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Paul Groth VU University Amsterdam Convergence Meeting: Semantic Interoperability for Clinical Research & Patient.

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Presentation on theme: "Paul Groth VU University Amsterdam Convergence Meeting: Semantic Interoperability for Clinical Research & Patient."— Presentation transcript:

1 Paul Groth http://www.few.vu.nl/~pgroth/ @pgroth VU University Amsterdam Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 1

2 We are all doing this many times…… Pfizer AZGSKMerckn The Problem

3 Open PHACTS objective Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 3 Platform Standards Apps API

4 4 Partners Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe

5 5 Associate Partners Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe Sequeno mics

6 6 Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe ChEMBL DrugBank Gene Ontology Wikipathways UniProt ChemSpider UMLS ConceptWiki ChEBI TrialTrove GVKBio GeneGo TR Integrity “Find me compounds that inhibit targets in NFkB pathway assayed in only functional assays with a potency <1 μM” “Let me compare MW, logP and PSA for known oxidoreductase inhibitors” “What is the selectivity profile of known p38 inhibitors?”

7 Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 7 Open PHACTS Explorer

8 PharmaTrek

9 Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 9 ChemBioNavigtor

10 Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 10 Utopia Documents

11 Semantic interoperability approach Principles Respect data providers Make it easy for application developers Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 11

12 Semantic interoperability approach Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 12

13 Semantic Resources – Data sets Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 13 814,535,923 triples

14 Semantic Resources - Mappings Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 14 18 Million Mappings

15 Semantic resources - Summary Types of semantic resources – RDF Datasets – Mappings – Terminologies Mesh, UMLS, NCIM – Hierarchies are essential E.G. Target Ontology, Gene Ontology, Enzyme classification Class reasoning is essential Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 15

16 Methodology for semantic integration 1.Define use cases 2.Data Providers – create RDF with VoID headers 3.Create mappings – between dataset and known datasets (instance level) – index for text to url conversion 4.Ingest RDF into data cache (i.e. triple store) 5.Define access paths to core concepts in data 6.Extend or create sparql queries for API calls 7.Publish api calls Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 16

17 Its easy to integrate, but difficult to integrate well

18 Adoption of standards Basic Semweb standards – SPARQL 1.1, RDF(S), SKOS Dataset descriptions – Vocabulary of Interlinked Datasets (VoID) – VoID linkset descriptions QUDT Quantities, Units, Dimensions and Types Provenance – W3C PROV, PAV, Nanopublications BioPortal Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 18

19 Tooling Infrastructure – Linked Data API – Bridge DB - identifier to identifier mapping – Concept Wiki - text to identifier mapping and curation – Chemspider: chemistry registration and services – Triple Store: Virtuoso Professional addition Data – VoID descriptions and http and ftp sites – Github for data conversion scripts – Recommend turtle as RDF syntax friendly for scripting Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 19

20 Quality assurance of the semantic resources Provenance Everywhere Validation ChemSpider Validation and Standardization Platform (CVSP) for flagging chemical representation issues Curation High quality chemical names and synonyms. Curation interfaces for terminologies (concept wiki) Report data quality issues to data providers Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 20

21 Semantic interoperability issues 1.Do not underestimate infrastructure 2.APIs are important 1.Allows for tuning of sparql queries 2.Makes it easy for developers 3.Ontologies- Requirements vs. Recommendation 4.Modeling is hard Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 21

22 Open PHACTS Information http://www.openphacts.org pmu@openphacts.org @Open_PHACTS Publications – Overview paper: Williams, A.J., Harland, L., Groth, P., Pettifer, S., Chichester, C., Willighagen, E.L., Evelo, C.T., Blomberg, N., Ecker, G., Goble, C., Mons, B.: Open PHACTS: Semantic interoperability for drug discovery. Drug Discovery Today. 17, 1188–1198 (2012). – Technical approach: Gray, A.J.G., Groth, P., Loizou, A., et al.: Applying linked data approaches to pharmacology: Architectural decisions and implementation. Semantic Web. (2012). Convergence Meeting: Semantic Interoperability for Clinical Research & Patient Safety in Europe 22


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