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Information Integration in Bioinformatics with Ontologies and Standards

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Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5500))

Abstract

New experimental methods allow researchers within molecular and systems biology to rapidly generate larger and larger amounts of data. This data is often made publicly available on the Internet and although this data is extremely useful, we are not using its full capacity. One important reason is that we still lack good ways to connect or integrate information from different resources.

One kind of resource is the over 1000 data sources freely available on the Web. As most data sources are developed and maintained independently, they are highly heterogeneous. Information is also updated frequently. Other kinds of resources that are not so well-known or commonly used yet are the ontologies and the standards. Ontologies aim to define a common terminology for a domain of interest. Standards provide a way to exchange data between data sources and tools, even if the internal representations of the data in the resources and tools are different.

In this chapter we argue that ontological knowledge and standards should be used for integration of data. We describe properties of the different types of data sources, ontological knowledge and standards that are available on the Web and discuss how this knowledge can be used to support integrated access to multiple biological data sources. Further, we present an integration approach that combines the identified ontological knowledge and standards with traditional information integration techniques. Current integration approaches only cover parts of the suggested approach. We also discuss the components in the model on which much recent work has been done in more detail: ontology-based data source integration, ontology alignment and integration using standards.

Although many of our discussions in this chapter are general we exemplify mainly using work done within the REWERSE working group on Adding Semantics to the Bioinformatics Web.

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References

  1. Achard, F., Vaysseix, G., Barillot, E.: XML, bioinformatics and data integration. Bioinformatics 17(2), 115–125 (2001)

    Article  Google Scholar 

  2. Blake, J., Bult, C.: Beyond the data deluge: data integration and bio-ontologies. Journal of Biomedical Informatics 39, 314–320 (2006)

    Article  Google Scholar 

  3. Bleiholder, J., Lacroix, Z., Murthy, L., Naumann, F., Raschid, L., Vidal, M.E.: BioFast: Challenges in exploring linked life science sources. SIGMOD Record 33(2), 72–77 (2004)

    Article  Google Scholar 

  4. Bock, J., Hettenhausen, J.: MapPSO results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 176–181 (2008)

    Google Scholar 

  5. Brazma, A., Hingamp, P., Quackenbush, J., Sherlock, G., Spellman, P., Stoeckert, C., Aach, J., Ansorge, W., Ball, C.A., Causton, H.C., Gaasterland, T., Glenisson, P., Holstege, F.C.P., Kim, I.F., Markowitz, V., Matese, J.C., Parkinson, H., Robinson, A., Sarkans, U., Schulze-Kremer, S., Stewart, J., Taylor, R., Vilo, J., Vingron, M.: Minimum information about a microarray experiment (MIAME) - toward standards for microarray data. Nature Genetics 29, 365–371 (2001)

    Article  Google Scholar 

  6. Caracciolo, C., Euzenat, J., Hollink, L., Ichise, R., Isaac, A., Malaisé, V., Meilicke, C., Pane, J., Shvaiko, P., Stuckenschmidt, H., Svab-Zamazal, O., Svatek, V.: Results of the ontology alignment evaluation initiative 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 73–119 (2008)

    Google Scholar 

  7. CARO. Common anatomy reference ontology, http://www.bioontology.org/-wiki/index.php/CARO:Main_Page

  8. Chen, B., Tan, H., Lambrix, P.: Structure-based filtering for ontology alignment. In: Proceedings of the IEEE WETICE Workshop on Semantic Technologies in Collaborative Applications, pp. 364–369 (2006)

    Google Scholar 

  9. Cheung, K.-H., Smith, A.K., Yip, K.Y.L., Baker, C.J.O., Gerstein, M.B.: Semantic web approach to database integration in the life sciences. In: Baker, Cheung (eds.) Semantic Web: Revolutionizing Knowledge Discovery in the Life Sciences, pp. 11–30. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  10. Collins, F., Green, E., Guttmacher, A., Guyer, M.: A vision for the future of genomics research. Nature 422, 835–847 (2003)

    Article  Google Scholar 

  11. The Gene Ontology Consortium. Gene ontology: tool for the unification of biology. Nature Genetics 25(1), 25–29 (2000)

    Google Scholar 

  12. Curino, C., Orsi, G., Tanca, L.: X-SOM results for OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 276–285 (2007)

    Google Scholar 

  13. David, J.: AROMA results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 128–131 (2008)

    Google Scholar 

  14. Devos, D., Valencia, A.: Intrinsic errors in genome annotation. Trends in Genetics 17(8), 429–431 (2001)

    Article  Google Scholar 

  15. Doan, A., Madhavan, J., Domingos, P., Halevy, A.: Ontology matching: A machine learning approach. In: Staab, Studer (eds.) Handbook on Ontologies in Information Systems, pp. 397–416. Springer, Heidelberg (2003)

    Google Scholar 

  16. Doms, A., Schroeder, M.: GoPubMed: exploring PubMed with the Gene Ontology. Nucleic Acids Research 33, W783–W786 (2005)

    Article  Google Scholar 

  17. Eckman, B., Lacroix, Z., Raschid, L.: Exploiting biomolecular source capabilities for query optimization. In: Proceedings of the IEEE Symposium on Bioinformatics and Bioengineering, pp. 23–32 (2001)

    Google Scholar 

  18. Ehrig, M., Haase, P., Stojanovic, N., Hefke, M.: Similarity for ontologies - a comprehensive framework. In: Proceedings of the 13th European Conference on Information Systems (2005)

    Google Scholar 

  19. Entrez. The life sciences search engine at the national center for biotechnology information, http://www.ncbi.nlm.nih.gov/Entrez/

  20. Etzold, T., Ulyanov, A., Argos, P.: SRS: Information retrieval system for molecular biology data banks. Methods in Enzymology 266, 114–128 (1996)

    Article  Google Scholar 

  21. Euzenat, J., Shvaiko, P.: Ontology Matching. Springer, Heidelberg (2007)

    MATH  Google Scholar 

  22. Falconer, S., Storey, M.-A.: A cognitive support framework for ontology mapping. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L.J.B., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) ASWC 2007 and ISWC 2007. LNCS, vol. 4825, pp. 114–127. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  23. Francois, J., Kengue, D., Euzenat, J., Valtchev, P.: OLA in the OAEI 2007 evaluation contest. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 188–195 (2007)

    Google Scholar 

  24. Garny, A., Nickerson, D., Cooper, J., Weber dos Santos, R., Miller, A.K., McKeever, S., Nielsen, P., Hunter, P.J.: CellML and associated tools and techniques. Philosophical Transactions of the Royal Society A 366(1878), 3017–3043 (2008)

    Article  Google Scholar 

  25. Giunchiglia, F., Shvaiko, P., Yatskevich, M.: S-Match: an algorithm and an implementation of semantic matching. In: Bussler, C.J., Davies, J., Fensel, D., Studer, R. (eds.) ESWS 2004. LNCS, vol. 3053, pp. 61–75. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  26. Goto, S., Okuno, Y., Hattori, M., Nishioka, T., Kanehisa, M.: Ligand: database of chemical compounds and reactions in biological pathways. Nucleic Acids Research 30(1), 402–404 (2002)

    Article  Google Scholar 

  27. Gracia, J., Mena, E.: Ontology matching with CIDER: evaluation report for the OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 140–146 (2008)

    Google Scholar 

  28. Hamdi, F., Zargayouna, H., Safar, B., Reynaud, C.: TaxoMap in the OAEI 2008 alignment contest. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 206–213 (2008)

    Google Scholar 

  29. Hermjakob, H., Montecchi-Palazzi, L., Bader, G., Wojcik, J., Salwinski, L., Ceol, A., Moore, S., Orchard, S., Sarkans, U., von Mering, C., Roechert, B., Poux, S., Jung, E., Mersch, H., Kersey, P., Lappe, M., Li, Y., Zeng, R., Rana, D., Nikolski, M., Husi, H., Brun, C., Shanker, K., Grant, S.G.N., Sander, C., Bork, P., Zhu, W., Pandey, A., Brazma, A., Jacq, B., Vidal, M., Sherman, D., Legrain, P., Cesareni, G., Xenarios, I., Eisenberg, D., Steipe, B., Hogue, C., Apweiler, R.: The HUPO PSI’s molecular interaction format - a community standard for the representation of protein interaction data. Nature Biotechnology 22(2), 177–183 (2004)

    Article  Google Scholar 

  30. Hu, W., Zhao, Y., Li, D., Cheng, G., Wu, H., Qu, Y.: Falcon-AO: results for OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 170–178 (2007)

    Google Scholar 

  31. Hucka, M., Finney, A., Sauro, H.M., Bolouri, H., Doyle, J.C., Kitano, H., Arkin, A.P., Bornstein, B.J., Bray, D., Cornish-Bowden, A., Cuellar, A.A., Dronov, S., Gilles, E.D., Ginkel, M., Gor, V., Goryanin II, Hedley, W.J., Hodgman, T.C., Hofmeyr, J.-H., Hunter, P.J., Juty, N.S., Kasberger, J.L., Kremling, A., Kummer, U., Le Novère, N., Loew, L.M., Lucio, D., Mendes, P., Minch, E., Mjolsness, E.D., Nakayama, Y., Nelson, M.R., Nielsen, P.F., Sakurada, T., Schaff, J.C., Shapiro, B.E., Shimizu, T.S., Spence, H.D., Stelling, J., Takahashi, K., Tomita, M., Wagner, J., Wang, J.: The systems biology markup language (SBML): a medium for representation and exchange of biochemical network models. Bioinformatics 19(4), 524–531 (2003)

    Article  Google Scholar 

  32. Jasper, R., Uschold, M.: A framework for understanding and classifying ontology applications. In: Proceedings of the IJCAI Workshop on Ontologies and Problem-Solving Methods: Lessons Learned and Future Trends (1999)

    Google Scholar 

  33. Jean-Mary, Y.R., Kabuka, M.R.: ASMOV results for OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 150–159 (2007)

    Google Scholar 

  34. Jean-Mary, Y.R., Kabuka, M.R.: ASMOV results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 132–139 (2008)

    Google Scholar 

  35. Kalfoglou, Y., Schorlemmer, M.: IF-Map: an ontology mapping method based on information flow theory. In: Spaccapietra, S., March, S., Aberer, K. (eds.) Journal on Data Semantics I. LNCS, vol. 2800, pp. 98–127. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  36. Kalfoglou, Y., Schorlemmer, M.: Ontology mapping: the state of the art. The Knowledge Engineering Review 18(1), 1–31 (2003)

    Article  MATH  Google Scholar 

  37. Karasavvas, K.A., Baldock, R., Burger, A.: Bioinformatics integration and agent technology. Journal of Biomedical Informatics 37, 205–219 (2004)

    Article  MATH  Google Scholar 

  38. Karp, P.: A strategy for database interoperation. Journal of Computational Biology 2(4), 573–586 (1996)

    Article  Google Scholar 

  39. Köhn, D., Strömbäck, L.: A method for semi-automatic integration of standards in systems biology. In: Bhowmick, S.S., Küng, J., Wagner, R. (eds.) DEXA 2008. LNCS, vol. 5181, pp. 745–752. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  40. Kotis, K., Vouros, G.A.: The HCONE approach to ontology merging. In: Bussler, C.J., Davies, J., Fensel, D., Studer, R. (eds.) ESWS 2004. LNCS, vol. 3053, pp. 137–151. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  41. Lacroix, Z.: Issues to address while designing a biological information system. In: Lacroix, Critchlow (eds.) Bioinformatics: Managing Scientific data, pp. 75–108. Kaufmann, San Francisco (2003)

    Chapter  Google Scholar 

  42. Lacroix, Z., Morris, T., Parekh, K., Raschid, L., Vidal, M.-E.: Exploiting multiple paths to express scientific queries. In: Proceedings of the International Conference on Scientific and Statistical Database Management (2004)

    Google Scholar 

  43. Lambrix, P.: Towards a semantic web for bioinformatics using ontology-based annotation. In: Proceedings of the 14th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises, pp. 3–7 (2005) (invited talk)

    Google Scholar 

  44. Lambrix, P., Edberg, A.: Evaluation of ontology merging tools in bioinformatics. In: Proceedings of the Pacific Symposium on Biocomputing, pp. 589–600 (2003)

    Google Scholar 

  45. Lambrix, P., Liu, Q.: Using partial reference alignments to align ontologies. In: Aroyo, L., et al. (eds.) ESWC 2009. LNCS, vol. 5554, pp. 188–202. Springer, Heidelberg (2009)

    Google Scholar 

  46. Lambrix, P., Strömbäck, L.: Where is my protein? - issues in information integration. BIOforum Europe 11(7-8), 24–26 (2007) (invited contribution)

    Google Scholar 

  47. Lambrix, P., Tan, H.: SAMBO - a system for aligning and merging biomedical ontologies. Journal of Web Semantics, Special issue on Semantic Web for the Life Sciences 4(3), 196–206 (2006)

    Google Scholar 

  48. Lambrix, P., Tan, H.: A tool for evaluating ontology alignment strategies. In: Spaccapietra, S., Atzeni, P., Fages, F., Hacid, M.-S., Kifer, M., Mylopoulos, J., Pernici, B., Shvaiko, P., Trujillo, J., Zaihrayeu, I. (eds.) Journal on Data Semantics VIII. LNCS, vol. 4380, pp. 182–202. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  49. Lambrix, P., Tan, H., Jakonienė, V., Strömbäck, L.: Biological ontologies. In: Baker, Cheung (eds.) Semantic Web: Revolutionizing Knowledge Discovery in the Life Sciences, pp. 85–99. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  50. Lambrix, P., Tan, H., Liu, Q.: SAMBO and SAMBOdtf results for the ontology alignment evaluation initiative 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 190–198 (2008)

    Google Scholar 

  51. Lambrix, P., Tan, H., Xu, W.: Literature-based alignment of ontologies. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 219–223 (2008)

    Google Scholar 

  52. Le, B.T., Dieng-Kuntz, R., Gandon, F.: On ontology matching problem (for building a corporate semantic web in a multi-communities organization). In: Proceedings of 6th International Conference on Enterprise Information Systems (2004)

    Google Scholar 

  53. Lenzerini, M.: Data integration: a theoretical perspective. In: Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, pp. 233–246 (2002)

    Google Scholar 

  54. Li, Y., Zhong, Q., Li, J., Tang, J.: Result of ontology alignment with RiMOM at OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 227–235 (2007)

    Google Scholar 

  55. Ludäscher, B., Gupta, A., Martone, M.: A model-based mediator system for scientific data management. In: Lacroix, Critchlow (eds.) Bioinformatics: Managing Scientific data, pp. 335–370. Kaufmann, San Francisco (2003)

    Chapter  Google Scholar 

  56. Mao, M., Peng, Y.: The PRIOR+: results for OAEI campaign 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 219–226 (2007)

    Google Scholar 

  57. Massmann, S., Engmann, D., Rahm, E.: COMA++: Results for the ontology alignment contest OAEI 2006. In: Proceedings of the First International Workshop on Ontology Matching (2006)

    Google Scholar 

  58. McEntire, R., Karp, P., Abrenethy, N., Benton, D., Helt, G., DeJongh, M., Kent, R., Kosky, A., Lewis, S., Hodnett, D., Neumann, E., Olken, F., Pathak, D., Tarzy-Hornoch, P., Tolda, L.L., Topaloglou, T.: An evaluation of ontology exchange languages for bioinformatics. In: International Conference on Intelligent Systems for Molecular Biology, pp. 239–250 (2000)

    Google Scholar 

  59. McGuinness, D., Fikes, R., Rice, J., Wilder, S.: An environment for merging and testing large ontologies. In: Proceedings of the Seventh International Conference on Principles of Knowledge Representation and Reasoning, pp. 483–493 (2000)

    Google Scholar 

  60. Miled, Z., Webster, Y., Liu, Y., Li, N.: An ontology for semantic integration of life science web databases. International Journal of Cooperative Information Systems 12(2), 275–294 (2003)

    Article  Google Scholar 

  61. Nagy, M., Vargas-Vera, M., Motta, E.: DSSim - managing uncertainty on the semantic web. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 160–169 (2007)

    Google Scholar 

  62. Nagy, M., Vargas-Vera, M., Stolarski, P., Motta, E.: DSSim results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 147–159 (2008)

    Google Scholar 

  63. Neches, R., Fikes, R., Finin, T., Gruber, T., Swartout, W.: Enabling technology for knowledge engineering. AI Magazine 12(3), 26–56 (1991)

    Google Scholar 

  64. Le Novère, N., Bornstein, B., Broicher, A., Courtot, M., Donizelli, M., Dharuri, H., Li, L., Sauro, H., Schilstra, M., Shapiro, B., Snoep, J.L., Hucka, M.: BioModels database: A free, centralized database of curated, published, quantitative kinetic models of biochemical and cellular systems. Nucleic Acids Research 34, D689–D691 (2006)

    Google Scholar 

  65. Le Novère, N., Finney, A., Hucka, M., Bhalla, U.S., Campagne, F., Collado-Vides, J., Crampin, E.J., Halstead, M., Klipp, E., Mendes, P., Nielsen, P., Sauro, H., Shapiro, B., Snoep, J.L., Spence, H.D., Wanne, B.L.: Minimum information requested in the annotation of biochemical models (MIRIAM). Nature Biotechnology 23, 1509–1515 (2005)

    Article  Google Scholar 

  66. Noy, N.F.: Semantic integration: A survey of ontology-based approaches. SIGMOD Record 33(4), 65–70 (2004)

    Article  Google Scholar 

  67. Noy, N.F., Griffith, N., Musen, M.: Collecting community-based mappings in an ontology repository. In: Sheth, A.P., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., Thirunarayan, K. (eds.) ISWC 2008. LNCS, vol. 5318, pp. 371–386. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  68. Noy, N.F., Musen, M.: PROMPT: Algorithm and tool for automated ontology merging and alignment. In: Proceedings of Seventeenth National Conference on Artificial Intelligence, pp. 450–455 (2000)

    Google Scholar 

  69. Noy, N.F., Musen, M.: Anchor-PROMPT: Using non-local context for semantic matching. In: Proceedings of the IJCAI Workshop on Ontologies and Information Sharing, pp. 63–70 (2001)

    Google Scholar 

  70. OBO. Open biomedical ontologies, http://obofoundry.org/

  71. EU FP6 Network of Excellence on Reasoning on the Web with Rules and Semantics REWERSE. Deliverables of the A2 working group, http://www.rewerse.net/

  72. Ossewaarde, R.: Simple library thesaurus alignment with SILAS. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 255–260 (2007)

    Google Scholar 

  73. Oster, S., Langella, S., Hastings, S., Ervin, D., Madduri, R., Phillips, J., Kurc, T., Siebenlist, F., Covitz, P., Shanbhag, K., Foster, I., Saltz, J.: caGRID 1.0: An enterprise grid infrastructure for biomedical research. Journal of the American Medical Informatics Association 15, 138–149 (2008)

    Article  Google Scholar 

  74. Mitra, P.P., Wiederhold, G.: Resolving terminological heterogeneity in ontologies. In: Proceedings of the ECAI Workshop on Ontologies and Semantic Interoperability (2002)

    Google Scholar 

  75. Prasad, S., Peng, Y., Finin, T.: Using explicit information to map between two ontologies. In: Proceedings of the AAMAS Workshop on Ontologies in Agent Systems (2002)

    Google Scholar 

  76. PubMed, http://www.ncbi.nlm.nih.gov/pubmed/

  77. Quix, C., Geisler, S., Kensche, D., Li, X.: Results of GeRoMeSuite for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 160–166 (2008)

    Google Scholar 

  78. Robbins, R.: Bioinformatics: Essential infrastructure for global biology. Journal of Computational Biology 3(3), 465–478 (1996)

    Article  Google Scholar 

  79. Ruebenacker, O., Moraru II, Schaff, J.C., Blinov, M.L.: Kinetic modeling using BioPAX ontology. In: IEEE International Conference on Bioinformatics and Biomedicine, pp. 339–348 (2007)

    Google Scholar 

  80. Sabou, M., Gracia, J.: Spider: bringing non-equivalence mappings to OAEI. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 199–205 (2008)

    Google Scholar 

  81. Sahoo, S., Bodenreider, O., Rutter, J.L., Skinner, K.J., Sheth, A.P.: An ontology-driven semantic mashup of gene and biological pathway information: application to the domain of nicotine dependence. Journal of Biomedical Informatics 41, 752–765 (2008)

    Article  Google Scholar 

  82. Seddiqui, M.H., Aono, M.: Alignment results of Anchor-Flood algorithm for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 120–127 (2008)

    Google Scholar 

  83. Shaker, R., Mork, P., Brockenbrough, J., Donelson, L., Tarczy-Hornoch, P.P.: The biomediator system as a tool for integrating biologic databases on the web. In: Proceedings of the VLDB Workshop on Information Integration on the Web (2004)

    Google Scholar 

  84. Shvaiko, P., Euzenat, J.: A survey of schema-based matching approaches. In: Spaccapietra, S. (ed.) Journal on Data Semantics IV. LNCS, vol. 3730, pp. 146–171. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  85. Shvaiko, P., Euzenat, J.: Ten challenges for ontology matching. In: Proceedings of the 7th International Conference on Ontologies, Databases, and Applications of Semantics (2008)

    Google Scholar 

  86. Smith, B., Ceusters, W., Klagges, B., Köhler, J., Kumar, A., Lomax, J., Mungall, C., Neuhaus, F., Rector, A., Rosse, C.: Relations in biomedical ontologies. Genome Biology 46, R46 (2005)

    Article  Google Scholar 

  87. Spiliopoulos, V., Valarakos, A.G., Vouros, G.A., Karkaletsis, V.: SEMA: results for the ontology alignment contest OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 244–254 (2007)

    Google Scholar 

  88. Stevens, R., Goble, C., Bechhofer, S.: Ontology-based knowledge representation for bioinformatics. Briefings in Bioinformatics 1(4), 398–414 (2000)

    Article  Google Scholar 

  89. Stevens, R., Goble, C., Bechhofer, S., Ng, G., Baker, P.: Complex query formulation over diverse information sources in TAMBIS. In: Lacroix, Critchlow (eds.) Bioinformatics: Managing Scientific data, pp. 189–223. Kaufmann, San Francisco (2003)

    Chapter  Google Scholar 

  90. Strömbäck, L., Hall, D., Lambrix, P.: A review of standards for data exchange within systems biology. Proteomics 7(6), 857–867 (2007) (invited contribution)

    Article  Google Scholar 

  91. Strömbäck, L., Jakonienė, V., Tan, H., Lambrix, P.: Representing, storing and accessing molecular interaction data: a review of models and tools. Briefings in Bioinformatics 7(4), 331–338 (2006) (invited contribution)

    Article  Google Scholar 

  92. Strömbäck, L., Lambrix, P.: Representations of molecular pathways: An evaluation of SBML, PSI MI and BioPAX. Bioinformatics 21(24), 4401–4407 (2005)

    Article  Google Scholar 

  93. Stumme, G., Mädche, A.: FCA-Merge: Bottom-up merging of ontologies. In: Proceedings of the 17th International Joint Conference on Artificial Intelligence, pp. 225–230 (2001)

    Google Scholar 

  94. Su, X.M., Hakkarainen, S., Brasethvik, T.: Semantic enrichment for improving systems interoperability. In: Proceedings of the ACM Symposium on Applied Computing, pp. 1634–1641 (2004)

    Google Scholar 

  95. Sunna, W., Cruz, I.: Using the AgreementMaker to align ontologies for the OAEI campaign 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 133–138 (2007)

    Google Scholar 

  96. Tan, H., Jakonienė, V., Lambrix, P., Aberg, J., Shahmehri, N.: Alignment of biomedical ontologies using life science literature. In: Bremer, E.G., Hakenberg, J., Han, E.-H(S.), Berrar, D., Dubitzky, W. (eds.) KDLL 2006. LNCS (LNBI), vol. 3886, pp. 1–17. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  97. Tan, H., Lambrix, P.: A method for recommending ontology alignment strategies. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L.J.B., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) ISWC 2007. LNCS, vol. 4825, pp. 494–507. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  98. Tan, H., Lambrix, P.: SAMBO results for the ontology alignment evaluation initiative 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 236–243 (2007)

    Google Scholar 

  99. Tannen, V., Davidson, S., Harker, S.: The information integration system K2. In: Lacroix, Critchlow (eds.) Bioinformatics: Managing Scientific data, pp. 225–248. Kaufmann, San Francisco (2003)

    Chapter  Google Scholar 

  100. Taylor, C.F., Paton, N.W., Lilley, K.S., Binz, P.-A., Julian Jr., R.K., Jones, A.R., Zhu, W., Apweiler, R., Aebersold, R., Deutsch, E.W., Dunn, M.J., Heck, A.J.R., Leitner, A., Macht, M., Mann, M., Martens, L., Neubert, T.A., Patterson, S.D., Ping, P., Seymour, S.L., Souda, P., Tsugita, A., Vandekerckhove, J., Vondriska, T.M., Whitelegge, J.P., Wilkins, M.R., Xenarios, I., Yates III, J.R., Hermjakob, H.: The minimum information about a proteomics experiment (MIAPE). Nature Biotechnology 25, 887–893 (2007)

    Article  Google Scholar 

  101. Tyson, J.J.: Modeling the cell division cycle: cdc2 and cyclin interactions. Proceedings National Academy of Sciences U.S.A. 88(16), 7328–7332 (1991)

    Article  Google Scholar 

  102. Uhrmacher, A., Rolfs, A., Frahm, J.: DFG research training group 1387/1: dIEM oSiRiS - integrative development of modelling and simulation methods for regenerative systems. it - Information Technology 49(6), 388–395 (2007)

    Article  Google Scholar 

  103. UMLS. Unified medical language system, http://www.nlm.nih.gov/research/umls/about_umls.html

  104. Wächter, T., Tan, H., Wobst, A., Lambrix, P., Schroeder, M.: A corpus-driven approach for design, evolution and alignment of ontologies. In: Proceedings of the Winter Simulation Conference, pp. 1595–1602 (2006) (invited contribution)

    Google Scholar 

  105. Wang, P., Xu, B.: LILY: the results for the ontology alignment contest OAEI 2007. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 179–187 (2007)

    Google Scholar 

  106. Wang, P., Xu, B.: Lily: ontology alignment results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 167–175 (2008)

    Google Scholar 

  107. WordNet, http://wordnet.princeton.edu/

  108. BioPAX working Group. BioPAX - biological pathways exchange language. level 1, version 1.0 documentation (2004), http://www.biopax.org

  109. Ben Yaghlane, B., Laamari, N.: OWL-CM: OWL combining matcher based on belief functions theory. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 206–218 (2007)

    Google Scholar 

  110. Zargayouna, H., Safar, B., Reynaud, C.: TaxoMap in the OAEI 2007 alignment contest. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 268–275 (2007)

    Google Scholar 

  111. Zghal, S., Ben Yahia, S., Nguifo, E.M., Slimani, Y.: SODA: an OWL-DL based ontology matching system. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 261–267 (2007)

    Google Scholar 

  112. Zhang, S., Bodenreider, O.: Hybrid alignment strategy for anatomical ontologies: results of the 2007 ontology alignment contest. In: Proceedings of the Second International Workshop on Ontology Matching, pp. 139–149 (2007)

    Google Scholar 

  113. Zhang, X., Zhong, Q., Li, J., Tang, J.: RiMOM results for OAEI 2008. In: Proceedings of the Third International Workshop on Ontology Matching, pp. 182–189 (2008)

    Google Scholar 

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Lambrix, P., Strömbäck, L., Tan, H. (2009). Information Integration in Bioinformatics with Ontologies and Standards. In: Bry, F., Małuszyński, J. (eds) Semantic Techniques for the Web. Lecture Notes in Computer Science, vol 5500. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04581-3_8

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