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2009 | OriginalPaper | Buchkapitel

Application of Ontologies in Bioinformatics

verfasst von : Robert Stevens, Phillip Lord

Erschienen in: Handbook on Ontologies

Verlag: Springer Berlin Heidelberg

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Summary

The use of ontologies has become a mainstream activity within bioinformatics. In a largely descriptive science such as biology, the need to have a common understanding of things described is obvious. The need to be able to apply computational methods to the large quantities of data being produced also suggests a computational requirement to standardise descriptions in biology.
As a mechanism for describing the categories of entities and their characteristics, ontologies offer many of the features that can support a descriptive science. The main use of ontologies in bioinformatics has been the delivery of controlled vocabularies. In this chapter we explore this use of ontology, but also other uses, especially those that have a deeper computational aspect. We take a broad view of ontology to include many ontology-like resources and classify the uses of ontology and ontology-like artifacts. We present a series of case studies and conclude by describing the current state and future directions for bio-ontologies.

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Fußnoten
1
Here we take a broad definition of bioinformatics to mean the storage, management and analysis of biological data by computational means to answer biological questions.
 
3
The less common term “poset” or partially ordered set is also used.
 
5
At least judged by the number of tools available; microarray tools form the largest subsection of related tools on the GO website (http://​www.​geneontology.​org/​GO.​tools.​shtml).
 
6
In this section, we will talk exclusively about GO, as it is the ontology which has been statistically analysed most widely. Most of the techniques could also apply to other ontologies.
 
7
The left-hand side of the reaction.
 
8
The right-hand side of the reaction.
 
9
The enzyme classification number.
 
11
The sequence of amino acid residues in a protein determine how the protein “folds” into a three-dimensional shape. This shape determines the functionality of the protein. Biologists have determined some patterns of amino acid residue that indicate certain features of these “shapes” that are diagnostic for functionality.
 
Literatur
1.
Zurück zum Zitat Gil Alterovitz, Michael Xiang, Mamta Mohan, and Marco F. Ramoni. GO PaD: the gene ontology partition database. Nucleic Acids Research, 35(Suppl 1):D322–327, 2007.CrossRef Gil Alterovitz, Michael Xiang, Mamta Mohan, and Marco F. Ramoni. GO PaD: the gene ontology partition database. Nucleic Acids Research, 35(Suppl 1):D322–327, 2007.CrossRef
2.
Zurück zum Zitat R. Altman, M. Bada, X.J. Chai, M. Whirl Carillo, R.O. Chen, and N.F. Abernethy. RiboWeb: An ontology-based system for collaborative molecular biology. IEEE Intelligent Systems, 14(5):68–76, 1999.CrossRef R. Altman, M. Bada, X.J. Chai, M. Whirl Carillo, R.O. Chen, and N.F. Abernethy. RiboWeb: An ontology-based system for collaborative molecular biology. IEEE Intelligent Systems, 14(5):68–76, 1999.CrossRef
3.
Zurück zum Zitat S.F. Altschul, W. Gish, M. Miller, E.W. Myers, and D.J. Lipman. Basic local alignment search tool. Journal of Molecular Biology, 215:403–410, 1990.CrossRef S.F. Altschul, W. Gish, M. Miller, E.W. Myers, and D.J. Lipman. Basic local alignment search tool. Journal of Molecular Biology, 215:403–410, 1990.CrossRef
4.
Zurück zum Zitat S. Ananiadou and B. Stapley, editors. Text mining for biology. IOS Press, 2005. S. Ananiadou and B. Stapley, editors. Text mining for biology. IOS Press, 2005.
5.
Zurück zum Zitat Michael Bada, Robert Stevens, Carole Goble, Yolanda Gil, Michael Ashburner, Judith A. Blake, J. Michael Cherry, Midori Harris, and Suzanna Lewis. A Short Study on the Success of the Gene Ontology. Web Semantics Science, Services and Agents on the World Wide Web, 1(2):235–240, 2004. Michael Bada, Robert Stevens, Carole Goble, Yolanda Gil, Michael Ashburner, Judith A. Blake, J. Michael Cherry, Midori Harris, and Suzanna Lewis. A Short Study on the Success of the Gene Ontology. Web Semantics Science, Services and Agents on the World Wide Web, 1(2):235–240, 2004.
6.
Zurück zum Zitat Christopher J.O. Baker, Xiao Su, Volker Haarslev, and Greg Butler. Semantic web infrastructure for fungal enzyme biotechnologists. Web Semantics: Science, Services and Agents on the World Wide Web, 4(3):168–180, September 2006. Special issue on Semantic Web for Life Sciences. Christopher J.O. Baker, Xiao Su, Volker Haarslev, and Greg Butler. Semantic web infrastructure for fungal enzyme biotechnologists. Web Semantics: Science, Services and Agents on the World Wide Web, 4(3):168–180, September 2006. Special issue on Semantic Web for Life Sciences.
7.
Zurück zum Zitat Tim Beissbarth and Terence P. Speed. GOstat: find statistically overrepresented Gene Ontologies within a group of genes. Bioinformatics, 20(9):1464–1465, 2004.CrossRef Tim Beissbarth and Terence P. Speed. GOstat: find statistically overrepresented Gene Ontologies within a group of genes. Bioinformatics, 20(9):1464–1465, 2004.CrossRef
9.
Zurück zum Zitat Olivier Bodenreider. Lexical, terminological and ontological resources for biological text mining. In: S. Ananiadou and B. Stapley, editors, Text mining for biology. IOS Press, 2005. Olivier Bodenreider. Lexical, terminological and ontological resources for biological text mining. In: S. Ananiadou and B. Stapley, editors, Text mining for biology. IOS Press, 2005.
10.
Zurück zum Zitat Olivier Bodenreider and Robert Stevens. Bio-ontologies: current trends and future directions. Brief Bioinform, 7(3):256–274, 2006.CrossRef Olivier Bodenreider and Robert Stevens. Bio-ontologies: current trends and future directions. Brief Bioinform, 7(3):256–274, 2006.CrossRef
11.
Zurück zum Zitat James F. Brinkley, Dan Suciu, Landon T. Detwiler, John H. Gennari, and Cornelius Rosse. A framework for using reference ontologies as a foundation for the semantic web. In: Proceedings, American Medical Informatics Association Fall Symposium, pages 96–100, 2006. James F. Brinkley, Dan Suciu, Landon T. Detwiler, John H. Gennari, and Cornelius Rosse. A framework for using reference ontologies as a foundation for the semantic web. In: Proceedings, American Medical Informatics Association Fall Symposium, pages 96–100, 2006.
12.
Zurück zum Zitat UniProt Consortium. The universal protein resource (uniprot). Nucleic Acids Research, 35(Database issue):D193–D197, Jan 2007. UniProt Consortium. The universal protein resource (uniprot). Nucleic Acids Research, 35(Database issue):D193–D197, Jan 2007.
13.
Zurück zum Zitat K.D. Dahlquist, N. Salomonis, K. Vranizan, S.C. Lawlor, and B.R. Conklin. GenMAPP, a new tool for viewing and analyzing microarray data on biological pathways. Nature Genetics, 31(1):19–20, 2002.CrossRef K.D. Dahlquist, N. Salomonis, K. Vranizan, S.C. Lawlor, and B.R. Conklin. GenMAPP, a new tool for viewing and analyzing microarray data on biological pathways. Nature Genetics, 31(1):19–20, 2002.CrossRef
14.
Zurück zum Zitat Selina S Dwight, Rama Balakrishnan, Karen R Christie, Maria C Costanzo, Kara Dolinski, Stacia R Engel, Becket Feierbach, Dianna G Fisk, Jodi Hirschman, Eurie L Hong, Laurie Issel-Tarver, Robert S Nash, Anand Sethuraman, Barry Starr, Chandra L Theesfeld, Rey Andrada, Gail Binkley, Qing Dong, Christopher Lane, Mark Schroeder, Shuai Weng, David Botstein, and J. Michael Cherry. Saccharomyces genome database: underlying principles and organisation. Brief Bioinform, 5(1):9–22, Mar 2004. Selina S Dwight, Rama Balakrishnan, Karen R Christie, Maria C Costanzo, Kara Dolinski, Stacia R Engel, Becket Feierbach, Dianna G Fisk, Jodi Hirschman, Eurie L Hong, Laurie Issel-Tarver, Robert S Nash, Anand Sethuraman, Barry Starr, Chandra L Theesfeld, Rey Andrada, Gail Binkley, Qing Dong, Christopher Lane, Mark Schroeder, Shuai Weng, David Botstein, and J. Michael Cherry. Saccharomyces genome database: underlying principles and organisation. Brief Bioinform, 5(1):9–22, Mar 2004.
15.
Zurück zum Zitat C. Fellbaum. Wordnet: an electronic lexical database. Mit Pr, 1998. C. Fellbaum. Wordnet: an electronic lexical database. Mit Pr, 1998.
16.
Zurück zum Zitat Kevin Garwood, Phillip Lord, Helen Parkinson, Norman W. Paton, and Carole Goble. Pedro ontology services: A framework for rapid ontology markup. In: A. Gómez-Pérez and J. Euzenat, editors, European Semantic Web Conference, pages 578–591. Springer, Berlin, 2005. Kevin Garwood, Phillip Lord, Helen Parkinson, Norman W. Paton, and Carole Goble. Pedro ontology services: A framework for rapid ontology markup. In: A. Gómez-Pérez and J. Euzenat, editors, European Semantic Web Conference, pages 578–591. Springer, Berlin, 2005.
17.
Zurück zum Zitat C.A. Goble, R. Stevens, G. Ng, S. Bechhofer, N.W. Paton, P.G. Baker, M. Peim, and A. Brass. Transparent Access to Multiple Bioinformatics Information Sources. IBM Systems Journal Special issue on deep computing for the life sciences, 40(2):532–552, 2001. C.A. Goble, R. Stevens, G. Ng, S. Bechhofer, N.W. Paton, P.G. Baker, M. Peim, and A. Brass. Transparent Access to Multiple Bioinformatics Information Sources. IBM Systems Journal Special issue on deep computing for the life sciences, 40(2):532–552, 2001.
18.
Zurück zum Zitat T. R. Gruber. Towards Principles for the Design of Ontologies Used for Knowledge Sharing. In: N. Guarino and R. Poli, editors, Formal Ontology in Conceptual Analysis and Knowledge Representation, Deventer, The Netherlands, 1993. Kluwer, Dordrecht. T. R. Gruber. Towards Principles for the Design of Ontologies Used for Knowledge Sharing. In: N. Guarino and R. Poli, editors, Formal Ontology in Conceptual Analysis and Knowledge Representation, Deventer, The Netherlands, 1993. Kluwer, Dordrecht.
19.
Zurück zum Zitat V. Haarslev and R. Moller. RACER system description. Proc. of the Int. Joint Conf. on Automated Reasoning (IJCAR 2001), 2083:701–705, 2001. V. Haarslev and R. Moller. RACER system description. Proc. of the Int. Joint Conf. on Automated Reasoning (IJCAR 2001), 2083:701–705, 2001.
20.
Zurück zum Zitat V. Haarslev, R. Möller, and M. Wessel. Querying the semantic web with racer + nrql. In: Proceedings of the KI-2004 International Workshop on Applications of Description Logics (ADL’04), Ulm, Germany, September 24, 2004. V. Haarslev, R. Möller, and M. Wessel. Querying the semantic web with racer + nrql. In: Proceedings of the KI-2004 International Workshop on Applications of Description Logics (ADL’04), Ulm, Germany, September 24, 2004.
21.
Zurück zum Zitat V. Heijst, G Shreiber, and B. Wielinga. Using explicit ontologies in KBS. International Journal of Human-Computer Studies, 46(2/3):183–292, 1997.CrossRefMATH V. Heijst, G Shreiber, and B. Wielinga. Using explicit ontologies in KBS. International Journal of Human-Computer Studies, 46(2/3):183–292, 1997.CrossRefMATH
22.
Zurück zum Zitat Andrew R. Jones and Frank Gibson. An update of data standards for gel electrophoresis. Practical Proteomics, 7(S1):35–40, Andrew R. Jones and Frank Gibson. An update of data standards for gel electrophoresis. Practical Proteomics, 7(S1):35–40,
23.
Zurück zum Zitat Cliff A Joslyn, Susan M Mniszewski, Andy Fulmer, and Gary Heaton. The gene ontology categorizer. Bioinformatics, 20 Suppl 1:i169–i177, Aug 2004. Cliff A Joslyn, Susan M Mniszewski, Andy Fulmer, and Gary Heaton. The gene ontology categorizer. Bioinformatics, 20 Suppl 1:i169–i177, Aug 2004.
24.
Zurück zum Zitat P.D. Karp, M. Riley, M. Saier, I.T. Paulsen, S.M. Paley, and A. Pellegrini-Toole. The EcoCyc and MetaCyc Databases. Nucleic Acids Research, 28:56–59, 2000.CrossRef P.D. Karp, M. Riley, M. Saier, I.T. Paulsen, S.M. Paley, and A. Pellegrini-Toole. The EcoCyc and MetaCyc Databases. Nucleic Acids Research, 28:56–59, 2000.CrossRef
25.
Zurück zum Zitat C. Leacock and M. Chodorow. Combining local context and WordNet similarity for word sense identification. WordNet: An Electronic Lexical Database, 49(2):265–283, 1998. C. Leacock and M. Chodorow. Combining local context and WordNet similarity for word sense identification. WordNet: An Electronic Lexical Database, 49(2):265–283, 1998.
26.
Zurück zum Zitat Maurizio Lenzerini. Data integration: a theoretical perspective. In: PODS ’02: Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, pages 233–246, New York, NY, USA, 2002. ACM Press. Maurizio Lenzerini. Data integration: a theoretical perspective. In: PODS ’02: Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, pages 233–246, New York, NY, USA, 2002. ACM Press.
27.
Zurück zum Zitat P.W. Lord, R.D. Stevens, A. Brass, and C.A. Goble. Semantic similarity measures as tools for exploring the Gene Ontology. In: Pacific Symposium on Biocomputing, pages 601–612, 2003. P.W. Lord, R.D. Stevens, A. Brass, and C.A. Goble. Semantic similarity measures as tools for exploring the Gene Ontology. In: Pacific Symposium on Biocomputing, pages 601–612, 2003.
28.
Zurück zum Zitat Joanne Luciano and Robert Stevens. e-science and biological pathway semantics. BMC Bioinformatics, 8(Suppl 3):S3, 2007.CrossRef Joanne Luciano and Robert Stevens. e-science and biological pathway semantics. BMC Bioinformatics, 8(Suppl 3):S3, 2007.CrossRef
29.
Zurück zum Zitat J.S. Luciano. PAX of mind for pathway researchers. Drug Discovery Today, 10:937–42, 2005.CrossRef J.S. Luciano. PAX of mind for pathway researchers. Drug Discovery Today, 10:937–42, 2005.CrossRef
30.
Zurück zum Zitat Robert Minchin, Fabio Porto, Christelle Vangenot, and Sven Hartmann. Symptoms ontology for mapping diagnostic knowledge systems. In: CBMS ’06: Proceedings of the 19th IEEE Symposium on Computer-Based Medical Systems, pages 593–598, Washington, DC, USA, 2006. IEEE Computer Society. Robert Minchin, Fabio Porto, Christelle Vangenot, and Sven Hartmann. Symptoms ontology for mapping diagnostic knowledge systems. In: CBMS ’06: Proceedings of the 19th IEEE Symposium on Computer-Based Medical Systems, pages 593–598, Washington, DC, USA, 2006. IEEE Computer Society.
31.
Zurück zum Zitat Nicola J Mulder, Rolf Apweiler, Teresa K Attwood, Amos Bairoch, Alex Bateman, David Binns, Peer Bork, Virginie Buillard, Lorenzo Cerutti, Richard Copley, Emmanuel Courcelle, Ujjwal Das, Louise Daugherty, Mark Dibley, Robert Finn, Wolfgang Fleischmann, Julian Gough, Daniel Haft, Nicolas Hulo, Sarah Hunter, Daniel Kahn, Alexander Kanapin, Anish Kejariwal, Alberto Labarga, Petra S Langendijk-Genevaux, David Lonsdale, Rodrigo Lopez, Ivica Letunic, Martin Madera, John Maslen, Craig McAnulla, Jennifer McDowall, Jaina Mistry, Alex Mitchell, Anastasia N Nikolskaya, Sandra Orchard, Christine Orengo, Robert Petryszak, Jeremy D Selengut, Christian J A Sigrist, Paul D Thomas, Franck Valentin, Derek Wilson, Cathy H Wu, and Corin Yeats. New developments in the interpro database. Nucleic Acids Res, 35(Database issue):D224–D228, Jan 2007. Nicola J Mulder, Rolf Apweiler, Teresa K Attwood, Amos Bairoch, Alex Bateman, David Binns, Peer Bork, Virginie Buillard, Lorenzo Cerutti, Richard Copley, Emmanuel Courcelle, Ujjwal Das, Louise Daugherty, Mark Dibley, Robert Finn, Wolfgang Fleischmann, Julian Gough, Daniel Haft, Nicolas Hulo, Sarah Hunter, Daniel Kahn, Alexander Kanapin, Anish Kejariwal, Alberto Labarga, Petra S Langendijk-Genevaux, David Lonsdale, Rodrigo Lopez, Ivica Letunic, Martin Madera, John Maslen, Craig McAnulla, Jennifer McDowall, Jaina Mistry, Alex Mitchell, Anastasia N Nikolskaya, Sandra Orchard, Christine Orengo, Robert Petryszak, Jeremy D Selengut, Christian J A Sigrist, Paul D Thomas, Franck Valentin, Derek Wilson, Cathy H Wu, and Corin Yeats. New developments in the interpro database. Nucleic Acids Res, 35(Database issue):D224–D228, Jan 2007.
32.
Zurück zum Zitat Stuart J. Nelson, Douglas Johnston, and Betsy L. Humphreys. Relationships in Medical Subject Headings. In: Rebecca Bean, Carol A.; Green, editor, Relationships in the organization of knowledge, pages 171–184. Kluwer, Dordrecht, 2001. Stuart J. Nelson, Douglas Johnston, and Betsy L. Humphreys. Relationships in Medical Subject Headings. In: Rebecca Bean, Carol A.; Green, editor, Relationships in the organization of knowledge, pages 171–184. Kluwer, Dordrecht, 2001.
33.
Zurück zum Zitat P.W. Lord, R.D. Stevens, A. Brass, and C.A. Goble. Investigating semantic similarity measures across the Gene Ontology: the relationship between sequence and annotation. Bioinformatics, 19(10):1275–83, 2003.CrossRef P.W. Lord, R.D. Stevens, A. Brass, and C.A. Goble. Investigating semantic similarity measures across the Gene Ontology: the relationship between sequence and annotation. Bioinformatics, 19(10):1275–83, 2003.CrossRef
34.
Zurück zum Zitat R. Rada, H. Mili, E. Bicknell, and M. Blettner. Development and application of a metric on semantic nets. Systems, Man and Cybernetics, IEEE Transactions on, 19(1):17–30, 1989.CrossRef R. Rada, H. Mili, E. Bicknell, and M. Blettner. Development and application of a metric on semantic nets. Systems, Man and Cybernetics, IEEE Transactions on, 19(1):17–30, 1989.CrossRef
35.
Zurück zum Zitat Alan Rector, Nick Drummond, Matthew Horridge, Jeremy Rogers, Holger Knublauch, Robert Stevens, Hai Wang, and Chris Wroe. OWL pizzas: practical experience of teaching owl-dl: common errors and common patterns. In: 14th International Conference on Knowledge Engineering and Knowledge Management EKAW 2004, pages 63–81, 2004. Alan Rector, Nick Drummond, Matthew Horridge, Jeremy Rogers, Holger Knublauch, Robert Stevens, Hai Wang, and Chris Wroe. OWL pizzas: practical experience of teaching owl-dl: common errors and common patterns. In: 14th International Conference on Knowledge Engineering and Knowledge Management EKAW 2004, pages 63–81, 2004.
36.
Zurück zum Zitat P. Resnik. Using information content to evaluate semantic similarity in a taxonomy. IJCAI, pages 448–453, 1995. P. Resnik. Using information content to evaluate semantic similarity in a taxonomy. IJCAI, pages 448–453, 1995.
37.
Zurück zum Zitat Oleg Rokhlenko, Tomer Shlomi, Roded Sharan, Eytan Ruppin, and Ron Y. Pinter. Constraint-based functional similarity of metabolic genes: going beyond network topology. Bioinformatics, page btm319, 2007. Oleg Rokhlenko, Tomer Shlomi, Roded Sharan, Eytan Ruppin, and Ron Y. Pinter. Constraint-based functional similarity of metabolic genes: going beyond network topology. Bioinformatics, page btm319, 2007.
38.
Zurück zum Zitat Cornelius Rosse and Jose L. V. Mejino. A reference ontology for bioinformatics: the foundational model of anatomy. Journal of Biomedical Informatics, 36:478–500, 2003. Cornelius Rosse and Jose L. V. Mejino. A reference ontology for bioinformatics: the foundational model of anatomy. Journal of Biomedical Informatics, 36:478–500, 2003.
39.
Zurück zum Zitat Daniel L. Rubin, Farhad Shafa, Diane E. Oliver, Micheal Hewett, and Russ B. Altman. Representing genetic sequence data for pharmacogenomics: an evolutionary approach using ontological and relational models. In: Chris Sander, editor, Proceedings of Tenth International Conference on Intelligent Systems for Molecular Biology, volume 18, pages 207–215, 2002. Daniel L. Rubin, Farhad Shafa, Diane E. Oliver, Micheal Hewett, and Russ B. Altman. Representing genetic sequence data for pharmacogenomics: an evolutionary approach using ontological and relational models. In: Chris Sander, editor, Proceedings of Tenth International Conference on Intelligent Systems for Molecular Biology, volume 18, pages 207–215, 2002.
40.
Zurück zum Zitat Alan Ruttenberg, Tim Clark, William Bug, Matthias Samwald, Olivier Bodenreider, Helen Chen, Donald Doherty, Kerstin Forsberg, Yong Gao, Vipul Kashyap, June Kinoshita, Joanne Luciano, M. Scott Marshall, Chimezie Ogbuji, Jonathan Rees, Susie Stephens, Gwen Wong, Elizabeth Wu, Davide Zaccagnini, Tonya Hongsermeier, Eric Neumann, Ivan Herman, and Kei-Hoi Cheung. Advancing translational research with the Semantic Web. BMC Bioinformatics, 8, 2007. Alan Ruttenberg, Tim Clark, William Bug, Matthias Samwald, Olivier Bodenreider, Helen Chen, Donald Doherty, Kerstin Forsberg, Yong Gao, Vipul Kashyap, June Kinoshita, Joanne Luciano, M. Scott Marshall, Chimezie Ogbuji, Jonathan Rees, Susie Stephens, Gwen Wong, Elizabeth Wu, Davide Zaccagnini, Tonya Hongsermeier, Eric Neumann, Ivan Herman, and Kei-Hoi Cheung. Advancing translational research with the Semantic Web. BMC Bioinformatics, 8, 2007.
41.
Zurück zum Zitat Robert Stevens. Foreword. In: Richard Baldock Albert Burger, Duncan Davidson, editor, Anatomy Ontologies for Bioinformatics, Principles and Practice. Springer, Berlin, November 2008. Robert Stevens. Foreword. In: Richard Baldock Albert Burger, Duncan Davidson, editor, Anatomy Ontologies for Bioinformatics, Principles and Practice. Springer, Berlin, November 2008.
42.
Zurück zum Zitat Robert Stevens, Phil Lord, and Duncan Hull. Using distributed data and tools in bioinformatics applications. In: Thomas Lengauer, editor, Bioinformatics – From Genomes to Therapies; Volume 3, pages 1627–1649. Wiley-VCH, New York, 2005. Robert Stevens, Phil Lord, and Duncan Hull. Using distributed data and tools in bioinformatics applications. In: Thomas Lengauer, editor, Bioinformatics – From Genomes to Therapies; Volume 3, pages 1627–1649. Wiley-VCH, New York, 2005.
43.
Zurück zum Zitat Robert Stevens, Mikel Ega na Aranguren, Katy Wolstencroft, Ulrike Sattler, Nick Drummond, Matthew Horridge, and Alan Rector. Using owl to model biological knowledge. International Journal of Human Computer Studies, 65(7):583–594, 2007. Special issue on limitations of ontology.CrossRef Robert Stevens, Mikel Ega na Aranguren, Katy Wolstencroft, Ulrike Sattler, Nick Drummond, Matthew Horridge, and Alan Rector. Using owl to model biological knowledge. International Journal of Human Computer Studies, 65(7):583–594, 2007. Special issue on limitations of ontology.CrossRef
44.
Zurück zum Zitat Robert Stevens, Chris Wroe, Phillip Lord, and Carole Goble. Ontologies in bioinformatics. In: Stefan Staab and Rudi Studer, editors, Handbook on Ontologies in Information Systems, pages 635–657. Springer, Berlin, 2003. Robert Stevens, Chris Wroe, Phillip Lord, and Carole Goble. Ontologies in bioinformatics. In: Stefan Staab and Rudi Studer, editors, Handbook on Ontologies in Information Systems, pages 635–657. Springer, Berlin, 2003.
45.
Zurück zum Zitat Ying Tao, Lee Sam, Jianrong Li, Carol Friedman, and Yves A. Lussier. Information theory applied to the sparse gene ontology annotation network to predict novel gene function. Bioinformatics, 23(13):529–538, 2007.CrossRef Ying Tao, Lee Sam, Jianrong Li, Carol Friedman, and Yves A. Lussier. Information theory applied to the sparse gene ontology annotation network to predict novel gene function. Bioinformatics, 23(13):529–538, 2007.CrossRef
46.
Zurück zum Zitat The Gene Ontology Consortium. Gene ontology: tool for the unification of biology. Nature Genetics, 25:25–29, 2000.CrossRef The Gene Ontology Consortium. Gene ontology: tool for the unification of biology. Nature Genetics, 25:25–29, 2000.CrossRef
47.
Zurück zum Zitat The Gene Ontology Consortium. Creating the gene ontology resource: design and implementation. Genome Research, 11(8):1425–1433, 2001.CrossRef The Gene Ontology Consortium. Creating the gene ontology resource: design and implementation. Genome Research, 11(8):1425–1433, 2001.CrossRef
48.
Zurück zum Zitat M. Uschold and R. Jasper. A framework for understanding and classifying ontology applications, 1999. M. Uschold and R. Jasper. A framework for understanding and classifying ontology applications, 1999.
49.
Zurück zum Zitat H. Wang, F. Azuaje, O. Bodenreider, and J. Dopazo. Gene expression correlation and gene ontology-based similarity: an assessment of quantitative relationships. Computational Intelligence in Bioinformatics and Computational Biology, 2004. CIBCB’04. Proceedings of the 2004 IEEE Symposium on, pages 25–31, 2004. H. Wang, F. Azuaje, O. Bodenreider, and J. Dopazo. Gene expression correlation and gene ontology-based similarity: an assessment of quantitative relationships. Computational Intelligence in Bioinformatics and Computational Biology, 2004. CIBCB’04. Proceedings of the 2004 IEEE Symposium on, pages 25–31, 2004.
50.
Zurück zum Zitat H. Wang, A. Rector, N. Drummond, M. Horridge, J. Seidenberg, N.F. Noy, M.A. Musen, T. Redmond ad D.L. Rubin, S. Tu, and T. Tudorache. Frames and owl side by side. 9th International Protg Conference. Stanford, CA., 2006. H. Wang, A. Rector, N. Drummond, M. Horridge, J. Seidenberg, N.F. Noy, M.A. Musen, T. Redmond ad D.L. Rubin, S. Tu, and T. Tudorache. Frames and owl side by side. 9th International Protg Conference. Stanford, CA., 2006.
51.
Zurück zum Zitat Patricia L. Whetzel, Helen Parkinson, Helen C. Causton, Liju Fan, Jennifer Fostel, Gilberto Fragoso, Laurence Game, Mervi Heiskanen, Norman Morrison, Philippe Rocca-Serra, Susanna-Assunta Sansone, Chris Taylor, Joseph White, and Christian J. Stoeckert. The mged ontology: a resource for semantics-based description of microarray experiments. Bioinformatics, 22(7):866–873, 2006.CrossRef Patricia L. Whetzel, Helen Parkinson, Helen C. Causton, Liju Fan, Jennifer Fostel, Gilberto Fragoso, Laurence Game, Mervi Heiskanen, Norman Morrison, Philippe Rocca-Serra, Susanna-Assunta Sansone, Chris Taylor, Joseph White, and Christian J. Stoeckert. The mged ontology: a resource for semantics-based description of microarray experiments. Bioinformatics, 22(7):866–873, 2006.CrossRef
52.
Zurück zum Zitat P.L Whetzel, R.R. Brinkman, H.C. Causton, L. Fan, D. Field, J. Fostel, G. Fragaso, T. Gray, M. Heiskanen, T. Hernandez-Boussard, N. Morrison, H. Parkinson, P. Rocca-Serra, S-A. Sansone, D. Schober, B. Smith, R. Stevens, C.J. Stoeckert, C. Taylor, J. White, and A. Wood. the fugo working group development of fugo: An ontology for functional genomics investigations. OMICS: A journal of integrative biology, 10:199–204, June 2006. P.L Whetzel, R.R. Brinkman, H.C. Causton, L. Fan, D. Field, J. Fostel, G. Fragaso, T. Gray, M. Heiskanen, T. Hernandez-Boussard, N. Morrison, H. Parkinson, P. Rocca-Serra, S-A. Sansone, D. Schober, B. Smith, R. Stevens, C.J. Stoeckert, C. Taylor, J. White, and A. Wood. the fugo working group development of fugo: An ontology for functional genomics investigations. OMICS: A journal of integrative biology, 10:199–204, June 2006.
53.
Zurück zum Zitat K. Wolstencroft, A. Brass, I. Horrocks, P. Lord, U. Sattler, D. Turi, and R. Stevens. A little Semantic Web goes a long way in biology. In: Proc. of the 4th Int. Semantic Web Conf. (ISWC2005), volume 3729/2005 of LNCS, Springer, Berlin, 2005. K. Wolstencroft, A. Brass, I. Horrocks, P. Lord, U. Sattler, D. Turi, and R. Stevens. A little Semantic Web goes a long way in biology. In: Proc. of the 4th Int. Semantic Web Conf. (ISWC2005), volume 3729/2005 of LNCS, Springer, Berlin, 2005.
54.
Zurück zum Zitat K. Wolstencroft, P. Lord, L. Tabernero, A. Brass, and R. Stevens. Protein classification using ontology classification. Bioinformatics, 22(14):e530–538, 2006.CrossRef K. Wolstencroft, P. Lord, L. Tabernero, A. Brass, and R. Stevens. Protein classification using ontology classification. Bioinformatics, 22(14):e530–538, 2006.CrossRef
55.
Zurück zum Zitat Chris Wroe and Robert Stevens. Ontologies for molecular biology. In: Thomas Lengauer, editor, Bioinformatics - From Genomes to Therapies, pages 1061–1085. Wiley-VCH, New York, 2005. Chris Wroe and Robert Stevens. Ontologies for molecular biology. In: Thomas Lengauer, editor, Bioinformatics - From Genomes to Therapies, pages 1061–1085. Wiley-VCH, New York, 2005.
56.
Zurück zum Zitat B.R. Zeeberg, W. Feng, G. Wang, M.D. Wang, A.T. Fojo, M. Sunshine, S. Narasimhan, D.W. Kane, W.C. Reinhold, S. Lababidi, et al. GoMiner: a resource for biological interpretation of genomic and proteomic data. Genome Biol, 4(4):R28, 2003.CrossRef B.R. Zeeberg, W. Feng, G. Wang, M.D. Wang, A.T. Fojo, M. Sunshine, S. Narasimhan, D.W. Kane, W.C. Reinhold, S. Lababidi, et al. GoMiner: a resource for biological interpretation of genomic and proteomic data. Genome Biol, 4(4):R28, 2003.CrossRef
Metadaten
Titel
Application of Ontologies in Bioinformatics
verfasst von
Robert Stevens
Phillip Lord
Copyright-Jahr
2009
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-540-92673-3_33