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Semantics and Linked Data
at AstraZeneca R&D
Kerstin Forsberg
Semantics@Roche 2016
On my agenda:
1. An internal example: CI360 (Competitive Intelligence)
On my agenda:
2. Our Public, pre-competitive engagement, examples:
Open PHACTS, PhUSE, MedDRA and WHO ATC
On my agenda:
3. Our Linked Data Community of Practice (LD CoP)
On my agenda
4. Ongoing work: URI Recommendations
Who am I?
9
My goal: “Improving the utility of clinical trial data. Making it easier
to use data and to be able to take informed decisions when
combining data across clinical trials.”
Industry expert in semantic interoperability, clinical data standards
and medical terminologies.
My first semantic web article from 2000: “Extensible use of RDF in
a business context”.
1.900+ followers on social media (@kerfors) including FDA’s Chief
Health Informatics Officer, AstraZeneca’s CIO and HL7’s CTO.
Contributor to PhUSE, CDISC, W3C HCLS, IMI EHR4CR, MedDRA
MSSO and Advisory Board member for SALUS (Post Market Safety
Studies) EU project.
Informatics Analyst and Lifetime learner
Interesting times: Open Data, Open Innovation
10
11
See: http://www.bio-itworld.com/2016/6/10/astrazeneca-CI360-wins-bio-itworld-knowledge-management.aspx
1. An internal example: CI360 (Competitive Intelligence)
Competitive Intelligence 360 (CI360) Approach
Flexibly Addressing Key Questions
Capture Business
Questions and
Sources
Domain Expert
Concept Map
Build Formal
Ontology
Challenge with
Linked Data
Examine with a
Faceted Browser
Share insights
with a Knowledge
Base
Capture Business Questions
13
Capture Business
Questions and
Sources
Translate Questions into Concepts
14
Domain Expert
Concept Map
“Where are the key clinical studies in NSCLC and who are the principle investigators?”
Challenge with Data
“Where are the key clinical studies in NSCLC and who are the principle investigators?”
(one example)
Source: https://clinicaltrials.gov/ct2/show/NCT02027428
Challenge with
Linked Data
Refine the Answer Examine with a
Faceted Browser
“What are the open trials in metastatic breast cancer and what drugs are being tested?”
Share Insights as a Community
“Can a biomarker defined population be added to a trial record?”
Share insights with
a Knowledge Base
2. Our Public, pre-competitive engagement, examples:
Open PHACTS, CDISC/PhUSE, MedDRA and WHO ATC
The Open PHACTS Discovery Platform
19
The Open PHACTS Foundation and Uptake at AstraZeneca
20
21
CDISC and PhUSE Semantic Technology
• CDISC2RDF, Oct 2012 a pre-competitive project with AZ,
Roche, W3C et al. to show case Semantic Web
standards and Linked Data principles.
• FDA meeting Nov 2012: Solutions for Study Data
Exchange Standards Meeting – W3C presentation.
• June 2013 the Semantic Technology project, a
FDA/PhUSE working group for Emerging Technologies,
with 25+ repr. from FDA, CDISC, Pharma:s, CRO:s and
software vendors.
• Oct 2013 press release: Representing existing standards
(SDTM, CDASH,SEND, ADaM) in RDF.
• Dec 2014, Public review of CDISC in RDF Guide.
• July 2015, Published on http://www.cdisc.org/rdf and
https://github.com/phuse-org/rdf.cdisc.org
CDISC Interchange Europe
2011 and 2012
presentations from
Roche and AstraZeneca
3. Our Linked Data Community of Practice (LD CoP)
24
6-7 seminars per year
SharePoint site and
Chatter group
Mailing list with 50+
colleagues across IT and
business
Friends and thought leaders
in semantic web and linked data
LD CoP 16 Sept: Presentation Armando Oliva, prev. FDA
25
LD CoP 16 Sept: Presentation Armando Oliva, prev FDA
26
4. Ongoing work
Identifying Studies via URI:s and programmatic access/APIs
27
Global, persistent, resolvable identifier (AZT_ID) as URI:s
http://clinicaltrials.rd.astrazeneca.net/study/D5896C00725
PREFIX azt: < http://clinicaltrials.rd.astrazeneca.net/study/>
azt:D5896C00725
MLCS
MS_STUDY_ID
IMPACT
TRIAL_NO
CT.GOV
NCT_NUMBER
Data integration/virtualisation
Look up/Master table
connecting AZT_ID:s to database record identifier:s
Resolved via a Look-up Study API
http://clinicaltrials.rd.astrazeneca.net/api/v1/study?azt_id=D5896C00725
Alt. search of the same study e.g.
http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=SD-039-0725
http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=SPROUT
http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=NCT00646321
Surface data
about a study
across databases
URI:s = Uniform Resource Identifier:s
Key to link data about resources/entities in a robust way
Checkout Linked Data Principles
4. Ongoing work
URI Recommendations and VoID dataset descriptions
28
AZ/MedImmune
Linked Data Community
Tom Plasterer
Ola Engqvist
Rajan Desai
Jeff Saltzman
David Ruau
Kathy Reinold
Johan Almström
29
Thanks
Key Influencers
David Wood
Lee Harland
Bryn Williams-Jones
Eric Neumann
Dean Allemang
Barend Mons
Carole Goble
Bernadette Hyland
Bob Stanley
Michel Dumontier
John Wilbanks
Linked Data in One slide
Confidentiality Notice
This file is private and may contain confidential and proprietary information. If you have received this file in error, please notify us and remove
it from your system and note that you must not copy, distribute or take any action in reliance on it. Any unauthorized use or disclosure of the
contents of this file is not permitted and may be unlawful. AstraZeneca PLC, 1 Francis Crick Avenue, Cambridge Biomedical Campus,
Cambridge, CB2 0AA, UK, T: +44(0)203 749 5000, www.astrazeneca.com
31

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Semantics and linked data at astra zeneca

  • 1. Semantics and Linked Data at AstraZeneca R&D Kerstin Forsberg Semantics@Roche 2016
  • 2. On my agenda: 1. An internal example: CI360 (Competitive Intelligence)
  • 3. On my agenda: 2. Our Public, pre-competitive engagement, examples: Open PHACTS, PhUSE, MedDRA and WHO ATC
  • 4. On my agenda: 3. Our Linked Data Community of Practice (LD CoP)
  • 5. On my agenda 4. Ongoing work: URI Recommendations
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  • 9. Who am I? 9 My goal: “Improving the utility of clinical trial data. Making it easier to use data and to be able to take informed decisions when combining data across clinical trials.” Industry expert in semantic interoperability, clinical data standards and medical terminologies. My first semantic web article from 2000: “Extensible use of RDF in a business context”. 1.900+ followers on social media (@kerfors) including FDA’s Chief Health Informatics Officer, AstraZeneca’s CIO and HL7’s CTO. Contributor to PhUSE, CDISC, W3C HCLS, IMI EHR4CR, MedDRA MSSO and Advisory Board member for SALUS (Post Market Safety Studies) EU project. Informatics Analyst and Lifetime learner
  • 10. Interesting times: Open Data, Open Innovation 10
  • 12. Competitive Intelligence 360 (CI360) Approach Flexibly Addressing Key Questions Capture Business Questions and Sources Domain Expert Concept Map Build Formal Ontology Challenge with Linked Data Examine with a Faceted Browser Share insights with a Knowledge Base
  • 13. Capture Business Questions 13 Capture Business Questions and Sources
  • 14. Translate Questions into Concepts 14 Domain Expert Concept Map “Where are the key clinical studies in NSCLC and who are the principle investigators?”
  • 15. Challenge with Data “Where are the key clinical studies in NSCLC and who are the principle investigators?” (one example) Source: https://clinicaltrials.gov/ct2/show/NCT02027428 Challenge with Linked Data
  • 16. Refine the Answer Examine with a Faceted Browser “What are the open trials in metastatic breast cancer and what drugs are being tested?”
  • 17. Share Insights as a Community “Can a biomarker defined population be added to a trial record?” Share insights with a Knowledge Base
  • 18. 2. Our Public, pre-competitive engagement, examples: Open PHACTS, CDISC/PhUSE, MedDRA and WHO ATC
  • 19. The Open PHACTS Discovery Platform 19
  • 20. The Open PHACTS Foundation and Uptake at AstraZeneca 20
  • 21. 21 CDISC and PhUSE Semantic Technology • CDISC2RDF, Oct 2012 a pre-competitive project with AZ, Roche, W3C et al. to show case Semantic Web standards and Linked Data principles. • FDA meeting Nov 2012: Solutions for Study Data Exchange Standards Meeting – W3C presentation. • June 2013 the Semantic Technology project, a FDA/PhUSE working group for Emerging Technologies, with 25+ repr. from FDA, CDISC, Pharma:s, CRO:s and software vendors. • Oct 2013 press release: Representing existing standards (SDTM, CDASH,SEND, ADaM) in RDF. • Dec 2014, Public review of CDISC in RDF Guide. • July 2015, Published on http://www.cdisc.org/rdf and https://github.com/phuse-org/rdf.cdisc.org CDISC Interchange Europe 2011 and 2012 presentations from Roche and AstraZeneca
  • 22.
  • 23.
  • 24. 3. Our Linked Data Community of Practice (LD CoP) 24 6-7 seminars per year SharePoint site and Chatter group Mailing list with 50+ colleagues across IT and business Friends and thought leaders in semantic web and linked data
  • 25. LD CoP 16 Sept: Presentation Armando Oliva, prev. FDA 25
  • 26. LD CoP 16 Sept: Presentation Armando Oliva, prev FDA 26
  • 27. 4. Ongoing work Identifying Studies via URI:s and programmatic access/APIs 27 Global, persistent, resolvable identifier (AZT_ID) as URI:s http://clinicaltrials.rd.astrazeneca.net/study/D5896C00725 PREFIX azt: < http://clinicaltrials.rd.astrazeneca.net/study/> azt:D5896C00725 MLCS MS_STUDY_ID IMPACT TRIAL_NO CT.GOV NCT_NUMBER Data integration/virtualisation Look up/Master table connecting AZT_ID:s to database record identifier:s Resolved via a Look-up Study API http://clinicaltrials.rd.astrazeneca.net/api/v1/study?azt_id=D5896C00725 Alt. search of the same study e.g. http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=SD-039-0725 http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=SPROUT http://clinicaltrials.rd.astrazeneca.net/api/v1/study?studyname=NCT00646321 Surface data about a study across databases URI:s = Uniform Resource Identifier:s Key to link data about resources/entities in a robust way Checkout Linked Data Principles
  • 28. 4. Ongoing work URI Recommendations and VoID dataset descriptions 28
  • 29. AZ/MedImmune Linked Data Community Tom Plasterer Ola Engqvist Rajan Desai Jeff Saltzman David Ruau Kathy Reinold Johan Almström 29 Thanks Key Influencers David Wood Lee Harland Bryn Williams-Jones Eric Neumann Dean Allemang Barend Mons Carole Goble Bernadette Hyland Bob Stanley Michel Dumontier John Wilbanks
  • 30. Linked Data in One slide
  • 31. Confidentiality Notice This file is private and may contain confidential and proprietary information. If you have received this file in error, please notify us and remove it from your system and note that you must not copy, distribute or take any action in reliance on it. Any unauthorized use or disclosure of the contents of this file is not permitted and may be unlawful. AstraZeneca PLC, 1 Francis Crick Avenue, Cambridge Biomedical Campus, Cambridge, CB2 0AA, UK, T: +44(0)203 749 5000, www.astrazeneca.com 31