DRAR-CPI

DRAR-CPI predicts adverse drug reactions (ADRs) and identifies drug repositioning opportunities by mining chemical-protein interactomes.


Key Features:

  • Chemical-Protein Interactome Mining: Uses a comprehensive database of chemical-protein interactions (CPI) to detect potential off-target effects of drug molecules.
  • Drug Repositioning: Analyzes interaction profiles between submitted drug molecules and a curated library of existing drugs to produce positive or negative association scores for potential new indications.
  • Adverse Drug Reaction Prediction: Assesses the likelihood of unexpected interactions between drug molecules and targetable human proteins to predict potential ADRs.
  • Validation and Accuracy: Validates predictions against gene-expression profile-based drug-drug associations, reporting a 74% matching rate.
  • Notable Predictions: Has identified potential connections between anti-psychotic drugs and anti-infectives, suggesting possible repurposing avenues.

Scientific Applications:

  • Drug Repositioning: Prioritizes existing drugs for new therapeutic uses based on CPI-derived association scores.
  • Pharmacovigilance: Supports ADR risk assessment by predicting unexpected chemical-protein interactions that may underlie adverse reactions.

Methodology:

Constructs a representative collection of drug molecules and targetable human proteins, mines chemical-protein interactomes to compute CPI profiles, derives positive and negative association scores between query molecules and a curated drug library, and validates predictions against gene-expression profile-based drug-drug associations.

Topics

Details

Tool Type:
web application
Operating Systems:
Linux, Windows, Mac
Added:
5/16/2017
Last Updated:
6/9/2021

Operations

Publications

Luo H, Chen J, Shi L, Mikailov M, Zhu H, Wang K, He L, Yang L. DRAR-CPI: a server for identifying drug repositioning potential and adverse drug reactions via the chemical–protein interactome. Nucleic Acids Research. 2011;39(suppl_2):W492-W498. doi:10.1093/nar/gkr299. PMID:21558322. PMCID:PMC3125745.

Documentation