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Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
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Systematic drug repositioning through mining adverse event data in ClinicalTrials.gov
1Advanced Analytics Hub, Eli Lilly and Company , Indianapolis , IN , United States of America.
Peerj
|March 29, 2017
Summary
This study introduces a new drug repositioning method using ClinicalTrials.gov data. It identifies potential new uses for existing drugs by analyzing serious adverse events, aiding drug repurposing discovery.
Area of Science:
- Pharmacology
- Bioinformatics
- Clinical Research
Background:
- Drug repositioning, or repurposing, identifies new therapeutic uses for existing drugs.
- Historically, drug repurposing relied on serendipitous findings.
- Advancements in electronic health data and text mining enable systematic drug repurposing.
Purpose of the Study:
- To present a novel computational method for drug repositioning.
- To leverage ClinicalTrials.gov data for identifying potential drug repurposing candidates.
- To systematically mine clinical trial data for new drug indications.
Main Methods:
- Utilized text mining tools I2E (Linguamatics) and PolyAnalyst (Megaputer).
- Extracted Serious Adverse Events (SAE) data from randomized controlled trials in ClinicalTrials.gov.
- Developed a statistical algorithm to rank drugs with reduced SAE in treatment arms compared to control arms.
Main Results:
- Identified drugs associated with a lower incidence of predefined Serious Adverse Events.
- The method suggests drugs that may reduce specific adverse events, indicating potential therapeutic effects.
- Generated hypotheses for novel drug applications based on observed SAE patterns.
Conclusions:
- The described method offers a systematic approach to drug repositioning.
- Mining clinical trial data, specifically SAEs, can uncover new therapeutic potentials for marketed drugs.
- This approach facilitates hypothesis generation for drug repurposing, potentially accelerating the discovery of new treatments.
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