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DOI | 10.1186/s13321-015-0072-8 |
The Chemical Validation and Standardization Platform (CVSP): large-scale automated validation of chemical structure datasets | |
Karapetyan, Karen1; Batchelor, Colin; Sharpe, David; Tkachenko, Valery1; Williams, Antony J.1,2 | |
发表日期 | 2015-06-19 |
ISSN | 1758-2946 |
卷号 | 7 |
英文摘要 | Background: There are presently hundreds of online databases hosting millions of chemical compounds and associated data. As a result of the number of cheminformatics software tools that can be used to produce the data, subtle differences between the various cheminformatics platforms, as well as the naivety of the software users, there are a myriad of issues that can exist with chemical structure representations online. In order to help facilitate validation and standardization of chemical structure datasets from various sources we have delivered a freely available internet-based platform to the community for the processing of chemical compound datasets. Results: The chemical validation and standardization platform (CVSP) both validates and standardizes chemical structure representations according to sets of systematic rules. The chemical validation algorithms detect issues with submitted molecular representations using pre-defined or user-defined dictionary-based molecular patterns that are chemically suspicious or potentially requiring manual review. Each identified issue is assigned one of three levels of severity Information, Warning, and Error - in order to conveniently inform the user of the need to browse and review subsets of their data. The validation process includes validation of atoms and bonds (e.g., making aware of query atoms and bonds), valences, and stereo. The standard form of submission of collections of data, the SDF file, allows the user to map the data fields to predefined CVSP fields for the purpose of cross-validating associated SMILES and InChIs with the connection tables contained within the SDF file. This platform has been applied to the analysis of a large number of data sets prepared for deposition to our ChemSpider database and in preparation of data for the Open PHACTS project. In this work we review the results of the automated validation of the DrugBank dataset, a popular drug and drug target database utilized by the community, and ChEMBL 17 data set. CVSP web site is located at http://cvsp.chemspider.com/. Conclusion: A platform for the validation and standardization of chemical structure representations of various formats has been developed and made available to the community to assist and encourage the processing of chemical structure files to produce more homogeneous compound representations for exchange and interchange between online databases. While the CVSP platform is designed with flexibility inherent to the rules that can be used for processing the data we have produced a recommended rule set based on our own experiences with the large data sets such as DrugBank, ChEMBL, and data sets from ChemSpider. |
英文关键词 | Chemistry;Validation;cvsp |
语种 | 英语 |
WOS记录号 | WOS:000357558700001 |
来源期刊 | JOURNAL OF CHEMINFORMATICS
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来源机构 | 美国环保署 |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/56894 |
作者单位 | 1.US Off, Royal Soc Chem, Wake Forest, NC 27587 USA; 2.US EPA, Res Triangle Pk, NC 27711 USA |
推荐引用方式 GB/T 7714 | Karapetyan, Karen,Batchelor, Colin,Sharpe, David,et al. The Chemical Validation and Standardization Platform (CVSP): large-scale automated validation of chemical structure datasets[J]. 美国环保署,2015,7. |
APA | Karapetyan, Karen,Batchelor, Colin,Sharpe, David,Tkachenko, Valery,&Williams, Antony J..(2015).The Chemical Validation and Standardization Platform (CVSP): large-scale automated validation of chemical structure datasets.JOURNAL OF CHEMINFORMATICS,7. |
MLA | Karapetyan, Karen,et al."The Chemical Validation and Standardization Platform (CVSP): large-scale automated validation of chemical structure datasets".JOURNAL OF CHEMINFORMATICS 7(2015). |
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