BioInfer:: a corpus for information extraction in the biomedical domain

被引:243
作者
Pyysalo, Sampo
Ginter, Filip
Heimonen, Juho
Bjorne, Jari
Boberg, Jorma
Jarvinen, Jouni
Salakoski, Tapio
机构
[1] Univ Turku, TUCS, FIN-20520 Turku, Finland
[2] Univ Turku, Dept IT, FIN-20520 Turku, Finland
关键词
D O I
10.1186/1471-2105-8-50
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Lately, there has been a great interest in the application of information extraction methods to the biomedical domain, in particular, to the extraction of relationships of genes, proteins, and RNA from scientific publications. The development and evaluation of such methods requires annotated domain corpora. Results: We present BioInfer (Bio Information Extraction Resource), a new public resource providing an annotated corpus of biomedical English. We describe an annotation scheme capturing named entities and their relationships along with a dependency analysis of sentence syntax. We further present ontologies defining the types of entities and relationships annotated in the corpus. Currently, the corpus contains 1100 sentences from abstracts of biomedical research articles annotated for relationships, named entities, as well as syntactic dependencies. Supporting software is provided with the corpus. The corpus is unique in the domain in combining these annotation types for a single set of sentences, and in the level of detail of the relationship annotation. Conclusion: We introduce a corpus targeted at protein, gene, and RNA relationships which serves as a resource for the development of information extraction systems and their components such as parsers and domain analyzers. The corpus will be maintained and further developed with a current version being available at http://www.it.utu.fi/BioInfer.
引用
收藏
页数:24
相关论文
共 27 条
[1]  
Alphonse E, 2004, COLING 2004 INT JOIN, P43
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]  
AUBIN S, 2005, P INT C REC ADV NAT, P89
[4]  
Baker C.F., 1998, P 36 ANN M ASS COMP, P86, DOI DOI 10.3115/980845.980860
[5]   A COEFFICIENT OF AGREEMENT FOR NOMINAL SCALES [J].
COHEN, J .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1960, 20 (01) :37-46
[6]  
Cohen K.B., 2005, P ACL ISMB WORKSHOP, P38
[7]   Extracting human protein interactions from MEDLINE using a full-sentence parser [J].
Daraselia, N ;
Yuryev, A ;
Egorov, S ;
Novichkova, S ;
Nikitin, A ;
Mazo, I .
BIOINFORMATICS, 2004, 20 (05) :604-U43
[8]   Extracting biochemical interactions from MEDLINE using a link grammar parser [J].
Ding, J ;
Berleant, D ;
Xu, J ;
Fulmer, AW .
15TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2003, :467-471
[9]   Accomplishments and challenges in literature data mining for biology [J].
Hirschman, L ;
Park, JC ;
Tsujii, J ;
Wong, L ;
Wu, CH .
BIOINFORMATICS, 2002, 18 (12) :1553-1561
[10]   Agreement, the F-measure, and reliability in information retrieval [J].
Hripcsak, G ;
Rothschild, AS .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2005, 12 (03) :296-298