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Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
PEDL+: protein-centered relation extraction from PubMed at your fingertip
Leon Weber1, Fabio Barth2, Leonie Lorenz3
1Center for Information and Language Processing, Ludwig-Maximilians-Universität München, Geschwister-Scholl-Platz 1, München 80539, Germany.
PEDL+ is a new tool for relation extraction (RE) from scientific literature. It helps researchers easily find protein-protein and protein-chemical associations in PubMed articles, aiding biological pathway reconstruction.
Area of Science:
- Bioinformatics
- Computational Biology
- Natural Language Processing
Background:
- Relation extraction (RE) is crucial for biological database curation and pathway reconstruction.
- Existing RE systems often lack flexibility, being either non-programmable websites or fixed-function research code.
- Adaptable RE tools are needed for integration into complex omics data analysis pipelines.
Purpose of the Study:
- To present PEDL+, a user-friendly tool for extracting protein-protein and protein-chemical associations from PubMed.
- To provide a flexible and programmable solution for RE tasks in biological research.
- To facilitate the integration of RE into existing data analysis workflows.
Main Methods:
- PEDL+ utilizes state-of-the-art Natural Language Processing (NLP) technology.
- The tool incorporates adaptable ranking and filtering options for customized extraction.
- It is designed for easy integration into complex biological data analysis pipelines.
Main Results:
- PEDL+ was evaluated in two pathway curation projects.
- The tool demonstrated high utility, with 59% to 80% of its extractions found to be helpful.
- It offers a practical solution for extracting specific biological associations from large text corpora.
Conclusions:
- PEDL+ provides a valuable and user-friendly solution for relation extraction from biomedical literature.
- Its flexibility and integration capabilities make it suitable for diverse biological research applications.
- The tool enhances the efficiency of tasks like pathway reconstruction and omics data analysis.
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