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BioRDF Task: Building a Knowledgebase for Neuroscience

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Presentation on theme: "BioRDF Task: Building a Knowledgebase for Neuroscience"— Presentation transcript:

1 BioRDF Task: Building a Knowledgebase for Neuroscience
Eric Prud’hommeaux, W3C

2 BioRDF Introduction BioRDF participants BioRDF activities include:
The task is lead by Kei Cheung (Yale) Has approximately 20 participants BioRDF activities include: Explore the effectiveness of current tools for making data available as RDF/OWL Build a life sciences demo that spans from bench to bedside using RDF/OWL to help scientist better understand the value of the Semantic Web Document our finding to help accelerate the adoption of the Semantic Web by others BioRDF Publications A Prototype Knowledge Base for the Life Sciences - Experience with the Conversion of SenseLab Databases to RDF/OWL – More Information on the group is available at

3 Answering Questions Goals: Get answers to questions posed to a body of collective knowledge in an effective way Knowledge used: Publicly available databases, and text mining Strategy: Integrate knowledge using careful modeling, exploiting Semantic Web standards and technologies

4 Looking for Alzheimer Disease Targets
Signal transduction pathways are considered to be rich in “druggable” targets CA1 Pyramidal Neurons are known to be particularly damaged in Alzheimer’s disease Casting a wide net, can we find candidate genes known to be involved in signal transduction and active in Pyramidal Neurons?

5 Answering Questions with Google

6 Answering Questions with PubMed

7 Answering Questions across Data Sets

8 Integrating Heterogeneous Data Sets
NeuronDB BAMS Literature Homologene SWAN Entrez Gene Gene Ontology Mammalian Phenotype PDSPki BrainPharm AlzGene Antibodies PubChem MESH Reactome Allen Brain Atlas

9 Integrating Heterogeneous Data Sets

10 Integrating Heterogeneous Data Sets
PDSPki Gene Ontology Reactome NeuronDB BAMS Allen Brain Atlas Antibodies BrainPharm Entrez Gene MESH Literature PubChem Mammalian Phenotype SWAN AlzGene Homologene

11 SPARQL Query Spanning Data Sources

12 Results: Genes, Processes
DRD1, adenylate cyclase activation ADRB2, 154 adenylate cyclase activation ADRB2, 154 arrestin mediated desensitization of G-protein coupled receptor protein signaling pathway DRD1IP, dopamine receptor signaling pathway DRD1, dopamine receptor, adenylate cyclase activating pathway DRD2, dopamine receptor, adenylate cyclase inhibiting pathway GRM7, G-protein coupled receptor protein signaling pathway GNG3, G-protein coupled receptor protein signaling pathway GNG12, G-protein coupled receptor protein signaling pathway DRD2, G-protein coupled receptor protein signaling pathway ADRB2, 154 G-protein coupled receptor protein signaling pathway CALM3, 808 G-protein coupled receptor protein signaling pathway HTR2A, G-protein coupled receptor protein signaling pathway DRD1, G-protein signaling, coupled to cyclic nucleotide second messenger SSTR5, G-protein signaling, coupled to cyclic nucleotide second messenger MTNR1A, G-protein signaling, coupled to cyclic nucleotide second messenger CNR2, G-protein signaling, coupled to cyclic nucleotide second messenger HTR6, G-protein signaling, coupled to cyclic nucleotide second messenger GRIK2, glutamate signaling pathway GRIN1, glutamate signaling pathway GRIN2A, glutamate signaling pathway GRIN2B, glutamate signaling pathway ADAM10, 102 integrin-mediated signaling pathway GRM7, negative regulation of adenylate cyclase activity LRP1, negative regulation of Wnt receptor signaling pathway ADAM10, 102 Notch receptor processing ASCL1, 429 Notch signaling pathway HTR2A, serotonin receptor signaling pathway ADRB2, 154 transmembrane receptor protein tyrosine kinase activation (dimerization) PTPRG, ransmembrane receptor protein tyrosine kinase signaling pathway EPHA4, transmembrane receptor protein tyrosine kinase signaling pathway NRTN, transmembrane receptor protein tyrosine kinase signaling pathway CTNND1, Wnt receptor signaling pathway Many of the genes are related to AD through gamma secretase (presenilin) activity

13 Another View of the Query

14 Discoverable, Queryable and Accessible on the Web
Allen Brain Institute Servers Javascript SPARQL AJAX Query URL Google Maps API Neurocommons Servers 14

15 Use Exhibit to Visualize Results

16 Technology So far about 350M triples (~20Gb on disk)
Openlink Virtuoso - open source triple store Commodity Hardware: 2x2core duo/2 disks/8G Ram 16

17 Going Forwards Incorporate additional data sources into the HCLS KB
Make the interface easier for scientists to use Focus on processes for updating the data sources Find additional places to host the HCLS KB 17

18 Conclusions The Semantic Web offers a flexible approach to data integration BioRDF has integrated over a dozen neuroscience related resources to simplify answering scientific questions The HCLS KB is accessible on the Web today Please let us know if you are interested in participating in the BioRDF task


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