ebi is an outstation of the european molecular biology laboratory. chebi: an ebi chemistry reference

72
EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Upload: gilbert-egbert-park

Post on 25-Dec-2015

221 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

ChEBI: an EBI chemistry reference

Page 2: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.232

Overview

• Introduction to ChEBI

• Searching and browsing

• Understanding the ontology

• Downloads and programmatic access

Page 3: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Introduction to ChEBI

Block 1

Page 4: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Small Molecules within Bioinformatics

Literature

Nucleotide sequences

Genomes

Expressions

Protein sequencesProtein domains, families

3D structures

Enzymes

Small molecules

Pathways Systems

Page 5: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Literature

Nucleotide sequences

Genomes

Expressions

Protein sequencesProtein domains, families

3D structures

Enzymes

Small molecules

Pathways Systems

Small Molecules within Bioinformatics

Small moleculesSmall moleculesSmall moleculesSmall moleculesSmall molecules

Page 6: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Small molecules participate in all the processes of life

Page 7: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Signalingγ-aminobutyric acid

GABA: chief inhibitory neurotransmitter in the mammalian central nervous system.

In humans, also regulates muscle tone.

• synthesized by neurons

• found mostly as a zwitterion, that is, with the carboxyl group deprotonated and the amino group protonated

• conformational flexibility of GABA is important for its biological function, as it has been found to bind to different receptors with different conformations

• GABA deficiency linked to

• anxiety disorder, depression, alcoholism

• multiple sclerosis, action tremors, tardive dyskinesia

Page 8: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Metabolism

Adenosine 5’-triphosphate (ATP): the

"molecular unit of currency" of intracellular

energy transfer.

• generated in the cell by energy-consuming processes, broken down by energy-releasing processes

• proteins that bind ATP do so in a characteristic protein fold known as the Rossmann fold, which is a general nucleotide-binding structural domain that can also bind the cofactor NAD

Adenosine 5'-triphosphate

Page 9: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Enzymes

• Enzyme inhibitors are molecules that bind to enzymes and decrease their activity.

• Many drugs are enzyme inhibitors. They are also used as herbicides and pesticides.

• Enzyme activators bind to enzymes and increase their enzymatic activity.

• Enzyme activators are often involved in the allosteric regulation of enzymes in the control of metabolism.

clavulanic acid acts as a suicide inhibitor of bacterial β-lactamase

enzymes

Page 10: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Pathways

http://www.genome.jp/kegg-bin/highlight_pathway?scale=1.0&map=map00231&keyword=tryptophan

Page 11: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Systems biology

BioModels: quantitative models of biochemical and cellular systems

tryptophan

D-enantiomer: sweet L-enantiomer: bitter

Page 12: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Drug design

• Ligand-based: relies on knowledge of other molecules that bind to the biological target of interest.

• Structure-based: relies on knowledge of the 3D structure of the biological target.

• A lead has• evidence that modulation of the target will have therapeutic value: e.g. disease

linkage studies showing associations between mutations in the biological target and certain disease states.

• evidence that the target is druggable, i.e. capable of binding to a small molecule and that its activity can be modulated by the small molecule.

• Target is cloned and expressed, then libraries of potential drug compounds are screened using screening assays

Page 13: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Drug types 2003 - 2009

'Small molecules' in various shades of blue (http://chembl.blogspot.com/)

Page 14: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Small molecule annotations

• Often appear as free text in biological databases, in which they are not the core data

• Are frequently referred to by common names which may be chemically ambiguous• eg. adrenaline

= (S)-adrenaline ? (R)-adrenaline ?

• May be referred to by several different names• paracetamol, acetaminophen, 4-acetamidophenol,

N-(4-hydroxyphenyl)acetamide, …

Page 15: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Getting the chemistry right

• Thalidomide a non-barbiturate hypnotic

• Thalidomide displays immunosuppresive and anti-angiogenic activity. It inhibits release of tumor necrosis factor-alpha from monocytes, and

modulates other cytokine action.

• Thalidomide is racemic — it contains both left and right handed isomers in equal amounts: one enantiomer is effective against morning sickness, and the other is teratogenic.

• Enantiomers are interconverted in vivo. That is, if a human is given D-thalidomide or L-thalidomide, both isomers can be found in the serum. Hence, administering only one enantiomer does not prevent the teratogenic

effect in humans. http://www.drugbank.ca/drugs/DB01041

Page 16: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Small molecule data sources

Deposition-driven publicly available compound repository, containing more than 25 million unique structures.

http://pubchem.ncbi.nlm.nih.gov/

http://www.chemspider.com/

Automatic aggregation of publicly available chemistry data with crowdsourced annotation.

http://www.ebi.ac.uk/chebi/

Manually annotated database and ontology

Small molecules and bioactivity

http://www.ebi.ac.uk/chembldb/

Page 17: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Chemicals - ChEBI

Visualisation

caffeine1,3,7-trimethylxanthine methyltheobromine

Nomenclature

Formula: C8H10N4O2Charge: 0 Mass: 194.19

Chemical data

metaboliteCNS stimulanttrimethylxanthines

Ontology

MSDchem: CFFKEGG DRUG: D00528

Database Xrefs

Chemical Informatics

InChI=1/C8H10N4O2/c1-10-4-9-6-5(10)7(13)12(3)8(14)11(6)2/h4H,1-3H3

SMILES CN1C(=O)N(C)c2ncn(C)c2C1=O

Page 18: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2318

What is ChEBI?

• Chemical Entities of Biological Interest• Freely available• Focused on ‘small’ chemical entities (no proteins or

nucleic acids)• Illustrated dictionary of chemical nomenclature• High quality, manually annotated• Provides chemical ontology

Access ChEBI at http://www.ebi.ac.uk/chebi/

Page 19: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2319

ChEBI home page http://www.ebi.ac.uk/chebi

Page 20: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2320

How is ChEBI maintained?

• Automatic loading of preliminary data

• Automatic loading of 2 star annotated data

• Manual annotation

• User requests via Submission Tool

• Public release: First Wednesday of every month.

Page 21: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2321

ChEBI entries contain

• A unique, unambiguous, recommended ChEBI name and an associated stable unique identifier

• An illustration where appropriate (compounds and groups, but generally not classes)

• A definition where appropriate (mostly classes)• A collection of synonyms, including the IUPAC

recommended name for the entity where appropriate• A collection of cross-references to other databases

• Links to the ChEBI ontology

Page 22: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2322

ChEBI entry view

ChEBI – Chemical Entities of Biological Interest

Page 23: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2323

Automatic Cross-references

Page 24: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2324

Chemical Structures

• Chemical structure may be interactively exploredusing MarvinView applet

• Available in formats• Image• Molfile• InChI and InChIKey• SMILES

Page 25: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2325

Molfile format

Page 26: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Time for Exercises

Page 27: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Searching and browsing ChEBI

Block 2

Page 28: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2328

Simple text search

Wildcard:

*

Enter any text

Page 29: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Simple Text Search

ChEBI – Chemical Entities of Biological Interest19.04.2329

Page 30: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Advanced Search

ChEBI – Chemical Entities of Biological Interest19.04.2330

Page 31: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Advanced text search

ChEBI – Chemical Entities of Biological Interest19.04.2331

Narrow to categoryAND, OR

and BUT NOT

Page 32: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2332

Structure searchSearch optionsStructure

drawing tools

Page 33: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2333

Search Results

Click to go to entry page

Hover-over for zoomed in image

Download your search results

Page 34: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2334

Fingerprints

• Chemical substructure searching is computationally expensive…

Page 35: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2335

Fingerprints [2]

• … so heuristics must be used to decrease the number of search candidates

C8H9NO2

• Fingerprints are a generalized, abstract encoding of structural features which can be used as an effective screening device

cannot be a substructure of an entity which does not have at least 8 carbon atoms, 9 hydrogen atoms…

Page 36: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2336

Fingerprints [3]

• Encoding of structural patterns

water (HOH)0-bond paths H O H1-bond paths HO OH2-bond paths HOH

• Hashed to create bit strings, which are added together to give final fingerprint

Pattern Hashed bitmap H 0000010000O 0010000000HO 1010000000OH 0000100010HOH 0000000101Result: 1010110111

Page 37: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2337

Types of structure search

• Identity – based on InChI

• Substructure – uses fingerprints to narrow search range, then performs full substructure search algorithm

• Similarity – based on Tanimoto coefficient calculated between the fingerprints

InChI=1/H2O/h1H2

10101101110010110010

1010110111

0010110010Tanimoto(a,b)

= c / (a+b-c)

= 4 / (4+7-4) = 0.57

a

b

Page 38: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2338

Browse via Periodic Table

Molecular entities / Elements

Page 39: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2339

Navigate via links in ontology

Click to follow links

Page 40: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Time for Exercises

Page 41: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Understanding the ChEBI ontologyBlock 3

Page 42: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2342

Annotation of bioinformatics data

• Essential for capturing understanding and knowledge associated with core data

• Often captured in free text, which is easier to read and better for conveying understanding to a human audience, but…

• Difficult for computers to parse• Quality varies from database to database• Terminology used varies from annotator to annotator

• Towards annotation using standard vocabularies: ontologies within bioinformatics

Page 43: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2343

The ChEBI ontology

Organised into three sub-ontologies, namely• Molecular structure ontology

• Subatomic particle ontology

• Role ontology

(R)-adrenaline

Page 44: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2344

Molecular structure ontology

Page 45: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2345

Role ontology

Page 46: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2346

ChEBI ontology relationships

• Generic ontology relationships

• Chemistry-specific relationships

Page 47: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2347

Viewing ChEBI ontology

Page 48: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2348

Viewing ChEBI ontology [2]

Tree view

Page 49: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2349

Browsing ChEBI ontology (OLS)

Ontology Lookup Service (OLS): http://www.ebi.ac.uk/ontology-lookup/

Browse the ontology

Page 50: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2350

Ontology Lookup Service

• Provides a centralised query interface for ontology and controlled vocabulary lookup

• Can integrate any ontology available in OBO (Open Biomedical Ontologies) format

• At last release, 58 ontologies integrated, including• GO• ChEBI• Molecular interaction (PSI MI)• Pathway ontology (PW)• Human disease (DOID)• and many more…

• Provides a search and a browse facility, as well as displaying a graph of terms and relationships

Page 51: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Time for Exercises

Page 52: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Download and programmatic access

Block 4

Page 53: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2354

ChEBI domain modelSelf-referencing -

merging

Page 54: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2355

Compound IDs and Merging

• Compound accessions are maintained after merging, but…

only the main accession of a merged group is displayed

Navigated accession: CHEBI:5585

Main accession: CHEBI:15377

Page 55: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2356

Compound IDs and Merging [2]

ID STATUS

CHEBI_ACCN SOURCE PARENT_ID NAME DEFINITION

15377 C CHEBI:15377 ChEBI null water null

5585 C CHEBI:5585 KEGG 15377 null null

Additional acc Parent ID

ID COMPOUND ACCN_NUMBER TYPE STATUS SOURCE URL_ABBR

16213 5585 C00001 KEGG accn C KEGG KEGG

17314 5585 7732-18-5 CAS Registry

C KEGG null

This compound ID = additional acc

Page 56: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Downloading ChEBI flavours

ChEBI – Chemical Entities of Biological Interest19.04.2357

• All downloads come in two flavours• 3 star only entries (manually annotated ChEBI

entries)• all stars entries (manually annotated ChEBI and

user submissions)

Page 57: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2358

Downloading ChEBI

• OBO file• Use on OBO-edit

• SDF File• Chemistry software compliant such as Bioclipse

• Flat file, tab delimited• Import all the data into Excel• Parse it into your own database structure

• Oracle binary dumps• Import into an oracle database

• Generic SQL insert statements• Import into MySQL or postgresql database

Page 58: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

• File format defined specifically for capturing biological ontologies

• Why use this format?• Use it if you are primarily interested in the ontology.• Don’t use it if you are interested in chemical

structural information.• What can you do with it?

• Can parse it directly using parsers such as OBO-Edit• Can upload and browse the ontology using OBO-Edit

OBO File Format

ChEBI – Chemical Entities of Biological Interest19.04.2359

General header information

Synonym types used in terms

Root terms

Relationships to other terms

Page 59: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

• Chemistry software compliant format• Why use this format?

• Use it to obtain the ChEBI entries with their chemical structural information.

• Don’t use it for the ontology.• What can I do with this format?

• Parse it using existing software libraries such as CDK.• Open it in standalone tools such as Bioclipse• Copy and paste individual structures into JChemPaint

SDF File Lite format

ChEBI – Chemical Entities of Biological Interest19.04.2360

Entries separated by $$$$

Page 60: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

SDF File complete format

ChEBI – Chemical Entities of Biological Interest19.04.2361

Entries separated by

$$$$

Page 61: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Flat-file tab and comma delimited

ChEBI – Chemical Entities of Biological Interest19.04.2362

• Why use this format?• Use it to obtain the entire ChEBI database structure.

• What can I do with this format?• Open it using Excel• Import it into a relevant database such as Oracle

Page 62: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Table dumps

• Similar structure to the flat-file tab delimited files• Why use this format?• Use it to obtain the entire ChEBI database structure.

• Oracle binary dumps• Import into an oracle database

• Generic SQL insert statements• Import into MySQL or postgresql database

ChEBI – Chemical Entities of Biological Interest19.04.2363

Page 63: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2364

Web services

• Allow users to create their own applications to query data

User application

Page 64: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2365

The ChEBI web service

• Programmatic access to a ChEBI entry

• SOAP based Java implementation• Clients currently available in Java and perl

• Methods• getLiteEntity• getCompleteEntity and getCompleteEntityByList• getOntologyParents• getOntologyChildren and getAllOntologyChildrenInPath• getStructureSearch

• Documented at http://www.ebi.ac.uk/chebi/webServices.do.

Page 65: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2366

Web service client object model

getLiteEntity

getCompleteEntity

getOntology (Parents and

Children)

Page 66: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Methods and parameters (1)

ChEBI – Chemical Entities of Biological Interest19.04.2367

Page 67: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Methods and parameters (2)

ChEBI – Chemical Entities of Biological Interest19.04.2368

Page 68: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

Methods and parameters (3)

ChEBI – Chemical Entities of Biological Interest19.04.2369

Page 69: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Time for Exercises

Page 70: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2371

For more information

• Email: [email protected]

• SourceForge: https://sourceforge.net/projects/chebi/

• User Manual: http://www.ebi.ac.uk/chebi/userManualForward.do

• RSS Feed

Page 71: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

ChEBI – Chemical Entities of Biological Interest19.04.2372

Acknowledgements

• The ChEBI teamAdriano Dekker Marcus EnnisJanna Hastings Amit WalijnkarSteve Turner Venkat Muthukrishnan (trainee)Gareth Owen (Project Manager)

Paula de Matos (Group Coordinator)Christoph Steinbeck (Group Leader)

• Everyone @ the EBI and elsewhere who uses or contributes to ChEBI

ChEBI is funded by the European Commission under SLING, grant agreement number 226073 (Integrating Activity) within Research Infrastructures of the FP7 Capacities Specific Programme; and by the BBSRC, grant agreement number BB/G022747/1 within the "Bioinformatics and biological resources" fund.

Page 72: EBI is an Outstation of the European Molecular Biology Laboratory. ChEBI: an EBI chemistry reference

EBI is an Outstation of the European Molecular Biology Laboratory.

Thank you