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Updated: Feb 17, 2026

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
gene2drug: a computational tool for pathway-based rational drug repositioning
Francesco Napolitano1, Diego Carrella1, Barbara Mandriani1
1Systems and Synthetic Biology Lab, Telethon Institute of Genetics and Medicine (TIGEM), Pozzuoli (NA) 80078, Italy.
This study introduces a computational method for drug repositioning using gene expression data to identify new drug uses. The approach was validated experimentally for primary hyperoxaluria and neurodegenerative disorders.
Area of Science:
- Computational biology
- Pharmacology
- Genomics
Background:
- Drug repositioning accelerates drug discovery by repurposing existing drugs.
- Transcriptional responses to drugs offer molecular insights for computational drug repositioning.
Purpose of the Study:
- To develop a novel computational methodology for rational drug repositioning.
- To prioritize potential drugs based on their impact on target gene pathways.
Main Methods:
- Utilizing transcriptional response data to small molecules.
- Assessing drug impact on gene transcription within relevant pathways.
- In silico validation and comparison with existing methods.
- Experimental validation in primary hyperoxaluria and neurodegenerative disorder models.
Main Results:
- A novel computational method for drug repositioning was developed.
- The method successfully identified potential therapeutic agents.
- Experimental validation confirmed the efficacy in preclinical models for primary hyperoxaluria and neurodegenerative disorders.
Conclusions:
- The developed computational approach offers a rational strategy for drug repositioning.
- This methodology can accelerate the identification of new therapeutic applications for existing drugs.
- The tool is available as a web resource (Gene2drug) and an R package.
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