KNIME-CDK : Workflow-driven cheminformatics
KNIME-CDK : Workflow-driven cheminformatics
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2013
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Beisken, Stephan
Figueiredo, Luis F. de
Steinbeck, Christoph
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BMC Bioinformatics ; 14 (2013), 1. - 257. - eISSN 1471-2105
Abstract
Background
Cheminformaticians have to routinely process and analyse libraries of small molecules. Among other things, that includes the standardization of molecules, calculation of various descriptors, visualisation of molecular structures, and downstream analysis. For this purpose, scientific workflow platforms such as the Konstanz Information Miner can be used if provided with the right plug-in. A workflow-based cheminformatics tool provides the advantage of ease-of-use and interoperability between complementary cheminformatics packages within the same framework, hence facilitating the analysis process.
Results
KNIME-CDK comprises functions for molecule conversion to/from common formats, generation of signatures, fingerprints, and molecular properties. It is based on the Chemistry Development Toolkit and uses the Chemical Markup Language for persistence. A comparison with the cheminformatics plug-in RDKit shows that KNIME-CDK supports a similar range of chemical classes and adds new functionality to the framework. We describe the design and integration of the plug-in, and demonstrate the usage of the nodes on ChEBI, a library of small molecules of biological interest.
Conclusions
KNIME-CDK is an open-source plug-in for the Konstanz Information Miner, a free workflow platform. KNIME-CDK is build on top of the open-source Chemistry Development Toolkit and allows for efficient cross-vendor structural cheminformatics. Its ease-of-use and modularity enables researchers to automate routine tasks and data analysis, bringing complimentary cheminformatics functionality to the workflow environment.
Cheminformaticians have to routinely process and analyse libraries of small molecules. Among other things, that includes the standardization of molecules, calculation of various descriptors, visualisation of molecular structures, and downstream analysis. For this purpose, scientific workflow platforms such as the Konstanz Information Miner can be used if provided with the right plug-in. A workflow-based cheminformatics tool provides the advantage of ease-of-use and interoperability between complementary cheminformatics packages within the same framework, hence facilitating the analysis process.
Results
KNIME-CDK comprises functions for molecule conversion to/from common formats, generation of signatures, fingerprints, and molecular properties. It is based on the Chemistry Development Toolkit and uses the Chemical Markup Language for persistence. A comparison with the cheminformatics plug-in RDKit shows that KNIME-CDK supports a similar range of chemical classes and adds new functionality to the framework. We describe the design and integration of the plug-in, and demonstrate the usage of the nodes on ChEBI, a library of small molecules of biological interest.
Conclusions
KNIME-CDK is an open-source plug-in for the Konstanz Information Miner, a free workflow platform. KNIME-CDK is build on top of the open-source Chemistry Development Toolkit and allows for efficient cross-vendor structural cheminformatics. Its ease-of-use and modularity enables researchers to automate routine tasks and data analysis, bringing complimentary cheminformatics functionality to the workflow environment.
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004 Computer Science
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BEISKEN, Stephan, Thorsten MEINL, Bernd WISWEDEL, Luis F. de FIGUEIREDO, Michael R. BERTHOLD, Christoph STEINBECK, 2013. KNIME-CDK : Workflow-driven cheminformatics. In: BMC Bioinformatics. 14(1), 257. eISSN 1471-2105. Available under: doi: 10.1186/1471-2105-14-257BibTex
@article{Beisken2013KNIME-26483, year={2013}, doi={10.1186/1471-2105-14-257}, title={KNIME-CDK : Workflow-driven cheminformatics}, number={1}, volume={14}, journal={BMC Bioinformatics}, author={Beisken, Stephan and Meinl, Thorsten and Wiswedel, Bernd and Figueiredo, Luis F. de and Berthold, Michael R. and Steinbeck, Christoph}, note={Article Number: 257} }
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