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Logical comparison over RDF resources in bio-informatics
S Colucci1, F M Donini2, E Di Sciascio1
1Politecnico di Bari, Via Orabona 4, 70125 Bari, Italy.
Journal of Biomedical Informatics
|November 12, 2017
Summary
This study introduces a general method for logically comparing bioinformatics resources, focusing on identifying commonalities rather than similarity scores. This approach enhances drug discovery and understanding of drug mechanisms.
Area of Science:
- Bioinformatics
- Computational Biology
- Drug Discovery
Background:
- Resource comparison is crucial in bioinformatics for tasks like drug-target interaction and mechanism of action studies.
- Existing methods often provide numerical similarity scores, which may not fully capture complex relationships.
Purpose of the Study:
- To propose a general, domain-independent method for the logical comparison of resources modeled in Resource Description Framework (RDF).
- To describe commonalities between resources instead of providing a numerical similarity score.
- To demonstrate the method's applicability in drug comparison and its adaptability to various use cases.
Main Methods:
- Developed a general method for logical comparison of RDF-modeled resources.
- Focused on eliciting explicit criteria and parameter customization for domain independence.
- Utilized the Bioportal dataset for a reproducible experimental validation.
Main Results:
- The method successfully describes commonalities between compared resources.
- Demonstrated distinguishing features in the context of drug comparison.
- The approach proved flexible and adaptable to heterogeneous use cases.
Conclusions:
- The proposed logical comparison method offers a novel way to understand resource relationships in bioinformatics.
- Its domain-independent nature and explicit parameterization facilitate broad applicability.
- The method provides descriptive insights into resource commonalities, aiding applications like drug repositioning.
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