Interoperability between Biomedical Ontologies through Relation Expansion, Upper-Level Ontologies and Automatic Reasoning

被引:25
作者
Hoehndorf, Robert [1 ]
Dumontier, Michel [2 ,3 ]
Oellrich, Anika [4 ]
Rebholz-Schuhmann, Dietrich [4 ]
Schofield, Paul N. [5 ,6 ]
Gkoutos, Georgios V. [1 ]
机构
[1] Univ Cambridge, Dept Genet, Cambridge CB2 3EH, England
[2] Carleton Univ, Inst Biochem, Dept Biol, Ottawa, ON K1S 5B6, Canada
[3] Carleton Univ, Sch Comp Sci, Ottawa, ON K1S 5B6, Canada
[4] European Bioinformat Inst, Cambridge, England
[5] Univ Cambridge, Dept Physiol Dev & Neurosci, Cambridge, England
[6] Jackson Lab, Bar Harbor, ME 04609 USA
来源
PLOS ONE | 2011年 / 6卷 / 07期
基金
英国生物技术与生命科学研究理事会; 美国国家卫生研究院; 加拿大自然科学与工程研究理事会;
关键词
OWL;
D O I
10.1371/journal.pone.0022006
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Researchers design ontologies as a means to accurately annotate and integrate experimental data across heterogeneous and disparate data- and knowledge bases. Formal ontologies make the semantics of terms and relations explicit such that automated reasoning can be used to verify the consistency of knowledge. However, many biomedical ontologies do not sufficiently formalize the semantics of their relations and are therefore limited with respect to automated reasoning for large scale data integration and knowledge discovery. We describe a method to improve automated reasoning over biomedical ontologies and identify several thousand contradictory class definitions. Our approach aligns terms in biomedical ontologies with foundational classes in a top-level ontology and formalizes composite relations as class expressions. We describe the semi-automated repair of contradictions and demonstrate expressive queries over interoperable ontologies. Our work forms an important cornerstone for data integration, automatic inference and knowledge discovery based on formal representations of knowledge. Our results and analysis software are available at http://bioonto.de/pmwiki.php/Main/ReasonableOntologies.
引用
收藏
页数:9
相关论文
共 47 条
[1]  
[Anonymous], 2003, WONDERWEB DELIVERABL
[2]  
[Anonymous], 2000, NATURE GENETICS
[3]  
[Anonymous], 2012, OWL 2 Web Ontology Language: Document overview
[4]   An ontology for cell types [J].
Bard, J ;
Rhee, SY ;
Ashburner, M .
GENOME BIOLOGY, 2005, 6 (02)
[5]  
BRACHMAN RJ, 1983, COMPUTER, V16, P30, DOI 10.1109/MC.1983.1654194
[6]   A top-level ontology of functions and its application in the Open Biomedical Ontologies [J].
Burek, Patryk ;
Hoehndorf, Robert ;
Loebe, Frank ;
Visagie, Johann ;
Herre, Heinrich ;
Kelso, Janet .
BIOINFORMATICS, 2006, 22 (14) :E66-E73
[7]  
DEGTYARENKO K, 2007, NUCL ACIDS RES
[8]  
Gkoutos GV, 2003, PACIFIC SYMPOSIUM ON BIOCOMPUTING 2004, P178
[9]  
GKOUTOS GV, 2009, ANN INT C IEEE ENG M, V1, P7069
[10]   OWL 2: The next step for OWL [J].
Grau, Bernardo Cuenca ;
Horrocks, Ian ;
Motik, Boris ;
Parsia, Bijan ;
Patel-Schneider, Peter ;
Sattler, Ulrike .
JOURNAL OF WEB SEMANTICS, 2008, 6 (04) :309-322