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QUADrATiC: scalable gene expression connectivity mapping for repurposing FDA-approved therapeutics
Paul G O'Reilly1, Qing Wen1, Peter Bankhead1
1Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, BT9 7AE, UK.
BMC Bioinformatics
|May 5, 2016
Summary
QUADrATiC is a new tool for exploring gene expression connectivity, identifying potential drug repurposing candidates from LINCS data. It offers improved speed and usability for biological researchers analyzing transcriptional data.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Gene expression connectivity mapping is a valuable research tool, particularly for identifying small molecule compounds for disease treatment and drug repurposing.
- The Library of Integrated Cellular Signatures (LINCS) program has significantly expanded the available data for gene expression connectivity mapping in biomedicine.
Purpose of the Study:
- To introduce QUADrATiC, a user-friendly software tool for exploring gene expression connectivity within the LINCS dataset.
- To enable the identification of FDA-approved small molecule compounds for therapeutic repurposing.
Main Methods:
- QUADrATiC leverages multicore computing architectures and the Akka framework for scalable data processing, accommodating large datasets.
- A Graphical User Interface (GUI) developed with Javascript frameworks offers advanced visualization capabilities.
- A web services interface facilitates integration with other programs and scripts.
Main Results:
- QUADrATiC provides a user-friendly platform for analyzing gene expression connectivity on LINCS data, focusing on FDA-approved compounds.
- The software demonstrates scalability and improved performance compared to existing tools.
- Novel visualization features enhance the analysis of gene expression connections.
Conclusions:
- QUADrATiC improves upon existing connectivity map software in scope, applicability, usability, and speed.
- The tool empowers biological researchers to analyze transcriptional data and identify potential therapeutics.
- QUADrATiC offers a significant advancement in investigating gene expression connectivity, yielding more biologically relevant results.
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