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CPIExtract: A software package to collect and harmonize small molecule and protein interactions
Andrea Piras1, Shi Chenghao2, Michael Sebek2
1Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133, Milan, Italy.
CPIExtract harmonizes scattered compound-protein interaction data from multiple databases. This tool significantly increases available interaction data, aiding drug repurposing and AI model validation.
Area of Science:
- Biochemistry
- Bioinformatics
- Computational Biology
Background:
- Cellular functions rely on interactions between small molecules and proteins.
- Compound-protein interaction data is fragmented across diverse databases with inconsistent formats, hindering comprehensive analysis.
- Data heterogeneity poses a significant challenge for extracting and integrating experimental binding interaction information.
Purpose of the Study:
- To introduce CPIExtract, a novel tool for interactive extraction, filtering, and harmonization of compound-protein interaction data.
- To overcome data heterogeneity issues and provide a unified, enriched dataset of compound-protein interactions.
- To facilitate downstream applications such as network medicine and machine learning model development.
Main Methods:
- Development of CPIExtract for interactive data extraction from multiple compound-protein interaction databases.
- Implementation of filtering capabilities to refine extracted data based on user-defined criteria.
- Harmonization of data from disparate sources into a unified format.
Main Results:
- CPIExtract successfully extracts and harmonizes experimental compound-protein interaction data.
- The tool demonstrated a >10-fold increase in collected annotations compared to using a single database like DrugBank.
- Output data can be customized via filtering and saved in standard tabular formats.
Conclusions:
- CPIExtract enhances the accessibility and utility of compound-protein interaction data.
- The tool supports advanced analyses, including network medicine for drug repurposing and cross-validation of deep learning models.
- CPIExtract provides a valuable resource for researchers in pharmacology and computational biology.
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