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Improving discovery in Life Sciences
Linked Open Data Cloud
Ali Hasnain
We want to query the content, not the source
Proteins
Molecules
Genes
Diseases
A Linked Life Sciences Roadmap
Proteins
Molecules
Genes
Diseases
:Protein
:Molecule
:Gene
:Disease
Uniprot
PDB
Pfam PROSITE
ProDom
Uniref
UniPark Daily
medDrug
Bank ChemBL
Pub
Chem KEGG
Gene
Ontology
GeneID
Affy
metrix
Homo
gene
MGI
Disea
some
SIDER
2- Possible Solutions
To assemble queries over multiple graphs at multiple endpoints,
either
vocabularies and ontologies are reused, Or
translation maps between different terminologies are created (“a posteriori
integration”)
a-priori v.s a-posteriori Integration
Hypothesis
"Given a heterogeneous Life Sciences Linked Open Data
corpus, an active Compendium containing concepts from
distinct endpoints and properties connecting these
concepts, that can be (partially) leveraged to achieve "a
posteriori" integration"
Methodology
Cataloguing and Linking Life Sciences
LOD Cloud.
Ali Hasnain, Ronan Fox, Stefan Decker
and Helena F. Deus
18th International Conference on
Knowledge Engineering and Knowledge
Management (EKAW 8 - 12 October
2012), Galway, Ireland
Describing DataSets- an Extract from Catalogue
BioFed- Query Engine
BioFed: Federated Query Processing over Life
Sciences Linked Open Data
BioFed: Federated Query Processing
over Life Sciences Linked Open Data
Ali Hasnain, Qaiser Mehmood, Syeda
Sana e Zainab, Muhammad Saleem,
Claude Warren and Stefan Decker
JBMS-2015 (under review)
FedViz System Architecture
15
FedViz is an online application that
provides Biologist a flexible visual
interface to formulate and execute both
federated and non-federated,
SPARQL queries.
It translates the visually assembled
queries into SPARQL equivalent and
execute using query engine (FedX,
BioFed).
Linked Biomedical DataSpace
Catalogue Results
Linking Results
BioFed Evaluation- Dataset Used
Evaluating BioFed – simple queries
Evaluating BioFed – complex queries
Conclusion and Future Work
• Cataloguing and Linking – Compendium of Life sciences
Datasets
• BioFed and FedViz a Particle Applications
• Improving Catalogue/ Adding Statistical/ Latency etc
information for customised and targeted query processing.
• Evaluating BioFed with other available Query Engines
including Anapsid, Splendid etc.

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Improving discovery in Life Sciences Linked Open Data Cloud

  • 1. Improving discovery in Life Sciences Linked Open Data Cloud Ali Hasnain
  • 2. We want to query the content, not the source Proteins Molecules Genes Diseases
  • 3. A Linked Life Sciences Roadmap Proteins Molecules Genes Diseases :Protein :Molecule :Gene :Disease Uniprot PDB Pfam PROSITE ProDom Uniref UniPark Daily medDrug Bank ChemBL Pub Chem KEGG Gene Ontology GeneID Affy metrix Homo gene MGI Disea some SIDER
  • 4. 2- Possible Solutions To assemble queries over multiple graphs at multiple endpoints, either vocabularies and ontologies are reused, Or translation maps between different terminologies are created (“a posteriori integration”)
  • 6. Hypothesis "Given a heterogeneous Life Sciences Linked Open Data corpus, an active Compendium containing concepts from distinct endpoints and properties connecting these concepts, that can be (partially) leveraged to achieve "a posteriori" integration"
  • 7. Methodology Cataloguing and Linking Life Sciences LOD Cloud. Ali Hasnain, Ronan Fox, Stefan Decker and Helena F. Deus 18th International Conference on Knowledge Engineering and Knowledge Management (EKAW 8 - 12 October 2012), Galway, Ireland
  • 8. Describing DataSets- an Extract from Catalogue
  • 10. BioFed: Federated Query Processing over Life Sciences Linked Open Data BioFed: Federated Query Processing over Life Sciences Linked Open Data Ali Hasnain, Qaiser Mehmood, Syeda Sana e Zainab, Muhammad Saleem, Claude Warren and Stefan Decker JBMS-2015 (under review)
  • 11. FedViz System Architecture 15 FedViz is an online application that provides Biologist a flexible visual interface to formulate and execute both federated and non-federated, SPARQL queries. It translates the visually assembled queries into SPARQL equivalent and execute using query engine (FedX, BioFed).
  • 16. Evaluating BioFed – simple queries
  • 17. Evaluating BioFed – complex queries
  • 18. Conclusion and Future Work • Cataloguing and Linking – Compendium of Life sciences Datasets • BioFed and FedViz a Particle Applications • Improving Catalogue/ Adding Statistical/ Latency etc information for customised and targeted query processing. • Evaluating BioFed with other available Query Engines including Anapsid, Splendid etc.