DAS for Molecular Interactions Hagen Blankenburg.

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DAS for Molecular Interactions Hagen Blankenburg

Transcript of DAS for Molecular Interactions Hagen Blankenburg.

DAS for Molecular Interactions

Hagen Blankenburg

Hagen Blankenburg DAS for Molecular Interactions 210/03/2009

Importance of molecular interactions

Fundamental for

understanding of cellular

processes

Prediction of protein function

Importance in certain diseases

Essentiality of hub proteins?

The next big thing?!

„Interactomics“, „network

medicine“, …

Lev

el o

f d

etai

l

Gene-gene associations

Functional associations

Gene-gene coexpression

Literature relationships

Physical interactions

Binary PPI

Protein complexes

Physical interactions with structures

Binary PPI

Protein complexes

Protein-ligand interactions

Domain-domain interactions

Domain-domain interactions

Biochemical pathways

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Problem I: Data abundance and distribution

Sci

enti

fic

im

pac

t

Too little bioinformatics Too many databases

Too diverse interfaces

(Credit: Tim Hubbard)

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Problem II: Data quality

Replicate experiments Network topology Functional similarity Domain interactions Evolutionary conservation Co-localization Positive and negative

standard reference sets …

Replicate experiments Network topology Functional similarity Domain interactions Evolutionary conservation Co-localization Positive and negative

standard reference sets …

High quality

Low quality

High-throughputexperiments

Small-scale experiments

Computational predictions

Confidence measures:False

positives

Experimental biases

„Small-scale experiments are

more reliable than high-throughout

screens.“

„The results of Y2H screens are not trustworthy.“

Curation errors

False negatives

„Y2H screens are the most reliable

detection method.“

Prediction errors

„Computational predications are

inferior.“

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Problem II: Data quality

MIN

T

ST

RIN

G

IntA

ct

AP

ID 3DID

PIP

s

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Solution: Distributed System

Interaction data servers Interaction confidence scoring servers

Problem I: Data abundance and distribution Problem II: Data quality

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DAS for Molecular Interactions (DASMI) - Servers

UniProtKB: P51587, BRCA2_HUMAN Entrez Gene: 675 GeneInfo: 119395734, 28400649, 1177438, 14424438, 2315186, 27065822, 37675289, 1161384, 16116616, RefSeq: NP_000050.2, NM_000059IPI: IPI00412408Ensembl: ENSG00000139618

Servers have coordinate / identifier systems

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DAS for Molecular Interactions (DASMI) - Registry

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DAS registry – http://www.dasregistry.org

Domain interactions

Protein interactions

All DAS servers with interaction capability

Maintained at

Sanger Institute

533 servers

52 institutions

16 countries

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DAS for Molecular Interactions (DASMI) - Data exchange

DAS 1.53E data exchange specification

http://www.dasmi.de/das/funsimmat/interaction?interactor=P09497&interactor=O60828 &detail=property:bpscore

<?xml version="1.0" encoding="UTF-8"?><DASINT xmlns="http://www.dasmi.de/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dasmi.de/ http://www.dasmi.de/dasint.xsd"> <INTERACTOR intId="1" shortLabel="CLCB_HUMAN" dbSource="uniprotkb"dbSourceCvId="MI:0486" dbVersion="12.1" dbAccessionId="P09497" dbCoordSys="UniProt,Protein Sequence"/> <INTERACTOR intId="2" shortLabel="PQBP1_HUMAN" dbSource="uniprotkb" dbSourceCvId="MI:0486" dbVersion="12.1" dbAccessionId="O60828" dbCoordSys="UniProt,Protein Sequence"/> <INTERACTION name="P09497-O60828" dbSource="" dbAccessionId=""> <DETAIL property="bpscore" value="0.154429056459711"/> <PARTICIPANT intId="1"/> <PARTICIPANT intId="2"/> </INTERACTION></DASINT>

DAS Request

DASINT XML Response

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DAS for Molecular Interactions (DASMI) - Clients

Clients merge interactors / interactions

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iPfam graphical domain interaction browser

Interaction reported in both datasets

Selected domain interaction servers

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DASMI Cytoscape Client

Interactions reported by multiple datasets

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DASMI Cytoscape Client

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Predictions

Literature curation / experiments

Interaction reported by multiple datasets

http://www.dasmi.de/web

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All confidence scoring methods that returned results for the current interactions

http://www.dasmi.de/web

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Original confidence score provided by the authors

http://www.dasmi.de/web

Hagen Blankenburg DAS for Molecular Interactions 1810/03/2009

Protein interactions supported by underlying domain interactions

http://www.dasmi.de/web

Hagen Blankenburg DAS for Molecular Interactions 1910/03/2009

Details on domain interactions

http://www.dasmi.de/web

Hagen Blankenburg DAS for Molecular Interactions 2010/03/2009

Functional similarity based on GO annotation of interactors

http://www.dasmi.de/web

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Conclusions

Usage of DASMI servers and clients surprisingly good, but more

external DASMI servers are desirable

DAS client and server libraries (Dazzle, ProServer, (MyDAS),

Dasobert, Bio-DAS-lite) support DASMI

Considerable overlap with HUPO-PSI initiatives for distributed

interaction data retrieval (PSICQUIC) and confidence scoring

(PSISCORE)

Develop methods for combining different interaction confidence

scoring schemas in DASMI clients

& Outlook

Hagen Blankenburg DAS for Molecular Interactions 2210/03/2009

Acknowledgements

Joachim Büch

Fidel Ramírez

Dorothea Emig

Sven-Eric Schelhorn

Andreas Schlicker

Thomas Lengauer

Mario Albrecht

Robert Finn

Andreas Prlić

Jonathan Warren

Andrew Jenkinson

Henning Hermjakob