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DDI-CPI, a server that predicts drug-drug interactions through implementing the chemical-protein interactome.


ABSTRACT: Drug-drug interactions (DDIs) may cause serious side-effects that draw great attention from both academia and industry. Since some DDIs are mediated by unexpected drug-human protein interactions, it is reasonable to analyze the chemical-protein interactome (CPI) profiles of the drugs to predict their DDIs. Here we introduce the DDI-CPI server, which can make real-time DDI predictions based only on molecular structure. When the user submits a molecule, the server will dock user's molecule across 611 human proteins, generating a CPI profile that can be used as a feature vector for the pre-constructed prediction model. It can suggest potential DDIs between the user's molecule and our library of 2515 drug molecules. In cross-validation and independent validation, the server achieved an AUC greater than 0.85. Additionally, by investigating the CPI profiles of predicted DDI, users can explore the PK/PD proteins that might be involved in a particular DDI. A 3D visualization of the drug-protein interaction will be provided as well. The DDI-CPI is freely accessible at http://cpi.bio-x.cn/ddi/.

SUBMITTER: Luo H 

PROVIDER: S-EPMC4086096 | biostudies-literature | 2014 Jul

REPOSITORIES: biostudies-literature

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DDI-CPI, a server that predicts drug-drug interactions through implementing the chemical-protein interactome.

Luo Heng H   Zhang Ping P   Huang Hui H   Huang Jialiang J   Kao Emily E   Shi Leming L   He Lin L   Yang Lun L  

Nucleic acids research 20140529 Web Server issue


Drug-drug interactions (DDIs) may cause serious side-effects that draw great attention from both academia and industry. Since some DDIs are mediated by unexpected drug-human protein interactions, it is reasonable to analyze the chemical-protein interactome (CPI) profiles of the drugs to predict their DDIs. Here we introduce the DDI-CPI server, which can make real-time DDI predictions based only on molecular structure. When the user submits a molecule, the server will dock user's molecule across  ...[more]

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