“creating the right chemistry” in pathways master seminar fall 2006 m.a. ott (cmbi)

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“Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

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Page 1: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

“Creating the right chemistry” in Pathways

Master Seminar Fall 2006

M.A. Ott (CMBI)

Page 2: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Main concept

”Creating the right chemistry” in PathwaysM.A. Ott

• Enzymes don’t do new chemistry;

they do ‘old’ chemistry faster

Enzymes don’t perform magic;

they perform known (organic) chemistry

Page 3: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Contents

”Creating the right chemistry” in PathwaysM.A. Ott

• Enzymes and Metabolites

• Metabolic Pathways and Reactions

• Representing Chemistry

• BioMeta Database

Page 4: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Ongoing progess in “omics”

”Creating the right chemistry” in PathwaysM.A. Ott

• Genomics …going strong

• Transcriptomics …good progress

• Proteomics …some progress

• Metabolomics …less progress

• Systems biology …not in ten years

Page 5: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Metabolite and pathway databases

”Creating the right chemistry” in PathwaysM.A. Ott

http://www.genome.ad.jp/kegg/

http://www.brenda.uni-koeln.de/

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

http://www.expasy.org/tools/pathways/

http://www.empproject.com/

http://metacyc.org/

http://ecocyc.org/

http://www.ncgr.org/pathdb/

http://medicago.vbi.vt.edu/B-Net/

http://www.mol-net.de/biopath/

http://www.ergo-light.com/ERGO/

http://www.reactome.org/

http://www.chem.qmul.ac.uk/iubmb/enzyme/

Kyoto Encyclopedia of Genes and Genomes

BRENDA enzyme database

Chemical Entities of Biological Interest

ExPASy biochemical pathway

EMP enzymology and metabolism data

MetaCyc metabolic pathways

EcoCyc E. coli genome and metabolism

PathDB biological pathways and networks

B-NET - Biochemical Network

BioPath C@ROL database

ERGO comprehensive genome analysis

Reactome biological processes

IUBMB enzymes

Page 6: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Metabolism and friends

”Creating the right chemistry” in PathwaysM.A. Ott

• Metabolism: The reactions in organisms

• Anabolism: Synthesis of larger biomolecules

from smaller ones

» Usually requires energy input

• Catabolism: Break down of larger molecules

into smaller ones

» Usually releases energy

Page 7: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Enzymes

”Creating the right chemistry” in PathwaysM.A. Ott

• Virtually all metabolic reactions require enzymatic

catalysis

• Rate enhancement factor can be up to 1015

• Enzymes are highly reaction-specific, catalyzing

only one conversion

• Enzymes are substrate-specific, limiting their action

to only one compound or to related compounds

Page 8: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

The metabolic network

”Creating the right chemistry” in PathwaysM.A. Ott

Page 9: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Some metabolites

”Creating the right chemistry” in PathwaysM.A. Ott

• “Housekeeping” metabolites:

Water, NADH, ATP, Phosphate, …

• End products of pathways:

Vitamin B12, Urea, Penicillin, Ecdysone, …

• Intermediates in pathways:

Glucose-6-P, Lanosterol, Precorrins, Shikimate, …

O

O

O

O

O

O

O

O

O

O

O

H

H

H

OP

O

O O

Page 10: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Housekeeping metabolites: ATP / ADP

”Creating the right chemistry” in PathwaysM.A. Ott

Full structures:

Shorthand:

N

N

ON

OHN

NH2

O

OH

PO

PO

POH

O O OOH OH OH

N

N

ON

OHN

NH2

O

OH

PO

POH

O OOH OH

ROH

ROH

RO

POH

O OH

RO

POH

O OH

+ +

2.7.1.10

ATP ADP

2.7.1.10

Page 11: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Housekeeping metabolites: NADH / NAD+

”Creating the right chemistry” in PathwaysM.A. Ott

Full structures:

Shorthand:

R1

O

R2

R1

OH

R2H

PO O

O OH

PO

OH O

O

OH

O

OH

N

OHOH

N+

N

N

N

NH2

ONH2

PO O

O OH

PO

OH O

O

OH

O

OH

N

OHOH

N

N

N

N

NH2

ONH2

H+ R

1

OH

R2HR

1

O

R2

+ ++

1.1.1.63

NADH, H+ NAD+

1.1.1.63

Page 12: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Housekeeping metabolites and chemical distance

”Creating the right chemistry” in PathwaysM.A. Ott

H

O

CH3H

OH

CH3

H

C D

NADH, H+ NAD+

CH3

O

CH3CH3

OH

CH3

H

A B

NADH, H+ NAD+

What is the chemical distance between B and D?

Page 13: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Typical housekeeping metabolites

”Creating the right chemistry” in PathwaysM.A. Ott

WaterAmmoniaPhosphateATP, ADPNADH, NAD+

NADPH, NADP+

FAD, FADH2FMN, FMNH2SAM, SAHCoenzyme AGlutamate/2-Oxoglutarate

PhosphorylationReduction/oxidationReduction/oxidation

Reduction/oxidationReduction/oxidationMethyl group transferAcyl group transferAmino/ketone group exchange

Page 14: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Cholesterol biosynthesis outline

Pathways and MoleculesM.A. Ott

H

H

H

H

OH

C2

Acetate

C5

Isopentenyl-PP

C30

Lanosterol

C27

Cholesterol

C30

Squalene

C6

Mevalonate

C30

Lanosterol

C5

Isopentenyl-PPx 3

x 6

- CO2

- 2 CO2

- HCO2H

Page 15: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Cholesterol biosynthesis from squalene

Pathways and MoleculesM.A. Ott

H

H

H

H

OH

HH

H

OH

H

H

H

H

OH

CH3

HHO

H

O

H

HOH

H

H

HO

H

H

H

H

H

H

OH

Squalene

Cholesterol

Lanosterol

Zymosterol

Page 16: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Metabolic disorders

Pathways and MoleculesM.A. Ott

• Inability to synthesize compounds:

Absence of important compounds

• Inability to degrade compounds:

Accumulation of undesired waste products

E.g., in phenylketonuria

Page 17: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Phenylketonuria (error in phenylalanine catabolism)

Pathways and MoleculesM.A. Ott

N

O

O

N

O

O

O

O

O

O

O

O

O

O2 H2O

BH4 BH2

Phenylalanine Tyrosine

Phenylpyruvate Phenyllactate

NADPH, H+ NADP+

Glutamate

2-Oxoglutarate

Page 18: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

The BioMeta Database

”Creating the right chemistry” in PathwaysM.A. Ott

Page 19: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

The BioMeta Database

”Creating the right chemistry” in PathwaysM.A. Ott

Page 20: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

BioMeta database structure

”Creating the right chemistry” in PathwaysM.A. Ott

Page 21: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

BioMeta database structure

”Creating the right chemistry” in PathwaysM.A. Ott

R# M# Role Stoich1 1 Substrate 11 2 Substrate 11 3 Product 11 4 Product 12 2 Substrate 12 3 Substrate 12 5 Product 12 6 Product 13 6 Substrate 23 7 Product 1

# CASREG1 1065-31-72 387-49-33 76-55-14 182-20-95 450-16-56 2754-97-27 233-04-8

# Revers1 Yes2 No3 No

Molecules

Reaction 1: Mol_1 + Mol_2 Mol_3 + Mol_4

Reaction 2: Mol_2 + Mol_3 Mol_5 + Mol_6

Reaction 3: 2 Mol_6 Mol_7R-M Links

Reactions

Page 22: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Sample database query

”Creating the right chemistry” in PathwaysM.A. Ott

OH

O

OH

O O

O

O

O

O2 H2O2

EC 1.2.3.4+

ec_nr | enzyme_name | rxn_id |rev | role |stoich| name

--------+-----------------+----------+----+------+------+------------

1.2.3.4 | oxalate oxidase | MR000247 | ir | s | 1 | Oxalic acid

,, | ,, | ,, | ,, | s | 1 | O2

,, | ,, | ,, | ,, | p | 1 | H2O2

,, | ,, | ,, | ,, | p | 2 | CO2

Page 23: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Molecular structure identification

”Creating the right chemistry” in PathwaysM.A. Ott

O OH

OH

OH

OH

OH

O OH

OH

OH

OH

OH

NH2

NH

NH2+

R

N

N

N

OHOH

OH

NH

NH

NH

O

O

O

H2N+

NH

NH2

R

NH2

NH+

NH2

R

• Mesomerism (resonance forms)

• Tautomerism (variable positions of hydrogens)

• Other “chemical” flexibility

• Protonation state

Page 24: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Molecular structures and reactions

”Creating the right chemistry” in PathwaysM.A. Ott

NN

NNH

O

O

OH

OHOH

OH

POH OH

OHOP OOH

OH

O O

OH OH

OH

P OOH

OH

O

OH

OH

OH

NH

NH

NH2 NH

O

O

+ +

Reactions: balancing atoms & charges

adding direction/reversibility

Molecules: adding stereochemical configurations

“canonicalizing” tautomeric form

No stereochemistry

No stereochemistry

Phosphorus imbalance

Direction

Carbon imbalance

Page 25: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

And now what’s really going on…

”Creating the right chemistry” in PathwaysM.A. Ott

P

O

OHOH

OHOH

O

O

POH

O OH

OH

O

O

POH

O OH

OP

OH

O OH

OOH

OHOH

OH

O

H2O

NN

NNH

O

O

OH

OHOH

OH

NNH

NNH

O

O

OH

OHOH

OH

+ +

+

directionirrevers.

+

2

balance

new

stereostereo

Page 26: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Accuracy required!

”Creating the right chemistry” in PathwaysM.A. Ott

Without accurate chemical structures and balanced

reaction descriptions, a biochemical pathways database

is unsuitable for “chemical computation”:

• Graph-theoretical considerations for creating a network

• Idem for describing fluxes

• Docking applications need correct stereochemistry

Page 27: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Validation results (structures)

”Creating the right chemistry” in PathwaysM.A. Ott

Type of Error # in KEGG # in BioMeta # Corrected

Structure missing 1239 1106 133

Valence violation(s) 76 0 76

Incorrect constitution unknown unknown 107

Total (constitution) 1315 1106 316

Undefined stereo double bond(s) 35 32 3

Invalid sp3 stereocenter(s) 70 47 23

Ambiguous sp3 stereocenter(s) 46 0 46

Undefined sp3 stereocenter(s) 1398 865 533

Unspecified enantiomer 2326 1840 486

Undefined sp3 stereochemistry 554 366 188

Incorrect stereochemistry unknown unknown 69

Total (stereochemistry) 3990 2907 1152

Total corrected 1468

Page 28: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Validation results (reaction balance)

Count Perc.

Total 6089 100.00

Unknown 766 12.58

Balanced 3711 60.95

Unbalanced 1612 26.47

Corrected * 893 14.66

”Creating the right chemistry” in PathwaysM.A. Ott

Difference Count

[H+] * 801

2[H+] * 35

H2O * 57

O 98

H2 17

H2 – 2[H+] 41

2H2 17

H2 – [H+] 18

CH2 30

O2 – H2O 17

Page 29: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Some unresolved issues

”Creating the right chemistry” in PathwaysM.A. Ott

O

HO OH

OHO

PHO

OHO

D-Ribose 5-phosphate ?

O

HO OH

OHO

PHO

OHO O

HO OH

OHO

PHO

OHO

O

OH OH

PHO

OHO OH

O

O

HO OH

HN

OP

HO

OHO

N NH

H2N

O

NH2

O

HO OH

HN

OP

HO

OHO

N N

H2N

OH

NH2

2,5-Diamino-6-hydroxy-4-(5'-phosphoribosylamino)-pyrimidine ?

Page 30: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

BioMeta database

”Creating the right chemistry” in PathwaysM.A. Ott

• Based on freely available data (KEGG Ligand database)

• Augmentation, completion and correction of

small-molecule information:

- Adding missing stereochemistry to structures

- Balancing atoms and charges in reactions

- Establishing the reversibility and direction of reactions

• Search for alternative pathways between metabolites

• Search for “missing” enzymes

Page 31: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

BioMeta: things being done

”Creating the right chemistry” in PathwaysM.A. Ott

• Enhancing compound/reaction structures

• Establishing directionality/reversibility of reactions

• Distinguishing cofactors/“current”/“external”/ “common” metabolites from ‘real’ metabolites

• Adding more compound data, e.g. pKa (curve)

• Increasing functionality of WWW interface

Page 32: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

BioMeta: things to do

”Creating the right chemistry” in PathwaysM.A. Ott

• Atom-to-atom correspondence (reaction mapping)

• Tautomer handling

• Pathway searches

• Putative/hypothetical reactions for predicting

metabolism

Page 33: “Creating the right chemistry” in Pathways Master Seminar Fall 2006 M.A. Ott (CMBI)

Acknowledgements

”Creating the right chemistry” in PathwaysM.A. Ott

Felix van Diggelen

Gert Vriend

CMBI