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Linked Data in Pharmaceutical R&D
PhD Informatics Seminar, IT University
Kerstin Forsberg
AstraZeneca, R&D, Sweden
Clinical Information Strategy
kerstin.l.forsberg@astrazeneca.com
kerfors on Twitter, Google+, LinkedIn, Slideshare, Blogspot, citulike
What is this?
 DBpedia
 WikiData
 Schema.org
Some recent headlines!
 How DBpedia treats Wikipedia as a Database
 Wikipedia’s Next Big Thing: Wikidata, A Machine-
  Readable, User-Editable Database Funded By
  Google, Paul Allen And Others
 Yandex (Russia’s leading search engine) joins
  Google, Yahoo! and Bing to collaborate on
  Schema.org
What is this?
   http://dbpedia.org/resource/IT_University
   http://dbpedia.org/resource/Stockholm
   http://education.data.gov.uk/id/school/123065
   http://schema.org/CollegeOrUniversity
   http://research.data.astrazeneca.com/id/clinicalstudy/D5890C00003
   http://linkedct.org/resource/trial/nct00244608/
Pharmaceutical Research and Development
Complexity
                         Pathophysiology?
         Phenotypes?                            Targets?

       Costs?                                           Biomarkers?

   QoL?                                                     Outcomes?


      Association and interpretation           Health care, pharma, academia,
            of all data needed                      authorities and payers.
     has become a too complex task                     Shared datasets
for individuals, or even teams to handle.   Different decisions and different types
                                                        of applications.
Why is it so hard …



  See slide 1-5 in the slide pack from Open PHACTS
  presented at BioIT World Expo Europe – Oct 2011
  by Prof. Carole Goble on SlideShare
  http://www.slideshare.net/open_phacts/open-phacts-bioit-world-europe-cag-111013
Web of Documents




      Web 3.0




Web of (Linked) Data   An Intro To The Semantic Web: Why You Need To Know
                       About It Sooner Than Later , by Samantha Wong
                       Image Source: Frederic Martin
Opportunities
 Organized for associations
 Prepared for not yet defined use
 Ready for automation where computers can
 function alongside us to
    Mitigate the complexity in discovering, accessing,
     connecting and interpreting information
    Improve the productivity in managing
     information
Semantic Web Standard Stack
RDF Triples
     Resource Description Framework (RDF):
     a general model of how any piece of data and
     representations of knowledge can be expressed as
     so called triples.

            subject     predicate              object (or value)


           Stockholm      type                  place

           Stockholm     capital              Sweden

           Stockholm     subject      Port cities in Sweden

           Stockholm    areaCode                “+46-8”

                                       “http://en.wikipedia.org/wiki/Stockholm”
           Stockholm   primaryTopic
RDF Triples
     Triples can be aggregated into graphs with subject
      and objects as nodes, and predicates as arcs.




                           type                  place

                          capital              Sweden

            Stockholm     subject      Port cities in Sweden

                         areaCode                “+46-8”

                                        “http://en.wikipedia.org/wiki/Stockholm”
                        primaryTopic
RDF Triples
            Graphs of triples can be extended across different
                 sources and for different purpose.




                                      type                  place
                                                                            type        Country
CDISC
                                     capital              Sweden

                       Stockholm     subject      Port cities in Sweden             subject
          CDISC
        Interchange
          EU 2012                   areaCode                “+46-8”                    Gothenburg


                                                   “http://en.wikipedia.org/wiki/Stockholm”
                                   primaryTopic
RDF Triples
                RDF Schema and the RDF based Web Ontology
                   Language (OWL) add a typing mechanism to classify
                   subjects and objects into hierarchies of types
                                        Thing               subClass                      Place
                           subClass
                                                                                                     subClass
Organization            Event
                                                                                      subClass      Adm.Area
               subClass
   type                                                                                                    subClass
                 Business
                                                   type                     place
                  Event                                                                      type         Country
CDISC
                                                  capital                 Sweden
                  type
                                Stockholm         subject        Port cities in Sweden                subject
            CDISC
          Interchange
            EU 2012                              areaCode                   “+46-8”                     Gothenburg


                                                                   “http://en.wikipedia.org/wiki/Stockholm”
                                                primaryTopic
RDF Triples
                Simple Knowledge Organization System (SKOS) is
                   a thin RDF based vocabulary that can be used to
                   build terminologies of broader/narrower concepts.
                                                                                              Populated
                                                                                           places in Europe


Organization                                                                                broader narrower


   type                                                                                   Cities in

                 Business
                                           type                  place                    Sweden

                  Event
CDISC                                                                           broader
                                          capital              Sweden                      narrower
                  type
                            Stockholm     subject      Port cities in Sweden                subject
            CDISC
          Interchange
            EU 2012                      areaCode                “+46-8”                       Gothenburg


                                                        “http://en.wikipedia.org/wiki/Stockholm”
                                        primaryTopic
4 Principles for Linked Data …
… and 5 stars for Linked Open Data
 •   Use URIs (Uniform Resource Identifiers) as
     names for things.
 •   Use HTTP URIs so that people can look up
     (dereference) those names.
 •   When someone looks up a URI, provide
     useful information.
 •   Include links to other URIs so that they can
     discover more things.




                                 Source: Linked Open Data star scheme by example

                              More resources introducing and describing the Linked Data idea
Linked Open Data cloud




Richard Cyganiak and Anja Jentzsch
http://lod-cloud.net/

Growing Linked Open Data Cloud
http://youtu.be/TXFYSWuEOOw
Linked Enterprise Data




                     Source: What does Open Data mean for Enterprises?

                   More resources introducing and describing the Linked Data idea
I’m encouraged by …
• … what actually can be done by applying Linked
    Data principles, together with a stepwise
    implementation and pragmatic application of
    crucial building blocks, to …
                                                   Health Care and Life Sciences (HCLS)
                                                   Interest Group
• … improve the research and commercial            Linking Open Drug Data
    utility of information
    • Organized for associations
    • Prepared for not yet defined use             EU project The Large Knowledge Collider
                                                   Linked Life Data
    • Ready for automation where computers can
       function alongside us to                    A 2-page summary of our learnings from
                                                   participating in these external projects:
        Mitigate the complexity in discovering,   Linked Data in Pharma, 2011, Bo Andersson
                                                   and Kerstin Forsberg
          accessing, connecting and interpreting
          information
        Improve the productivity in managing
1         information

9

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Linked data in pharma it univ 2 april 2012

  • 1. Linked Data in Pharmaceutical R&D PhD Informatics Seminar, IT University Kerstin Forsberg AstraZeneca, R&D, Sweden Clinical Information Strategy kerstin.l.forsberg@astrazeneca.com kerfors on Twitter, Google+, LinkedIn, Slideshare, Blogspot, citulike
  • 2. What is this?  DBpedia  WikiData  Schema.org
  • 3. Some recent headlines!  How DBpedia treats Wikipedia as a Database  Wikipedia’s Next Big Thing: Wikidata, A Machine- Readable, User-Editable Database Funded By Google, Paul Allen And Others  Yandex (Russia’s leading search engine) joins Google, Yahoo! and Bing to collaborate on Schema.org
  • 4. What is this?  http://dbpedia.org/resource/IT_University  http://dbpedia.org/resource/Stockholm  http://education.data.gov.uk/id/school/123065  http://schema.org/CollegeOrUniversity  http://research.data.astrazeneca.com/id/clinicalstudy/D5890C00003  http://linkedct.org/resource/trial/nct00244608/
  • 6. Complexity Pathophysiology? Phenotypes? Targets? Costs? Biomarkers? QoL? Outcomes? Association and interpretation Health care, pharma, academia, of all data needed authorities and payers. has become a too complex task Shared datasets for individuals, or even teams to handle. Different decisions and different types of applications.
  • 7. Why is it so hard … See slide 1-5 in the slide pack from Open PHACTS presented at BioIT World Expo Europe – Oct 2011 by Prof. Carole Goble on SlideShare http://www.slideshare.net/open_phacts/open-phacts-bioit-world-europe-cag-111013
  • 8. Web of Documents Web 3.0 Web of (Linked) Data An Intro To The Semantic Web: Why You Need To Know About It Sooner Than Later , by Samantha Wong Image Source: Frederic Martin
  • 9. Opportunities  Organized for associations  Prepared for not yet defined use  Ready for automation where computers can function alongside us to  Mitigate the complexity in discovering, accessing, connecting and interpreting information  Improve the productivity in managing information
  • 11. RDF Triples  Resource Description Framework (RDF): a general model of how any piece of data and representations of knowledge can be expressed as so called triples. subject predicate object (or value) Stockholm type place Stockholm capital Sweden Stockholm subject Port cities in Sweden Stockholm areaCode “+46-8” “http://en.wikipedia.org/wiki/Stockholm” Stockholm primaryTopic
  • 12. RDF Triples  Triples can be aggregated into graphs with subject and objects as nodes, and predicates as arcs. type place capital Sweden Stockholm subject Port cities in Sweden areaCode “+46-8” “http://en.wikipedia.org/wiki/Stockholm” primaryTopic
  • 13. RDF Triples  Graphs of triples can be extended across different sources and for different purpose. type place type Country CDISC capital Sweden Stockholm subject Port cities in Sweden subject CDISC Interchange EU 2012 areaCode “+46-8” Gothenburg “http://en.wikipedia.org/wiki/Stockholm” primaryTopic
  • 14. RDF Triples  RDF Schema and the RDF based Web Ontology Language (OWL) add a typing mechanism to classify subjects and objects into hierarchies of types Thing subClass Place subClass subClass Organization Event subClass Adm.Area subClass type subClass Business type place Event type Country CDISC capital Sweden type Stockholm subject Port cities in Sweden subject CDISC Interchange EU 2012 areaCode “+46-8” Gothenburg “http://en.wikipedia.org/wiki/Stockholm” primaryTopic
  • 15. RDF Triples  Simple Knowledge Organization System (SKOS) is a thin RDF based vocabulary that can be used to build terminologies of broader/narrower concepts. Populated places in Europe Organization broader narrower type Cities in Business type place Sweden Event CDISC broader capital Sweden narrower type Stockholm subject Port cities in Sweden subject CDISC Interchange EU 2012 areaCode “+46-8” Gothenburg “http://en.wikipedia.org/wiki/Stockholm” primaryTopic
  • 16. 4 Principles for Linked Data … … and 5 stars for Linked Open Data • Use URIs (Uniform Resource Identifiers) as names for things. • Use HTTP URIs so that people can look up (dereference) those names. • When someone looks up a URI, provide useful information. • Include links to other URIs so that they can discover more things. Source: Linked Open Data star scheme by example More resources introducing and describing the Linked Data idea
  • 17. Linked Open Data cloud Richard Cyganiak and Anja Jentzsch http://lod-cloud.net/ Growing Linked Open Data Cloud http://youtu.be/TXFYSWuEOOw
  • 18. Linked Enterprise Data Source: What does Open Data mean for Enterprises? More resources introducing and describing the Linked Data idea
  • 19. I’m encouraged by … • … what actually can be done by applying Linked Data principles, together with a stepwise implementation and pragmatic application of crucial building blocks, to … Health Care and Life Sciences (HCLS) Interest Group • … improve the research and commercial Linking Open Drug Data utility of information • Organized for associations • Prepared for not yet defined use EU project The Large Knowledge Collider Linked Life Data • Ready for automation where computers can function alongside us to A 2-page summary of our learnings from participating in these external projects:  Mitigate the complexity in discovering, Linked Data in Pharma, 2011, Bo Andersson and Kerstin Forsberg accessing, connecting and interpreting information  Improve the productivity in managing 1 information 9