PIMiner: a web tool for extraction of protein interactions from biomedical literature
- PMID: 23798227
- PMCID: PMC4303605
- DOI: 10.1504/ijdmb.2013.054232
PIMiner: a web tool for extraction of protein interactions from biomedical literature
Abstract
Information on Protein Interactions (Pls) is valuable for biomedical research, but often lies buried in the scientific literature and cannot be readily retrieved. While much progress has been made over the years in extracting Pls from the literature using computational methods, there is a lack of free, public, user-friendly tools for the discovery of Pls. We developed an online tool for the extraction of PI relationships from PubMed-abstracts, which we name PIMiner. Protein pairs and the words that describe their interactions are reported by PIMiner so that new interactions can be easily detected within text. The interaction likelihood levels are reported too. The option to extract only specific types of interactions is also provided. The PIMiner server can be accessed through a web browser or remotely through a client's command line. PIMiner can process 50,000 PubMed abstracts in approximately 7 min and thus appears suitable for large-scale processing of biological/biomedical literature.
Figures
References
-
- Bunescu R, Mooney R. Subsequence kernels for relation extraction. In: Weiss Y, Scholkopf B, Platt J, editors. Advances in Neural Information Processing Systems. Vol. 18. Cambridge, MA: MIT Press; 2006. pp. 171–178.
-
- Chen XW, Han B, Fang J, Haasl RJ. Large-scale protein-protein interaction prediction using novel kernel methods. Int J Data Mining and Bioinformatics. 2008;2(2):145–156. - PubMed
-
- Dong Q, Zhou S, Liu X. Prediction of protein-protein interactions from primary sequences. Int J Data Mining and Bioinformatics. 2010;4(2):211–227. - PubMed
-
- Fundel K, Küffner R, Zimmer R. RelEx – relation extraction using dependency parse trees. Bioinformatics. 2007;23(3):365–371. - PubMed
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Research Materials
Miscellaneous