SABIO-RK Making Reaction Kinetics Data Accessible Martin Golebiewski
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Transcript of SABIO-RK Making Reaction Kinetics Data Accessible Martin Golebiewski
SABIO-RK Making Reaction Kinetics Data
Accessible
Martin GolebiewskiEML Research, Heidelberg, Germany
Biochemical Pathways
Enzyme Kinetics
Calculation of reaction rates:
SKSV
vm
m
Kinetic Law:
Kinetic Parameters:
Vm = Maximum velocity
Km = Michaelis Constant
e.g. Michaelis-Menten Kinetics
Kinetic Data: Database Resources
BRENDA
http://www.brenda.uni-koeln.de/
Comprehensive list of kinetic parameters based on literature information
UniProt Knowledgebase/Swiss-Prot
http://www.expasy.org/
Represents kinetic parameters in comment lines of proteins (new feature)
BioModels Database
http://www.ebi.ac.uk/biomodels/
Stores published mathematical models of biological interests
Why Another Kinetics Database ?
• Kinetic parameter values depend on environmental conditions (temperature, pH, concentrations, experimental assay, etc.)
• Parameters only interpretable with their corresponding kinetic laws
• None of the databases links experimental kinetic parameter data for single reactions to complete sets of information comprising- Kinetic Law for the reaction rate- Environmental conditions- Concentrations of reactants and modifiers- Data source (original publication)- Organism, tissue and cellular location
• Kinetic Data must be easily accessible and interchangeable
We need an accessible database that merges this informationfor published kinetic data
SABIO-RK: Database populationSABIO-RK describes Reaction Kinetics and is an extension of SABIO (System for the Analysis of Biochemical Pathways)
SABIO
Pathways
Reaction
Enzymes
Reactants
Organisms
Extraction
KEGG
UniProt
Other DBs
SABIO-RK
Concentrations
Kinetic Law
Environment
Reactants
Parameters
KineticData(publ.)
KineticData(publ.)
Pub
Pub
SABIO-RK: Database populationWorkflow
Kinetic data manually extracted from literature by students
Intermediate SQL databaseInputinterface
Curators verify andcomplete the data andcheck it for consistency
Data structuring
Integration into a relational database (Oracle)
SABIO-RK / SABIO
Information to unify the data
SABIO-RK: Database population Curation Problems
• Information missing in publications about assay proceedings,experimental conditions or complete reactions (with all reactants)
• Synonymic or aberrant notations of compounds and enzymes:- different nomenclature systems used- commonly used trivial names vs. systematic names- functional classification of enzymes vs. physical enzyme proteins (e.g. only 1 EC-class for hundreds of protein kinases)
• Multiplicity of parameter units:- mass or molar concentrations (mg/ml vs. mmol/l)- different systems (e.g. katal, unit or mol/min for enzymatic activity)- enzyme activities can be specific (unit/mg) or absolute (unit)- different scales (e.g. M, mM, µM, nM)
SABIO-RK: Database population Statistics
• 20 students extracting kinetic data from literature
• 3 curators verifying and inserting data into SABIO-RK
• 735 publications entered by students (7180 entries for 1900 reactions)
• Integrated in SABIO-RK:
~ 4500 Entries (38% with kinetic law equation)
~ 1000 Different reactions (in 170 organisms)
~ 300 Different enzymes (EC classes)
~ 11300 Kinetic parameters: 4014 Km and similar3666 kcat and Vmax852 Ki (inhibitor
constants)
SABIO-RK
SABIO-RK: User interface
• Web-accessible and freely available for academic users
• Users can query SABIO-RK by specifying- reactants, enzymes and/or pathways- organisms, tissues and cellular locations- experimental conditions (pH, temperature)
• Links to other databases:- SwissProt (for protein information about enzymes)- PubMed (to refer to original publication)
• System supports export of the selected kinetic data in SBML(Systems Biology Mark-up Language) format
SABIO-RK: SBML output
Aldolase reaction
Glycolysis reactions
SABIO-RK: Future Perspectives
• Extension of search functions in the user interfacee.g. find pathway from one compound to another
• Expansion of the data export functions in the user interfaceInformation very limited that can be exported in SBML format
• Description of the detailed mechanism of the reactionse.g. elementary steps with corresponding rate constants
• Annotation to other hierarchy levels (building ontologies)e.g. integration of classification tools for chemical compounds
• Annotation to other databases and usage of controlled vocabularye.g. BioModels, ChEBI, KEGG, UniProt/SwissProt
SABIO-RK: Future Perspectives
• (Semi-)Automatic extraction of kinetic data by text mining tools
Problems:- Publications containing kinetic data have to be identified- Most of kinetic data found in tables, graphs or figures- Reaction formulas and kinetic law equations are mainly pictures- Automatic annotation of compounds, parameters, etc. is difficult
Manual data extraction might help to find rules for text mining.
• SABIO-RK as platform for experimental kinetic data
- Scientists producing the data can directly enter it into SABIO-RK- All the needed information can be given by the experimenters- No data lost or questionable because of missing information
Summary• SABIO-RK is a web-accessible database containing biochemical
reaction kinetics data for systems biologists and experimenters
• Merges general reaction information retrieved from otherdatabases and kinetic data manually extracted from literature
• High degree of interrelation (all necessary information is linked)
• Type of kinetics, modes of inhibition or activation and corresponding equations are shown with their parameters, measured values and experimental conditions
• Kinetic data can be exported in SBML file format
• http://sabio.villa-bosch.de/SABIORK
Acknowledgements
Scientific Databases and Visualization Group:• Renate Kania and Ulrike Wittig (database curators)• Andreas Weidemann (programming: input interface, SQL database)• Olga Krebs (database administration)• Saqib Mir (programming: user interface, web-services)• Isabel Rojas (programming and trying to organize all this)• all our students entering the data
For helpful discussions:• Ursula Kummer, Sven Sahle, Ralph Gauges (BCB-Group)• Rebecca Wade and Matthias Stein (MCM-Group)
Thank you !