Session outline 1.Standards and the problem of data integration Example: PSICQUIC and the PSICQUIC game 2.Introduction to ontologies. Exploring the Gene Ontology -Coffee break- 3.Introduction to protein-protein interactions (PPIs) IntAct: the molecular interactions database at the EBI -Lunch break- 4.Introduction to pathways Reactome: a database of human biological pathways -Coffee break- 5.Network representation and analysis: strategies and limitations Network generation and analysis through Cytoscape and PSICQUIC
Introduction to protein-protein interactions (PPIs)
EMBL-EBI A couple of definitions… Protein-protein interactions (PPIs): physical and selective contacts that happen between pairs of proteins, in certain molecular regions and in a defined biological context. Interactome: the totality of PPIs that happen in a cell / in an organism / in a specific biological context... Protein-protein interaction network: Graphical representation of a group of PPIs in which proteins are represented as nodes and interactions as edges.
EMBL-EBI Why protein-protein interactions? 1.To predict a protein biological function “guilt by association” proteins with similar functions should cluster together 2.To improve characterization of protein complexes and pathways interaction networks work as a draft map that brings detail to biological processes and pathways Gene level DNARNA Protein level 1 protein = 1 function 1 protein = n functions = n networks! WRONG!
EMBL-EBI Guilt by association Histone methyltransferase Role in early development and hematopoiesis Proto-oncogene Transcription factor Cyclin-dependent kinase Role in transcription regulation Mediator of RNA polymerase transcription activity Role in transcription regulation Transcriptional modulator Transcription regulation dependent on kinases Receptor-activated transcription modulator Transcription modulation, signal transduction, activated by kinases. Role in inhibition of wound healing Putative oncoprotein Transcription activation Putative oncoprotein Involved in transcription regulation Cyclin Regulation of cyclin kinase, transcription regulation and cell cycle control Something to do with transcription and cell cycle control
EMBL-EBI Glaab et al., BMC Bioinformatics, PMID: Characterization of protein complexes and pathways Hook, B. and Schagat, T. [Internet] Available from: bhub/functional-proteomics-techniques- to-isolate-and-characterize-the-human- proteasome/ bhub/functional-proteomics-techniques- to-isolate-and-characterize-the-human- proteasome/
EMBL-EBI Yeast-two hybrid (Y2H) High-throughput X-ray diffraction studies Low- throughput Tandem affinity purification+ mass spectrometry (TAP-MS) Protein-protein interaction detection methods No single method can accurately reproduce a true binary interaction observed under physiological conditions – every interaction detected experimentally is fundamentally artefactual.
EMBL-EBI Protein-protein interaction detection methods Braun et al., Nat Methods, 2008, PMID:
EMBL-EBI Binary interactions – Two participants Co-localization – Two or more participants closely located N-ary ints. (associations) – Complex purification Functional / direct ints. – E. g. enzymatic interactions Types of protein-protein interactions
EMBL-EBI 10 Binary interactions
EMBL-EBI 11 Colocalization
EMBL-EBI N-ary interactions (association) Schleiff et al., Nat Rev Mol Cell Biol PMID:
EMBL-EBI Direct / functional interactions Usually in vitro assays Participants IDs are known in advance (predetermined) Examples – enzymatic assays, SPR, crystallography, methods using purified protein… Images from Wikipedia:
EMBL-EBI interaction domains Overlap in sequence ranges: Representing PPIs: interaction domains
EMBL-EBI Some experimental methods generate complex data: E. g. Tandem affinity purification (TAP) There are two algorithms to transform this information into binary data: Representing PPIs: The problem with complexes
EMBL-EBI De Las Rivas & Fontanillo, PLoS Computational biology, PMID: Interactions databases: types
EMBL-EBI Databases: curation levels DEEP CURATION SHALLOW CURATION
EMBL-EBI Databases: curation levels Shallow curation BioGRID – active curation, limited number of model organisms HPRD – active curation, human focus, predicted interactions MPIDB – curation stopped, data re-located to IntAct, interactions in micro- organisms InnateDB – active curation, interactions related with innate immunity Deep curation IntAct – active curation, wide species coverage, all types of molecules MINT – active curation, wide species coverage, PPIs only DIP – active curation, wide species coverage, PPIs only MPACT – curation currently stopped, limited species coverage, PPIs only MatrixDB – active curation, extracellular matrix molecules only BIND – curation stopped in 2006/7, wide species coverage, all types of molecules – information getting outdated I2D – active curation, PPIs involved in cancer
EMBL-EBI Primary databases: coverage De Las Rivas & Fontanillo, PLoS Computational biology, PMID: Human PPIs coverage in the main public primary databases (Dec 2009)
EMBL-EBI A standard for PPIs representation: the IMEx consortium Orchard et al., Nature Methods, PMID:
IntAct: The molecular interactions database at the EBI
EMBL-EBI 1.Publicly available repository of molecular interactions (mainly PPIs) - >430K binary interactions taken from >12,000 publications (October 2013) 2.Data is standards-compliant and available via our website, for download at our ftp site or via PSICQUIC ftp://ftp.ebi.ac.uk/pub/databases/intact 3.Provide open-access versions of the software to allow installation of local IntAct nodes. IntAct goals & achievements
EMBL-EBI Entry Publication Experiment 1 Interaction 1 Participant 1 Features Participant 2 Features Interaction 2 Experiment 2 Interaction 3Interaction 4 … … … [A] Publication level (entry) [B] Experiment level [C] Interaction level [D] Participant level [E] Feature level IntAct: Data storage schema
EMBL-EBI UniProt Knowledge Base Interactions can be mapped to the canonical sequence…... to splice variants or to post- processed chains
EMBL-EBI IntAct: PSI-MI ontology
EMBL-EBI “Lifecycle of an Interaction” Publication (full text) Sanity Checks (nightly) IntAct Curation pipeline CVs curator report Curation manual. reject Super curator annotate p1 p2 I exp IMEx MatrixDB Mint DIP Public web site FTP site accept check
EMBL-EBI CURATION DIRECT SUBMISSIONS PUBLISHED MOLECULAR INTERACTIONS DATA LARGE DATASETS FROM HIGH-THROUGHPUT PROJECTS IntAct: the role of the curator
EMBL-EBI CROSS-REFERENCES FAMILIES AND DOMAINS InterPro SMALL MOLECULES ChEBI FUNCTION Gene Ontology GENOME SEQUENCES Ensembl UniProtKB PROTEIN SEQUENCES LARGE DATASETS FROM HIGH-THROUGHPUT PROJECTS PUBLISHED MOLECULAR INTERACTIONS DATA CURATION DIRECT SUBMISSION Others STRUCTURES, ORGANISM, TISSUE...
EMBL-EBI Common curation platform Specific Data Dissemination Platforms General curation, large scale General curation, domain int. UniProt entry related Extracellular matrix Model organisms Immune system Commercial curation Cellular mechanics Regulatory interactions Specific curation focus/expertise Other DBs Host – pathogen interactions Cardiovascular proteins IntAct as a common curation platform
EMBL-EBI IntAct – Home Page
EMBL-EBI IntAct webpage-based search
EMBL-EBI IntAct webpage-based search Details of interaction Choice of UniProtKB or Dasty View
EMBL-EBI IntAct: changing the layout
EMBL-EBI IntAct: download formats
EMBL-EBI MITAB 2.7 specific columns (+27): Expansion method(s) Biological role(s) of interactors Experimental role(s) of interactors Type(s) of interactors Properties (CrossReference) of interactors / interaction Annotation(s) of interactors / interaction HostOrganism(s) Parameters of interaction Creation and update dates Checksum(s) of interactors / interaction Negative Feature(s) interactors Stoichiometry(s) interactors Participant(s) identification method(s) MITAB 2.5 Standard columns (15): ID(s) interactor A & B Alt. ID(s) interactor A & B Alias(es) interactor A & B Interaction detection method(s) Publication 1st author(s) Publication Identifier(s) Taxid interactor A & B Interaction type(s) Source database(s) Interaction identifier(s) Confidence value(s) PSIMITAB Columns
EMBL-EBI Interaction detail in IntAct
EMBL-EBI Detailed participant information: Dasty view
EMBL-EBI IntAct: filtering results
EMBL-EBI IntAct: visualizing results as a network
EMBL-EBI IntAct: using lists
EMBL-EBI IntAct: browse menu
EMBL-EBI IntAct: advanced search...
EMBL-EBI IntAct: MIQL syntax search
EMBL-EBI Searching and visualizing
EMBL-EBI Using lists
EMBL-EBI Checking details
EMBL-EBI Advanced search
EMBL-EBI Advanced search: using MIQL
EMBL-EBI Ontology search
EMBL-EBI Link to other PSICQUIC services
EMBL-EBI More about IntAct: “on-line” EBI courses
The PSICQUIC client: A unified gate to interactomics data
EMBL-EBI Unified query client: PSICQUIC PSICQUIC Query MIQL input Interactions PSI-MI output PSICQUIC Registry PSICQUIC Service A PSICQUIC Service B PSICQUIC Service C
EMBL-EBI Unified query client interface: PSICQUIC view
EMBL-EBI Acknowledgements Henning Hermjakob Group leader Rafael Jiménez Marine Dumousseau Noemí del Toro Developing team Sandra Orchard Margaret Duesbury Birgit Meldal Curation teamCoordinator