules as well as multi-dimensional conceptual spaces representing the structural diversity of these molecules. Part of this chemical space is available in public databases ranging from thousands to billions of compounds. Exploiting these databases for drug discovery represents a typical big data problem limited by computational power, data storage and data access capacity. Here we review recent developments of our laboratory, including progress in the chemical universe databases (GDB) and the fragment subset FDB-17, tools for ligand-based virtual screening by nearest neighbor searches, such as our multi-fingerprint browser for the ZINC database to select purchasable screening compounds, and their application to discover potent and selective inhibitors for calcium channel TRPV6 and Aurora A kinase, the polypharmacology browser (PPB) for predicting off-target effects, and finally interactive 3D-chemical space visualization using our online tools WebDrugCS and WebMolCS. All resources described in this paper are available for public use at www.gdb.unibe.ch.
引用
收藏
页码:661 / 666
页数:6
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