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ChEBI ChEBI Kirill Degtyarenko, EMBL-EBI / EPO Kirill Degtyarenko, EMBL-EBI / EPO

ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

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Page 1: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

ChEBIChEBI

Kirill Degtyarenko, EMBL-EBI / EPOKirill Degtyarenko, EMBL-EBI / EPO

Page 2: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• Rafael Alcántara• Michael Ashburner *• Volker Ast *• Michael Darsow *• Paula de Matos• Marcus Ennis• Janna Hastings• Alan McNaught *• Inma Spiteri• Christoph Steinbeck• Martin Zbinden *

The team

Page 3: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Chemical Entities of Biological Interest – an EBI database/dictionary of ‘biochemical compounds’

ChEBI: What is it?

Page 4: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Can be defined as consisting of

“molecules not directly encoded by the genome ... that are either the products of nature or are synthetic products used ... to intervene in the processes of living organisms”

[Michael Ashburner]

What are the ‘biochemical compounds’?

Page 5: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

“Any constitutionally or isotopically distinct atom, molecule, ion, ion pair, radical, radical ion, complex, conformer etc., identifiable as a separately distinguishable entity”

[IUPAC “Gold Book”]

Molecular entity

Page 6: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• Molecular entities trans-vaccenic acid

• Groups trans-vaccenoyl group

• Classes fatty acids

In fact, ChEBI contains

Page 7: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

‘Small molecules’?

Yes, but big molecules as well!

• alumina

• amylose

• metaborate

• poly(vinyl alcohol)

Page 8: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Current status (17.12.08)

14,274

9,196

13,163

15,773

14,847

43,880

16,618

0 5,000 10,000 15,000 20,000 25,000 30,000 35,000 40,000 45,000 50,000

Structures

Database Links

Formulae

Registry Numbers

IUPAC names

Synonyms

ChEBI entries

Page 9: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

1-D ChEBI

• Numeric ID

• Carefully checked terminology

• Unambiguous ChEBI name

• IUPAC names

• Cross-references to free resources

Page 10: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Unambiguous ChEBI name

CHEBI:28918

L-adrenaline

not just ‘adrenaline’

Page 11: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

2-{[3-(trifluoromethyl)phenyl]amino}benzoic acid

NH

O

OH

F

F

F

Systematic Name (IUPAC)

1

23

4

5

6

1

2

34

5

6

Page 12: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• flufenamic acid (INN English)• acide flufénamique (INN French)• ácido flufenámico (INN Spanish)• acidum flufenamicum (INN Latin)• Flufenaminsäure (German)

NH

O

OH

F

F

F

Common Name

Page 13: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

The Unpronounceables

CHEBI:48935

(E)-roxithromycin

IUPAC name:

(3R,4S,5S,6R,7R,9R,10E,11S,12R,13S,14R)-4-(2,6-dideoxy-3-C-methyl-3-O-methyl-α-L-ribo-hexopyranosyloxy)-14-ethyl-7,12,13-trihydroxy-10-{[(2-methoxyethoxy)methoxy]imino}-6-[3,4,6-trideoxy-3-(dimethylamino)-β-D-xylo-hexopyranosyloxy]-3,5,7,9,11,13-hexamethyloxacyclotetradecan-2-one

O O

O

O

OH

N

O

O

N

OH

OH

O OO

O

OH OH

CH3

CH3

CH3

CH3

CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

Page 14: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

O O

O

O

OH

N

O

O

N

OH

OHO

OH OH

CH3

CH3

CH3CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

OOO

CH3

CHEBI:32109(Z)-roxithromycin

What is the common name of roxithromycin?

CHEBI:48935(E)-roxithromycinINN: roxithromycin

O O

O

O

OH

N

O

O

N

OH

OH

O OO

O

OH OH

CH3

CH3

CH3

CH3

CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

Page 15: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

O O

O

O

OH

N

O

O

N

OH

OH

O OO

O

OH OH

CH3

CH3

CH3

CH3

CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

O O

O

O

OH

N

O

O

N

OH

OHO

OH OH

CH3

CH3

CH3CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

OOO

CH3

CHEBI:48844 roxithromycin

(E)-roxithromycin

O O

O

O

OH

N

O

O

N

OH

OH

O OO

O

OH OH

CH3

CH3

CH3

CH3

CH3CH3

CH3 CH3

CH3

CH3

CH3

CH3

CH3CH3

(Z)-roxithromycin

Page 16: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

What is thiamine?CHEBI:18385thiamine(1+)aka thiamine

N

N

NH2

CH3 S

CH3

OH

N+

CHEBI:33283thiamine(1+) chlorideINN: thiamine

N

N

NH2

CH3 S

CH3

OH

N+

Cl-

CHEBI:49105 thiamine(2+) dichlorideaka thiamine chloride hydrochloride aka thiamine hydrochloride

N

NH3+

NCH3 S

CH3

OH

N+

Cl-

Cl-

Page 17: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• “Better to see the face than to hear the name” (Zen proverb)

• Structures and identifiers based on structures offer new ways of crosslinking to other databases

• Structure search

Need for 2-D

Page 18: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

ChEBI

9 10 0 0 0 0 999 V2000 11.8219 -7.2713 0.0000 C 0 0 0 0 0 0 0 0 0 0 0 0 11.8219 -8.0922 0.0000 C 0 0 0 0 0 0 0 0 0 0 0 0 12.6074 -7.0165 0.0000 N 0 0 0 0 0 0 0 0 0 0 0 0 11.1072 -6.8574 0.0000 C 0 0 0 0 0 0 0 0 0 0 0 0 12.6039 -8.3505 0.0000 N 0 0 0 0 0 0 0 0 0 0 0 0 11.1072 -8.5027 0.0000 N 0 0 0 0 0 0 0 0 0 0 0 0 13.0886 -7.6818 0.0000 C 0 0 0 0 0 0 0 0 0 0 0 0 10.3923 -7.2713 0.0000 N 0 0 0 0 0 0 0 0 0 0 0 0 10.3888 -8.0922 0.0000 C 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 0 0 0 0 1 3 1 0 0 0 0 1 4 1 0 0 0 0 2 5 1 0 0 0 0 2 6 1 0 0 0 0 3 7 1 0 0 0 0 4 8 2 0 0 0 0 6 9 2 0 0 0 0 5 7 2 0 0 0 0 8 9 1 0 0 0 0M END

Connection table

NH

N

N

N

Page 19: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

2-D ChEBI

• One or more 2-D (or 3-D) connection tables

• One is default

• Autogenerated images (PNG)

• Default diagrams should be unambiguous

Page 20: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

The Fine Art of chemical drawing

Page 21: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Linear forms of monosaccharides

CHO

CH2OH

H OH

OH H

OH H

H OH

OH

O

H OH

OH H

OH H

H OH

H H

OH

OH

OH

OH

OH

O

Page 22: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Pyranose forms of monosaccharides

O

OHH

HOH

HOH

H OH

H

CH2OH

O

CH2OH

OH

OH

OH

OH

OH

OH

OH

OH

OOH

Page 23: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Fused systems

(R)-camphor

ambiguous unambiguous

CH3

OCH3

CH3

O

CH3CH3

CH3

Page 24: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Square planar geometry

Pt

N Cl

ClN

HH

H

H

HH

Pt

NCl

N Cl

H H

H

H

HH

cisplatin transplatin

Page 25: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

SMILESInChI

From 2-D back to 1-D

Page 26: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• Simplified Molecular Input Line Entry Specification

• Developed by David Weininger in 1988

• Extended by others (e.g. Daylight)• String of standard ASCII characters• A number of valid SMILES can be

produced for the same molecule

SMILES (1)

Page 27: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

SMILES (2)

NH

N

N

N

N1C=NC2=C1C=NC=N2c1ncc2ncnc2n1C=1N\C=N/C\2=N/C=N\C=1/2c1ncnc2/N=C\Nc12n1cc2c(nc1)ncn2 [H]c1nc([H])c2n([H])c([H])nc2n

1

Page 28: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

InChI (1)

• IUPAC International Chemical Identifier or InChI

• Open source• Developed by Stein, Heller,

Tchekhovskoi and McNaught• Used by NIST, PubChem, CML…

and ChEBI

Page 29: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

InChI (2)

NH

N

N

N

InChI=1/C5H4N4/c1-4-5(8-2-6-1)9-3-7-4/h1-3H,(H,6,7,8,9)/f/h7H

InChIKey=KDCGOANMDULRCW-QDQILVOLCG

Page 30: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Limitations (1)

• Stereochemistry other than sp3 tetrahedral and sp2 trigonal planar

• Polymers• Conformers• Radicals/different spin state• Topological isomers• Mixtures• Markush structures

Page 31: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Limitations (2)

InChI=1/2ClH.2H3N.Pt/h2*1H;2*1H3;/q;;;;+2/p-2

Pt

N Cl

ClN

HH

H

H

HH

Pt

NCl

N Cl

H H

H

H

HH

cisplatin transplatin

Page 32: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

3-D ChEBI

cisplatin

Page 33: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Compositional uncertainty

Positional uncertainty

Configurational uncertainty

Conformational uncertainty

Uncertainty and ambiguity in chemistry

Page 34: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Examples

an alkali metal cation

vanadate(V) anion

[2H]ethanol

Compositional uncertainty

Page 35: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Examples

L-bromohistidine residue

pteroic acid (several tautomers)

Positional uncertainty

Page 36: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Examples

androstane

rel-(2R,3R)-2-amino-3-methylpentanoic acid

tetradec-11-enoic acid

Configurational uncertainty

Page 37: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Examples

cyclohexane: chair, boat, twist

protein secondary structure: , , …

Conformational uncertainty

Page 38: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

• Molecular structure ontology• Subatomic particle ontology• Role ontology

Biological role Application

ChEBI ontology

Page 39: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Molecular structure ontology catecholamines

Biological role hormone

Application antiglaucoma bronchodilator cardiostimulant

L-adrenaline

Page 40: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

The family relations

L-cysteine

L-cysteine(•)

L-cysteinate(2–)

L-cysteinate(1–)

L-cysteinyl

L-cysteinium

L-cysteino

L-cystein-S-yl

L-cysteine residue

L-cysteinate residue

D-cysteine

cysteine

L-cysteine zwitterion

Page 41: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Relationships in ChEBI ∆ Is A generic

⋄ Has Part generic

♯ Is Conjugate Acid Of specific

♭ Is Conjugate Base Of specific

Is Enantiomer Of specific

Is Tautomer Of specific

ℛ Is Substituent Group From specific

ℋ Has Parent Hydride specific

ℱ Has Functional Parent specific

Has Role generic?

Page 42: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Is A relationship

NH2

O

OHSH

NH2

O

OHSH∆

L-cysteine

cysteineis a

Page 43: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH2

O

OHSH

Is Enantiomer Of

NH2

O

OHSH

L-cysteine

NH2

O

OHSH

∆ ∆

D-cysteine

is enantiomer of

Page 44: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH3+

O

OHSH

NH3+

O

OHSH

L-cysteinium

Has Part

L-cysteine hydrochloride

is part of

Cl-

has part

Page 45: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH2

O

O-

S-

NH3+

O

OHSH

NH2

O

O-

SH

Is Conjugate Acid Of

NH2

O

OHSH♯

L-cysteine

L-cysteinate(1–)is conjugate acid of

L-cysteinium

L-cysteinate(2–)

♯♯

Page 46: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH2

O

O-

SH

Is Conjugate Base Of

NH2

O

OHSH

L-cysteine

L-cysteinate(1–)

NH2

O

O-

S-

NH3+

O

OHSH

L-cysteinium

L-cysteinate(2–)

♭ ♭

Page 47: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH2

O

O-

SH

Acid/base relationships

NH2

O

OHSH

♭L-

cysteineL-cysteinate(1–)

NH2

O

O-

S-

NH3+

O

OHSH

L-cysteinium

L-cysteinate(2–)

♭♯♯

Page 48: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH3+

O

O-

SH

Is Tautomer Of

NH2

O

OHSH

L-cysteine

L-cysteine zwitterion

is tautomer of

Page 49: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Is Tautomer Of

3H-pyrrole

NH

N N

2H-pyrrole

1H-pyrrole

Page 50: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

salutaridinol

Has Parent Hydride

has parent hydride

is parent hydride of

ℋ NHH

morphinan

OH

N

O

O

CH3

OH

CH3

CH3

Page 51: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

7-O-acetylsalutaridinol

Has Functional Parent

has functional parent

is functional parent of

salutaridinol

OH

N

O

O

CH3

CH3

CH3

OCH3

O

OH

N

O

O

CH3

OH

CH3

CH3

Page 52: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

NH2

O

SH

L-cysteinyl

NH

O

SH

NH

O

OHSH

Is Substituent Group From

NH2

O

OHSHL-cysteine

L-cysteine residue

L-cysteino

*

*

*

*

Page 53: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

The family relations

L-cysteine

L-cysteine(•)

L-cysteinate(2–)

L-cysteinate(1–)

L-cysteinyl

L-cysteinium

L-cysteino

L-cystein-S-yl

L-cysteine residue

L-cysteinate residue

D-cysteine

cysteine

L-cysteine zwitterion

♭♯♯ ♭

♯ ♭ ♯ ♭

♯♭♯ ♭

Page 55: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Ontology of L-cysteine (1)

Page 56: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Ontology of L-cysteine (2)

Page 57: ChEBI Kirill Degtyarenko, EMBL-EBI / EPO. Rafael Alcántara Michael Ashburner * Volker Ast * Michael Darsow * Paula de Matos Marcus Ennis Janna Hastings

Thank youThank you