SMIfp (SMILES fingerprint) Chemical Space for Virtual Screening and Visualization of Large Databases of Organic Molecules

被引:48
作者
Schwartz, Julian [1 ]
Awale, Mahendra [1 ]
Reymond, Jean-Louis [1 ]
机构
[1] Univ Bern, Dept Chem & Biochem, CH-3012 Bern, Switzerland
基金
瑞士国家科学基金会;
关键词
INFORMATION-SYSTEM; SCAFFOLD TREE; UNIVERSE; EXPLORATION; 2D; DESCRIPTORS; GENERATION; LIBRARIES; SEARCH; TOOLS;
D O I
10.1021/ci400206h
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
SMIfp (SMILES fingerprint) is defined here as a scalar fingerprint describing organic molecules by counting the occurrences of 34 different symbols in their SMILES strings, which creates a 34-dimensional chemical space. Ligand-based virtual screening using the city-block distance CBDSMIfp as similarity measure provides good AUC values and enrichment factors for recovering series of actives from the directory of useful decoys (DUD-E) and from ZINC. Drug Bank, ChEMBL, ZINC, Pub Chem, GDB-11, GDB-13, and GDB-17 can be searched by CBDSMIfp using an online SMIfp-browser at www.gdb.unibe.ch. Visualization of the SMIfp chemical space was performed by principal component analysis and color-coded maps of the (PC1, PC2)-planes, with interactive access to the molecules enabled by the Java application SMIfp-MAPPLET available from www.gdb.unibe.ch. These maps spread molecules according to their fraction of aromatic atoms, size and polarity. SMIfp provides a new and relevant entry to explore the small molecule chemical space.
引用
收藏
页码:1979 / 1989
页数:11
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