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Multi-Omics
Bioinformatics
across Application
Domains
Christoph Steinbeck
European Bioinformatics Institute
(EMBL-EBI)
The European Molecular Biology Laboratory
Structural biology
Grenoble, France
Bioinformatics
Hinxton, Cambridge, UK
Structural biology
Hamburg, Germany
Main laboratory
Heidelberg, Gemany
Monterotondo, Rome, Italy
Neuroscience
• 60 nationalities
• 1800 personnel
The
European Bioinformatics Institute
(EBI)
The
European Bioinformatics Institute
(EBI)
The
European Bioinformatics Institute
(EBI)
The
European Bioinformatics Institute
(EBI)
A word about BrExit: EMBL member states
Austria, Belgium, Croatia, Czech
Republic, Denmark, Finland, France,
Germany, Greece, Iceland, Ireland,
Israel, Italy, Luxembourg, 

Netherlands, Norway, Portugal, Spain, 

Sweden, Switzerland and the UK
Associate member states: 

Argentina, Australia
Prospect member states: 

Hungary, Poland, Slovak Republic
Our funders
• EMBL-EBI is primarily
funded by EMBL member
states.
• Other major funders:
• European Commission
• Research Councils UK
• National Institutes 

of Health
• Wellcome Trust
• Industry Programme
Data and tools to
support life-science research
www.ebi.ac.uk/services
Bioinformatics services
European Bioinformatics Institute (EBI)
Genes, genomes & variation
Literature &
ontologies
Europe PubMed Central
Gene Ontology
Experimental Factor Ontology
Molecular structures
Protein Data Bank in Europe
Electron Microscopy Data Bank
European Nucleotide Archive
1000 Genomes
Gene, protein & metabolite expression
Protein sequences, families & motifs
Chemical biology
Reactions, interactions &
pathways Systems
Ensembl
Ensembl Genomes
European Genome-phenome Archive
Metagenomics portal
Big data, big demand
~18.5 million 

requests to EMBL-EBI
websites every day
60 petabytes
of EMBL-EBI storage capacity
EMBL-EBI handles 

9.2 million 

jobs on average per month
Scientists at over 

5 million 

unique sites use 

EMBL-EBI websites
Post Genomic Era
Christoph Steinbeck
European Bioinformatics Institute
(EMBL-EBI)
[O]ur understanding of the human
genome has changed in the most
fundamental ways.The small number of
genes -- some 30,000 -- supports the
notion that we are not hard wired.We
now know the notion that one gene leads
to one protein, and perhaps one disease, is
false.
CraigVenter, June 2001
Genes are not the full story
Nutrition
Exercise
Disease
Age
Drugs
Environment
Phenome/
Exposome
The Metabolome
is the most accessible and
dynamically changing
Molecular Phenotype
Metabolomics
Measures occurrence and
concentrations of many small
molecules (metabolites) in an
organism at once.
Organism Parts
Nuclear Magnetic Resonance
(NMR)
Mass Spec
Metabolomics uses a wide-range of
analytical techniques
Metabolomics has taken
off world-wide
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•1.2 mio species identified and classified
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•1.2 mio species identified and classified
•3000 - 4000 complete species genomes sequenced
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•1.2 mio species identified and classified
•3000 - 4000 complete species genomes sequenced
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•1.2 mio species identified and classified
•3000 - 4000 complete species genomes sequenced
What about completed metabolomes?
•8.7 mio eukaryotic species on earth (+- 1.3mio)
•1.2 mio species identified and classified
•3000 - 4000 complete species genomes sequenced
What about completed metabolomes?
Building upon extensive genomics research, we argue that the time is
now right to focus intensively on model organism metabolomes. We
propose a grand challenge for metabolomics studies of model
organisms: to identify and map all metabolites onto metabolic
pathways, to develop quantitative metabolic models for model
organisms, and to relate organism metabolic pathways within the
context of evolutionary metabolomics, i.e., phylometabolomics. These
efforts should focus on a series of established model organisms in
microbial, animal and plant research.
Metabolites. 2016 Feb 15;6(1)
Species Metabolomes are
being assembled on the fly
right now through data
sharing in Metabolomics
Experimental Repository
Reference Layer
Chemistry Spectroscopy Biology
AnalysisTools
Primary Literature
Primary data and Meta-Data, Spectra, Protocols, Synopses, ...
MetaboLights Database at the EBI
MetaboLights Database at the EBI
Labs around the
world send us
their data and
we…
Archive it
Classify it
Share it with
other data
providers
Analyse it
…provide
tools to help
researchers
use it
A collaborative
enterprise
MetaboLights Database at the EBI
Labs around the
world send us
their data and
we…
Archive it
Classify it
Share it with
other data
providers
Analyse it
…provide
tools to help
researchers
use it
A collaborative
enterprise
Data at the EBI
can be
used freely
by anyone for any
purpose
MetaboLights Repository at the EBI
Labs around the
world send us
their data and
we…
Archive it
Classify it
Share it with
other data
providers
Analyse it
…provide
tools to help
researchers
use it
A collaborative
enterprise
EBI databases are
supported over
decades
Data growth in EBI data repositories
Data growth in EBI data repositories
3-month
doubling time
for
Metabolomics
Data growth in EBI data repositories
3-month
doubling time
for
Metabolomics
MetaboLights is now the
recommended repository
for the Nature journals,
EMBO journal, PLOS
journals, Metabolomics
Journal and others
Sansone,… Steinbeck et al. (2012)
Toward interoperable bioscience data.
Nature Genetics, 44, 121–126.
Sansone,… Steinbeck et al. (2012)
Toward interoperable bioscience data.
Nature Genetics, 44, 121–126.
ControlledVocabularies
Ontologies
Sansone,… Steinbeck et al. (2012)
Toward interoperable bioscience data.
Nature Genetics, 44, 121–126.
ControlledVocabularies
Ontologies
Minimum Information Standards
Repository Entry
Repository Entry
Reference Layer
7 most annotated metabolomes
in MetaboLights
30 most annotated
metabolomes in MetaboLights
1600 metabolome sizes in
MetaboLights on a log scale
Number of Studies in
MetaboLights per Species
Share	private	prepublication	studies	with	reviewers	
and	other	trusted	parties.
Biocrates	XML	with	raw	data	is	
annotated	and	uploaded
Multi-Omics Data
Handling
A Case for Deep
Metabolome Annotation
A Case for Deep
Metabolome Annotation
Help building species metabolomes
•Submit your metabolomics study to MetaboLights
•Submit data publications (e.g. to NATURE
Scientific Data)
•Be highly cited :)
Slides at
https://www.slideshare.net/csteinbeck
Funding
Thanks for your attention
Metabolights-help@ebi.ac.uk
Thank you!
Multi-Omics Bioinformatics across Application Domains

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