PharmOmics
PharmOmics integrates species- and tissue-specific transcriptome signatures to characterize drug functions, predict tissue-specific toxicities (e.g., hepatotoxicity and nephrotoxicity), and support drug repurposing across human, mouse, and rat datasets.
Key Features:
- Species- and Tissue-Specific Drug Signatures: Integrates transcriptome data from human, mouse, and rat tissues sourced from GEO, ArrayExpress, TG-GATEs, and DrugMatrix to derive drug signatures.
- Multi-Dimensional Data Integration: Constructs multi-species and multi-tissue gene expression signatures as molecular indicators of drug function and interspecies response differences.
- Gene Network-Based Approaches: Applies gene network-based methodologies to analyze interactions and prioritize drug repositioning candidates.
- Toxicity Prediction: Identifies tissue-specific in vivo drug signatures associated with toxicities such as hepatotoxicity and nephrotoxicity.
- Drug Repurposing Validation: Predicts and validates drug repurposing candidates, including identification of two candidate drugs for non-alcoholic fatty liver disease in mice.
Scientific Applications:
- Translational Medicine: Characterizes drug actions across species and tissues to inform interspecies extrapolation and translational decisions.
- Drug Discovery and Repurposing: Prioritizes existing drugs for new indications and supports validation of candidate therapeutics such as those for non-alcoholic fatty liver disease.
- Preclinical Safety Assessment: Guides prediction of tissue-specific adverse effects to inform preclinical toxicity evaluation and reduce clinical attrition.
Methodology:
Integrates transcriptome datasets from GEO, ArrayExpress, TG-GATEs, and DrugMatrix for human, mouse, and rat tissues; generates multi-species and multi-tissue gene expression signatures; applies gene network-based analyses for repositioning and toxicity signal identification; implemented using Rshiny and JavaScript.
Topics
Details
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Added:
- 1/14/2020
- Last Updated:
- 7/6/2022
Operations
Publications
Chen Y, Diamante G, Ding J, Nghiem TX, Yang J, Ha S, Cohn P, Arneson D, Blencowe M, Garcia J, Zaghari N, Patel P, Yang X. PharmOmics: A Species- and Tissue-specific Drug Signature Database and Online Tool for Drug Repurposing. Unknown Journal. 2019. doi:10.1101/837773.