What's in a 'nym'? Synonyms in Biomedical Ontology Matching

To bring the Life Sciences domain closer to a Semantic Web realization it is fundamental to establish meaningful relations between biomedical ontologies. The successful application of ontology matching techniques is strongly tied to an effective exploration of the complex and diverse biomedical terminology contained in biomedical ontologies. In this paper, we present an overview of the lexical components of several biomedical ontologies and investigate how different approaches for their use can impact the performance of ontology matching techniques. We propose novel approaches for exploring the different types of synonyms encoded by the ontologies and for extending them based both on internal synonym derivation and on external ontologies. We evaluate our approaches using AgreementMaker, a successful ontology matching platform that implements several lexical matchers, and apply them to a set of four benchmark biomedical ontology matching tasks. Our results demonstrate the impact that an adequate consideration of ontology synonyms can have on matching performance, and validate our novel approach for combining internal and external synonym sources as a competitive and in many cases improved solution for biomedical ontology matching.

[1]  Mark A. Musen,et al.  Creating Mappings For Ontologies in Biomedicine: Simple Methods Work , 2009, AMIA.

[2]  Emanuel Santos,et al.  The AgreementMakerLight Ontology Matching System , 2013, OTM Conferences.

[3]  Erhard Rahm,et al.  Mapping Composition for Matching Large Life Science Ontologies , 2011, ICBO.

[4]  Natalya F. Noy,et al.  BioPortal: Ontologies and Integrated Data Resources at the Click of a Mouse , 2009 .

[5]  Heiner Stuckenschmidt,et al.  Ontology Alignment Evaluation Initiative: Six Years of Experience , 2011, J. Data Semant..

[6]  Erhard Rahm,et al.  On Matching Large Life Science Ontologies in Parallel , 2010, DILS.

[7]  Erhard Rahm,et al.  GOMMA results for OAEI 2012 , 2012, OM.

[8]  Bernardo Cuenca Grau,et al.  LogMap 2.0: towards logic-based, scalable and interactive ontology matching , 2011, SWAT4LS.

[9]  Cosmin Stroe,et al.  AgreementMaker: Efficient Matching for Large Real-World Schemas and Ontologies , 2009, Proc. VLDB Endow..

[10]  Mário J. Silva,et al.  Finding genomic ontology terms in text using evidence content , 2005, BMC Bioinformatics.

[11]  Antón Morant University of Oxford Extending and Optimizing an Ontology Matching System , 2011 .

[12]  Olivier Bodenreider,et al.  The Unified Medical Language System (UMLS): integrating biomedical terminology , 2004, Nucleic Acids Res..

[13]  Siegfried Handschuh,et al.  Infrastructure for dynamic knowledge integration - Automated biomedical ontology extension using textual resources , 2008, J. Biomed. Informatics.

[14]  Michael Schroeder,et al.  Semi-automated ontology generation within OBO-Edit , 2010, Bioinform..

[15]  Peigang Xu,et al.  Alignment results of SOBOM for OAEI 2010 , 2009, OM.

[16]  Isabel F. Cruz,et al.  Structural Alignment Methods with Applications to Geospatial Ontologies , 2008, Trans. GIS.

[17]  Daniel L. Rubin,et al.  Biomedical ontologies: a functional perspective , 2007, Briefings Bioinform..

[18]  Heiner Stuckenschmidt,et al.  Results of the Ontology Alignment Evaluation Initiative 2007 , 2006, OM.

[19]  J. Euzenat,et al.  Ontology Matching , 2007, Springer Berlin Heidelberg.

[20]  Heiner Stuckenschmidt,et al.  Results of the Ontology Alignment Evaluation Initiative , 2007 .

[21]  Catia Pesquita,et al.  Predicting the Extension of Biomedical Ontologies , 2012, PLoS Comput. Biol..

[22]  Isabel F. Cruz,et al.  A visual tool for ontology alignment to enable geospatial interoperability , 2007, J. Vis. Lang. Comput..

[23]  Brian Davis,et al.  Knowledge Engineering and Knowledge Management , 2012, Lecture Notes in Computer Science.

[24]  Cosmin Stroe,et al.  Using AgreementMaker to align ontologies for OAEI 2010 , 2010, OM.

[25]  Stefano Spaccapietra Journal on Data Semantics XV , 2011, Journal on Data Semantics XV.

[26]  Cosmin Stroe,et al.  BLOOMS on AgreementMaker: results for OAEI 2010 , 2010, OM.

[27]  Cátia Pesquita,et al.  Automated extension of biomedical ontologies , 2012 .

[28]  Zohra Bellahsene,et al.  YAM++ : A Multi-strategy Based Approach for Ontology Matching Task , 2012, EKAW.

[29]  M. Ashburner,et al.  The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration , 2007, Nature Biotechnology.

[30]  Patrick Lambrix,et al.  SAMBO - A system for aligning and merging biomedical ontologies , 2006, J. Web Semant..