Chemoinformatics and chemical genomics: potential utility of in silico methods

被引:21
|
作者
Valerio, Luis G., Jr. [1 ]
Choudhuri, Supratim [2 ]
机构
[1] US FDA, Off Pharmaceut Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
[2] US FDA, Div Biotechnol & GRAS Notice Review, Off Food Addit Safety, Ctr Food Safety & Appl Nutr, Silver Spring, MD 20993 USA
关键词
in silico toxicology; in silico methods; informatics; QSAR; computational toxicology; drug safety; safety assessment; genotoxicity; cardiac safety; chemoinformatics; chemical genomics; chemical epigenomics; COMPUTATIONAL TOXICOLOGY; QSAR MODELS; MDL-QSAR; E-STATE; NEURAL-NETWORKS; TOXICITY; SELECTION; IDENTIFICATION; PREDICTION; MUTAGENS;
D O I
10.1002/jat.2804
中图分类号
R99 [毒物学(毒理学)];
学科分类号
100405 ;
摘要
Computational life sciences and informatics are inseparably intertwined and they lie at the heart of modern biology, predictive quantitative modeling and high-performance computing. Two of the applied biological disciplines that are poised to benefit from such progress are pharmacology and toxicology. This review will describe in silico chemoinformatics methods such as (quantitative) structureactivity relationship modeling and will overview how chemoinformatic technologies are considered in applied regulatory research. Given the post-genomics era and large-scale repositories of omics data that are available, this review will also address potential applications of in silico techniques in chemical genomics. Chemical genomics utilizes small molecules to explore the complex biological phenomena that may not be not amenable to straightforward genetic approach. The reader will gain the understanding that chemoinformatics stands at the interface of chemistry and biology with enabling systems for mapping, statistical modeling, pattern recognition, imaging and database tools. The great potential of these technologies to help address complex issues in the toxicological sciences is appreciated with the applied goal of the protection of public health. Published 2012. This article is a US Government work and is in the public domain in the USA.
引用
收藏
页码:880 / 889
页数:10
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