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From Search to Semantics




Ben Gardner
Collaboration & Information Consultant
Ben at differentiatedthinking.com
http://www.linkedin.com/in/bengardner135
From Search to Semantics

 Looking for Information

 Exploring Connections



  meet Jessica – A vision of working in a
  Semantic enabled organisation
                                      Ben Gardner
We live in exponential times




                               Ben Gardner
Many Places for Lots of Bits




        ?               Targetpedia




        TOU




                                      Ben Gardner
Clay Shirky   http://www.youtube.com/watch?v=LabqeJEOQyI   or Filter Failure
Search – Quick & Dirty

            The problem                         The first step

               GDMS
                            ECF




        BioBook                CeN




Multiple repositories x Multiple Search tools




                                                                 Ben Gardner
Search 101
On the Web content is networked




                      In the organisation content is disconnected
                                                             Ben Gardner
Navigators




             Ben Gardner
Refine Results




                 Ben Gardner
Steps in Developing Search



                                              Validate UI
                                   Index Content
                      Identify Navigators

          Identify the Sources


Understand your
Community

                                                       Ben Gardner
What is the community looking for?




                                     Ben Gardner
Target Relevancy
Regulatory Document
Management System




                               IND/NDA
                      Filter   Investigator Brochure
                               Clinical Study Report




                                                 Ben Gardner
Building Navigators
Metadata            Vocabularies/Taxonomies/Ontologies
                    • Intracellular Signalling P&P
                       – Protein Kinase
                           • Serine Kinase
                           • Tyrosine Kinase
                               – ……
                               – JAK2
                               – JAK3
                                    »   JAK-3
                                    »   LJAK
                                    »   L-JAK
                                    »   ……
                               – KDR
                               – …..



                                                     Ben Gardner
Indexing

              Target



Author                    Disease
              Doc


    Project            Drug


                                    Ben Gardner
Networked Information
Disconnected




                            Networked
                                   Ben Gardner
User Interface




• Synonym expansion
• Tune vocabularies
• Promote recommended hits
                             Ben Gardner
Showing Value
   How long does it take to find a Clinical Study Report?
         •   Clinical Study Report for Maraviroc (UK-427857) Clinical Protocol A5002345


                              GDMS                            SEEK Research Edition
      Navigate to             1:43 Min                        NA
      Basic Search            8:24 Min & 4950 hits            <1 second & 7 hits
                                                              (3rd document)
      Advanced                20 Sec & 519 hits               Not Needed
      Search                  (8th document)*
                              Complex UI that requires
                              significant GDMS SME




              SEEK Research Edition – simple, fast and focused

* It took 3 attempts to correctly construct the GDMS Adv. Search query, the first 2 attempts returned no documents
& took 8 minutes each to complete
                                                                                                          Ben Gardner
Search to Find
Semantics to Explore
Things have Properties


                                        Jessica



Expertise                     Projects               Targets      Location
Molecular Pharmacology        D3 Agonist for FSD     5HT1a&b      Sandwich
Molecular Biology             Nav1.7 for Pain        G-Proteins
Receptor Theory               CB2 for Obesity        CB1&2
G-Protein Coupled Receptors   D2 for Schizophrenia   P38
Modelling                                            Arrestin’s
Data Visualisation
Receptor Regulation
In Vitro Assay Development




                                                                             Ben Gardner
Semantics: Exploring Connections



Jessica                 Cannabinoid Receptor 2      Migraine
[+] Expertise           [+] Structure               [-] Targets
[+] Projects            [+] Isoforms                              CGRP
[-] Targets             [+] Pharmacological tools                 5HT1D
            CBR2        [-] Implicated in                         CB2
           5HT1A&C                  Migraine                      PDE3
           G-Proteins               Obesity                       Ras
           P38                      Schizophrenia   [+] Competitive Intelligence
           Arrestin’s               …..             [+] Treatments
[+] Location                                        [+] ……
                          Vocabularies

                                                                          Ben Gardner
Resource Description Framework (RDF)

                              Subject                   Predicate                     Object


                             <Jessica>                 <hasExpertise>                 <CB2>



                                                        RDF Triple
        Combining Triples creates a directed, labelled graph
                                                      <Molecular
                                                       Biology>
                                    hasSkill                            <Nav1.7 for
                                               hasWorkedOn                Pain>

                                                                                               Graph
                            <Jessica>                hasLocation
                                                                        <Sandwich>

                                   hasExpertise
                                                        <CB2>
Inspired by J Phil Brooks
                                                                                                       Ben Gardner
Graphs can be joined together ……

                           <Molecular
                            Biology>
         hasSkill                        <Nav1.7 for
                    hasWorkedOn            Pain>


 <Jessica>              hasLocation
                                        <Sandwich>

        hasExpertise
                             <CB2>
                                                            <CB2>              Implicated_in
                                                                                                <Migraine>

                                                   subClassOf        hasTool

                                                                                 <PF-334,765>

                                                                <GPCR>




                                        Inspired by J Phil Brooks
                                                                                                     Ben Gardner
Graphs can be joined together ……

                            <Molecular
                             Biology>
         hasSkill                              <Nav1.7 for
                    hasWorkedOn                  Pain>


 <Jessica>              hasLocation
                                                                                                       <CGRP>
                                              <Sandwich>
                                                                           Associated target
        hasExpertise
                             <CB2>                  Implicated_in
                                                                                      Associated target
                                                                         <Migraine>                         <5HT1D>
                       subClassOf        hasTool
                                                                                      hasTreatmentClass
                                                       <PF-334,765>

                                    <GPCR>
                                                                                           <Tryptan>



…... to traverse the knowledge space         Inspired by J Phil Brooks
                                                                                                                Ben Gardner
Linked Open Data




http://richard.cyganiak.de/2007/10/lod/                  Ben Gardner
Targetpedia: Building Nodes




                              Ben Gardner
Simplifying Access to Target Information
What’s Know About My Target?




Where is My Target Expressed?




Can I Better Understand the Pathway?



Is There Relevant Compound Information ?

What Can I Learn About Pfizer Projects and Portfolio Information?


What Safety Tools Might Be Available?


                                                                    Ben Gardner
Simplifying Access to Target Information
 What’s Know About My Target?
 TKR2 (tkr2.pfizer.com)Ensembl (http://uswest.ensembl.org/index.html) Provides information on gene knowledge,OMIM
 (http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=OMIM) Association the genes with genetic disorders,NCBI
 (www.ncbi.nlm.nih.gov/Sitemap/index.html) Broad source of genomic information,NextBio (https://pfizer.nextbio.com ) Comprehensive
 literature search on the target; also body atlas,GEMM phenotype finder (http://phenotypepfinder.pfizer.com/gemmi/),JAX Lab Mouse
 Phenome (http://phenome.jax.org/) Mouse phenotype database,Kinase Safety Knowledgebase (Kinase Safety Knowledgebase) for kinase
 targets
Where is My Target Expressed?
Protein: Lifespan (http://www.lsbio.com/) login is “pfizer”; password is “phish”, Human Protein Atlas (http://www.proteinatlas.org/ Human
IHC Tissue staining , mRNA: Body map (http://bodymap.pfizer.com/) Use this to access Rat Map, Dog Map, Mouse Map, Eye Map
,etc, BioGPS (http://biogps.gnf.org/#goto=welcome) affymetrix chip information, Expression Portal
(http://sanlnx33.uk.pfizer.com:8777/ExpressionPortal/) Internal and external data sets for target queries, including a variety of species, cell
lines and disease conditions ,Gene Expression Atlas (http://www.ebi.ac.uk/gxa/) External data; version with internal Pfizer data added is
available at http://amrgrol002.pfizer.com:8888/gxa/ , Allen Brain Atlas (http://www.brain-map.org/welcome.do) Mouse Brain ISH staining
Transgenic mouse), BGEM (http://www.gensat.org/index.html) Brain staining in transgenic mice
Can I Better Understand the Pathway?
Ingenuity (http://www.ingenuity.com/) Explore networks involving genes of interest. Links to known pathways, GeneGo MetaCore
(http://www.genego.com/metacore.php/) Curated pathways, metabolic and signaling networks
Is There Relevant Compound Information ?
RGate (http://rgate.pfizer.com/portal/) Compound structure, similar compounds, compound properties, assay results
What Can I Learn About Pfizer Projects and Portfolio Information?
PMI (http://pmi.pfizer.com) Link to Pfizer Portfolio information,Competitor Information –Prous database
(http://integrity.prous.com/integrity/servlet/xmlxsl/pk_home.util_home)
What Safety Tools Might Be Available?
Toxicomatrix (http://pfizerpedia.pfizer.com/index.php/Toxicomatrix), DSRD Safety Road Maps (http://ecf.pfizer.com/sites/DSRD-
ERTS/default.aspx?RootFolder=%2fsites%2fDSRD%2dERTS%2fShared%20Documents%2fRoad%20Maps&FolderCTID=&View=%7b640BA3E6%2d
ECEE%2d4A0F%2d99D4%2d6000FE11798C%7d)                                                                                         Ben Gardner
Targetpedia a One Stop Shop


                                      What safety tools
What’s to                             might be available?
know about
                                                                 Where is my
my target?
                                                                 target Expressed?

                    What can I
                    learn about
                    Pfizer Projects
                    and Portfolio
                    Information?
Is there
Relevant
Compound                                        Can I better
Information?                                    Understand the
                                                Pathway?

                                                                                       29
                                                                                     Ben Gardner
Targetpedia is a Node




http://richard.cyganiak.de/2007/10/lod/                Ben Gardner
Exploring
   Connections

with   Jessica




                 Ben Gardner
Jessica   works here………..




                            Ben Gardner
and here………..




                Ben Gardner
Jessica’s needs to connect with people
and information across the globe




                                         Ben Gardner
so Jessica needs tools that help her to
find the connections between people
and information inside and outside
of the firewall ….




                                    Ben Gardner
Jessica uses   SEEK   to   search   for the documents
she needs




                                              SEEK also
                                              suggests
                                              colleagues,
                                              papers and
                                              projects that
                                              may be relevant
                                              based on her
                                              search



                                                        Ben Gardner
Jessica likes   SEEK   because it is
easy to use



 She   no longer needs to
 know where a document is
 stored




     One place to Search
     for everything
                                       Ben Gardner
Jessica likes targetpedia as it provides a     one stop shop
for all her target information




                 Being able to   tag   and   annotate targets lets Jessica
                                              share insights and expertise
Targetpedia           is just one of a   suite of pedias that
Jessica uses



                                                       drugbook
  Each pedia contains
  contextually relevant
                                  projectpedia
  information in an   easy
  to consume format




      diseasepedia
        Having all this   information      available in theright place
                                                 makes it easy to find
                                                                   Ben Gardner
projectpedia provides Jessica with more than just a
snapshot    of a projects status ….




                                                ….. it also
                                                connects          her
                                                to the
                                                team, their
                                                notebook, Sha
                                                rePoint
                                                site, referen
                                                ces ….


              .... and alerts her if new content is available
                                                              Ben Gardner
Jessica switch's to the   Grid Explorer…….




          …… to   navigate   the   connections   between the pedias
                                                            Ben Gardner
The reflect plug-in lets Jessica                        light up   the
documents she reads …..



                                                                      drugbook



                                            CENSORDED




   projectpedia




                                                                                 diseasepedia




                  …… providing   links   that   connect     to people and information
                                                                                                Ben Gardner
Now the   information and people

          Jessica needs are just


                        one click away


                                    Ben Gardner
18 months ago Jessica’s did not know what she
was missing




        She needed to know where information was
                            before she could use it
                                              Ben Gardner
Today because of Semantics…..




                 …… information finds Jessica’s
                                          Ben Gardner
..ask Jessica what
Semantics means to
her………..?



                     Ben Gardner
..she’d say she
hates buzz
words………




             Ben Gardner
..but it’s most
definitely about


             Making
               Connections
                      Matter
                          Ben Gardner
Semantics Provides Context and
            Enables Exploration



Web 2.0: People 2 People                        Linked Data: Data 2 Data




                           Contextualised Connections                      Ben Gardner
Invest in Language
Profile
Ben Gardner
Collaboration and Information Consultant



                        Contact via:
                                       http://www.linkedin.com/in/bengardner135
                               Blog http://dif-fer-en-ti-ate.blogspot.com/
                                   http://www.slideshare.net/bengardner135
                             email Ben at Differentiatedthinking.com

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From Search to Semantics

  • 1. From Search to Semantics Ben Gardner Collaboration & Information Consultant Ben at differentiatedthinking.com http://www.linkedin.com/in/bengardner135
  • 2. From Search to Semantics Looking for Information Exploring Connections meet Jessica – A vision of working in a Semantic enabled organisation Ben Gardner
  • 3. We live in exponential times Ben Gardner
  • 4. Many Places for Lots of Bits ? Targetpedia TOU Ben Gardner
  • 5. Clay Shirky http://www.youtube.com/watch?v=LabqeJEOQyI or Filter Failure
  • 6. Search – Quick & Dirty The problem The first step GDMS ECF BioBook CeN Multiple repositories x Multiple Search tools Ben Gardner
  • 7. Search 101 On the Web content is networked In the organisation content is disconnected Ben Gardner
  • 8. Navigators Ben Gardner
  • 9. Refine Results Ben Gardner
  • 10. Steps in Developing Search Validate UI Index Content Identify Navigators Identify the Sources Understand your Community Ben Gardner
  • 11. What is the community looking for? Ben Gardner
  • 12. Target Relevancy Regulatory Document Management System IND/NDA Filter Investigator Brochure Clinical Study Report Ben Gardner
  • 13. Building Navigators Metadata Vocabularies/Taxonomies/Ontologies • Intracellular Signalling P&P – Protein Kinase • Serine Kinase • Tyrosine Kinase – …… – JAK2 – JAK3 » JAK-3 » LJAK » L-JAK » …… – KDR – ….. Ben Gardner
  • 14. Indexing Target Author Disease Doc Project Drug Ben Gardner
  • 15. Networked Information Disconnected Networked Ben Gardner
  • 16. User Interface • Synonym expansion • Tune vocabularies • Promote recommended hits Ben Gardner
  • 17. Showing Value How long does it take to find a Clinical Study Report? • Clinical Study Report for Maraviroc (UK-427857) Clinical Protocol A5002345 GDMS SEEK Research Edition Navigate to 1:43 Min NA Basic Search 8:24 Min & 4950 hits <1 second & 7 hits (3rd document) Advanced 20 Sec & 519 hits Not Needed Search (8th document)* Complex UI that requires significant GDMS SME SEEK Research Edition – simple, fast and focused * It took 3 attempts to correctly construct the GDMS Adv. Search query, the first 2 attempts returned no documents & took 8 minutes each to complete Ben Gardner
  • 20. Things have Properties Jessica Expertise Projects Targets Location Molecular Pharmacology D3 Agonist for FSD 5HT1a&b Sandwich Molecular Biology Nav1.7 for Pain G-Proteins Receptor Theory CB2 for Obesity CB1&2 G-Protein Coupled Receptors D2 for Schizophrenia P38 Modelling Arrestin’s Data Visualisation Receptor Regulation In Vitro Assay Development Ben Gardner
  • 21. Semantics: Exploring Connections Jessica Cannabinoid Receptor 2 Migraine [+] Expertise [+] Structure [-] Targets [+] Projects [+] Isoforms CGRP [-] Targets [+] Pharmacological tools 5HT1D CBR2 [-] Implicated in CB2 5HT1A&C Migraine PDE3 G-Proteins Obesity Ras P38 Schizophrenia [+] Competitive Intelligence Arrestin’s ….. [+] Treatments [+] Location [+] …… Vocabularies Ben Gardner
  • 22. Resource Description Framework (RDF) Subject Predicate Object <Jessica> <hasExpertise> <CB2> RDF Triple Combining Triples creates a directed, labelled graph <Molecular Biology> hasSkill <Nav1.7 for hasWorkedOn Pain> Graph <Jessica> hasLocation <Sandwich> hasExpertise <CB2> Inspired by J Phil Brooks Ben Gardner
  • 23. Graphs can be joined together …… <Molecular Biology> hasSkill <Nav1.7 for hasWorkedOn Pain> <Jessica> hasLocation <Sandwich> hasExpertise <CB2> <CB2> Implicated_in <Migraine> subClassOf hasTool <PF-334,765> <GPCR> Inspired by J Phil Brooks Ben Gardner
  • 24. Graphs can be joined together …… <Molecular Biology> hasSkill <Nav1.7 for hasWorkedOn Pain> <Jessica> hasLocation <CGRP> <Sandwich> Associated target hasExpertise <CB2> Implicated_in Associated target <Migraine> <5HT1D> subClassOf hasTool hasTreatmentClass <PF-334,765> <GPCR> <Tryptan> …... to traverse the knowledge space Inspired by J Phil Brooks Ben Gardner
  • 27. Simplifying Access to Target Information What’s Know About My Target? Where is My Target Expressed? Can I Better Understand the Pathway? Is There Relevant Compound Information ? What Can I Learn About Pfizer Projects and Portfolio Information? What Safety Tools Might Be Available? Ben Gardner
  • 28. Simplifying Access to Target Information What’s Know About My Target? TKR2 (tkr2.pfizer.com)Ensembl (http://uswest.ensembl.org/index.html) Provides information on gene knowledge,OMIM (http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=OMIM) Association the genes with genetic disorders,NCBI (www.ncbi.nlm.nih.gov/Sitemap/index.html) Broad source of genomic information,NextBio (https://pfizer.nextbio.com ) Comprehensive literature search on the target; also body atlas,GEMM phenotype finder (http://phenotypepfinder.pfizer.com/gemmi/),JAX Lab Mouse Phenome (http://phenome.jax.org/) Mouse phenotype database,Kinase Safety Knowledgebase (Kinase Safety Knowledgebase) for kinase targets Where is My Target Expressed? Protein: Lifespan (http://www.lsbio.com/) login is “pfizer”; password is “phish”, Human Protein Atlas (http://www.proteinatlas.org/ Human IHC Tissue staining , mRNA: Body map (http://bodymap.pfizer.com/) Use this to access Rat Map, Dog Map, Mouse Map, Eye Map ,etc, BioGPS (http://biogps.gnf.org/#goto=welcome) affymetrix chip information, Expression Portal (http://sanlnx33.uk.pfizer.com:8777/ExpressionPortal/) Internal and external data sets for target queries, including a variety of species, cell lines and disease conditions ,Gene Expression Atlas (http://www.ebi.ac.uk/gxa/) External data; version with internal Pfizer data added is available at http://amrgrol002.pfizer.com:8888/gxa/ , Allen Brain Atlas (http://www.brain-map.org/welcome.do) Mouse Brain ISH staining Transgenic mouse), BGEM (http://www.gensat.org/index.html) Brain staining in transgenic mice Can I Better Understand the Pathway? Ingenuity (http://www.ingenuity.com/) Explore networks involving genes of interest. Links to known pathways, GeneGo MetaCore (http://www.genego.com/metacore.php/) Curated pathways, metabolic and signaling networks Is There Relevant Compound Information ? RGate (http://rgate.pfizer.com/portal/) Compound structure, similar compounds, compound properties, assay results What Can I Learn About Pfizer Projects and Portfolio Information? PMI (http://pmi.pfizer.com) Link to Pfizer Portfolio information,Competitor Information –Prous database (http://integrity.prous.com/integrity/servlet/xmlxsl/pk_home.util_home) What Safety Tools Might Be Available? Toxicomatrix (http://pfizerpedia.pfizer.com/index.php/Toxicomatrix), DSRD Safety Road Maps (http://ecf.pfizer.com/sites/DSRD- ERTS/default.aspx?RootFolder=%2fsites%2fDSRD%2dERTS%2fShared%20Documents%2fRoad%20Maps&FolderCTID=&View=%7b640BA3E6%2d ECEE%2d4A0F%2d99D4%2d6000FE11798C%7d) Ben Gardner
  • 29. Targetpedia a One Stop Shop What safety tools What’s to might be available? know about Where is my my target? target Expressed? What can I learn about Pfizer Projects and Portfolio Information? Is there Relevant Compound Can I better Information? Understand the Pathway? 29 Ben Gardner
  • 30. Targetpedia is a Node http://richard.cyganiak.de/2007/10/lod/ Ben Gardner
  • 31. Exploring Connections with Jessica Ben Gardner
  • 32. Jessica works here……….. Ben Gardner
  • 33. and here……….. Ben Gardner
  • 34. Jessica’s needs to connect with people and information across the globe Ben Gardner
  • 35. so Jessica needs tools that help her to find the connections between people and information inside and outside of the firewall …. Ben Gardner
  • 36. Jessica uses SEEK to search for the documents she needs SEEK also suggests colleagues, papers and projects that may be relevant based on her search Ben Gardner
  • 37. Jessica likes SEEK because it is easy to use She no longer needs to know where a document is stored One place to Search for everything Ben Gardner
  • 38. Jessica likes targetpedia as it provides a one stop shop for all her target information Being able to tag and annotate targets lets Jessica share insights and expertise
  • 39. Targetpedia is just one of a suite of pedias that Jessica uses drugbook Each pedia contains contextually relevant projectpedia information in an easy to consume format diseasepedia Having all this information available in theright place makes it easy to find Ben Gardner
  • 40. projectpedia provides Jessica with more than just a snapshot of a projects status …. ….. it also connects her to the team, their notebook, Sha rePoint site, referen ces …. .... and alerts her if new content is available Ben Gardner
  • 41. Jessica switch's to the Grid Explorer……. …… to navigate the connections between the pedias Ben Gardner
  • 42. The reflect plug-in lets Jessica light up the documents she reads ….. drugbook CENSORDED projectpedia diseasepedia …… providing links that connect to people and information Ben Gardner
  • 43. Now the information and people Jessica needs are just one click away Ben Gardner
  • 44. 18 months ago Jessica’s did not know what she was missing She needed to know where information was before she could use it Ben Gardner
  • 45. Today because of Semantics….. …… information finds Jessica’s Ben Gardner
  • 46. ..ask Jessica what Semantics means to her………..? Ben Gardner
  • 47. ..she’d say she hates buzz words……… Ben Gardner
  • 48. ..but it’s most definitely about Making Connections Matter Ben Gardner
  • 49. Semantics Provides Context and Enables Exploration Web 2.0: People 2 People Linked Data: Data 2 Data Contextualised Connections Ben Gardner
  • 51. Profile Ben Gardner Collaboration and Information Consultant Contact via: http://www.linkedin.com/in/bengardner135 Blog http://dif-fer-en-ti-ate.blogspot.com/ http://www.slideshare.net/bengardner135 email Ben at Differentiatedthinking.com

Editor's Notes

  1. It is estimated that 40 exabytes (4.0 x 10E19) of unique new information will be generated worldwide this yearThat is more than in the previous 5,000 yearsOne weeks worth of the New York times contains more information than a person was likely to come across in a lifetime in the 18th centuryItoday 31 billion google searches are performed per month, in 2006 this was just 2.7 billionThe amount of technical information is doubling every 2 years
  2. What’s to know about my target?Where is my Target Expressed?Can I better Understand the Pathway?Is there Relevant Compound Information?What Can I learn about Pfizer Projects and Portfolio information?What Safety Tools Might be available?