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Enzyme Evolution John Mitchell, February 2010
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Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

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Page 1: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Enzyme Evolution

John Mitchell, February 2010

Page 2: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Theories of Enzyme Evolution

Page 3: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Overview

(1) Divergent retrograde evolution, recruiting adjacent enzymes in pathway and constrained by binding similar molecules as substrates or products.

Page 4: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Overview

(2) Divergent patchwork evolution, recruiting enzymes catalysing similar chemical reactions, typically from other pathways, constrained by supporting similar catalytic chemistry.

Page 5: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Overview

(3) Convergent evolution, reinventing similar chemistry in a different evolutionary family.

Page 6: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Retrograde Evolution (Horowitz,1945)

Pathways evolve backwards: the end product of the newly evolved reaction is

the substrate of the existing one.

Page 7: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Betts & Russell, 2009

Page 8: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Betts & Russell, 2009

Page 9: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Successive reactions in the pathway would therefore be catalysed by homologous enzymes

Picture adapted from Betts & Russell, 2009

Page 10: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Patchwork Evolution (Jensen,1976)

Recruitment of enzymes for new reactions was based on similarity of reactions catalysed and

possibly on substrate ambiguity.

It did not necessarily require the sequential and backwardly evolving progression of steps.

Page 11: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Patchwork recruitment:Recruit an enzyme with a chemically similar catalytic function from a quite different pathway.

Page 12: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture from Betts & Russell, 2009

Page 13: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture from Betts & Russell, 2009

Page 14: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture from Betts & Russell, 2009

Page 15: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

The Importance of Moonlighting

A moonlighting enzyme has a second job.

Page 16: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

The Importance of Moonlighting

Patchwork recruitment is most likely to occur when the original enzyme already

has some low level of activity for catalysing a different reaction.

Page 17: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

The Importance of Moonlighting

This allows the enzyme to be recruited to carry out the new

function.

Page 18: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Main reaction Minor side reaction

Page 19: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

A starting point for evolving a new catalytic function!

Main reaction Minor side reaction

Page 20: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

How Might Divergent Evolution Occur?

At the level of the gene, the most obvious idea is via gene duplication with one copy being free to mutate away from its original

function

Page 21: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Todd, Orengo & Thornton, 1999

Page 22: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Todd, Orengo & Thornton, 1999

Page 23: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Todd, Orengo & Thornton, 1999

Original function New function

Page 24: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Todd, Orengo & Thornton, 1999

Original function New function

This way, the original function is maintained and a new one evolved.

Page 25: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

How Might Divergent Evolution Occur?

There are other possible routes to diverged functions (Orengo, Thornton, Todd & others)

Page 26: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture adapted from Todd, Orengo & Thornton, 1999

Page 27: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Models for Divergent Enzyme Evolution

Two main models of divergent enzyme evolution discussed by Gerlt and Babbitt:

Chemistry is conserved, substrate specificity changes.

Substrate binding is conserved, chemistry changes.

Evidence for both models in different cases, but conserved chemistry is likely to be more common.

Page 28: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Models for Divergent Enzyme Evolution

Two main models of divergent enzyme evolution discussed by Gerlt and Babbitt:

Chemistry is conserved, substrate specificity changes.

If true, implies that chemical reactions are harder to evolve than is substrate binding.

Fits well with patchwork recruitment model.

Page 29: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Enzyme Nomenclature and Classification

EC Classification

Class

Subclass

Sub-subclass

Serial number

Page 30: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Phylogeny of Enzymes (Caetano-Annolés)

Taking advantage of the genomic data now available, Caetano-Annolés and group attempted

to build a phylogeny of enzymes based on the occurrence of their folds in sequenced genomes.

Page 31: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Phylogeny of Enzymes (Caetano-Annolés)

In principle, this could “age” enzymes – the more universal the older.

Page 32: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Picture from Caetano-Annolés et al. (2007)

Page 33: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

The diverse mix of “ages” within metabolic networks seems to support the patchwork model.

Picture from Kim et al. (2006)

Page 34: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Using similar ideas of universality of superfamilies, tried to reconstruct proteome of LUCA.

Interesting, but speculative?

Page 35: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Both Divergent & Convergent Evolution are Important

Divergent evolution leads to one fold performing a plurality of functions.

Convergent evolution leads to a plurality of folds performing the same function

Page 36: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Takes advantage of folds being both structural and evolutionary units of protein structure.

Page 37: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 38: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Divergence

Page 39: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Convergence

Page 40: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Those figures are based on available structures. As more become available, we will find more functions for existing folds, and more folds with existing functions.So these are underestimates!

Convergent

Divergent

Page 41: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Caveat: Our working definition of “Convergent Evolution” is dependent on the EC classification, which is not a perfect gold standard.

Page 42: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Mechanism, Annotation and Classification in Enzymes.http://www.ebi.ac.uk/thornton-srv/databases/MACiE/

The MACiE Database

G.L. Holliday et al., Nucl. Acids Res., 35, D515-D520 (2007)

Gemma Holliday, Daniel Almonacid, Noel O’Boyle, Janet Thornton, Peter Murray-Rust, Gail Bartlett,

James Torrance, John Mitchell

Page 43: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 44: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Enzyme Nomenclature and Classification

EC Classification

Class

Subclass

Sub-subclass

Serial number

Page 45: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

The EC Classification

Deals with overall reaction, not mechanism

Reaction direction arbitrary

Cofactors and active site residues ignored

Doesn’t deal with structural and sequence information

However, it was never intended to do so

Page 46: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

A New Representation of Enzyme Reactions?

Should be complementary to, but distinct from, the EC system

Should take into account:

Reaction Mechanism

Structure

Sequence

Active Site residues

Cofactors

Need a database of enzyme mechanisms

Page 47: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Mechanism, Annotation and Classification in Enzymes.http://www.ebi.ac.uk/thornton-srv/databases/MACiE/

MACiE Database

Page 48: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 49: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 50: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Difficulties of Hierarchical Classification

• Very similar mechanisms can end up in different first level classes.

• In the case of phosphoinositide-specific phospholipases C, this is due to a slow final hydrolysis step occurring in one of the two enzymes.

Page 51: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Classifying Related Enzymes: Phosphoinositide-specific Phospholipases C

Eukaryotic (rat)Cell SignallingMultidomainCatalytic TIM BarrelEC 3.1.4.11HydrolaseFinal hydrolysis stepPrefers bisphosphateAcid-base mechanismCalcium dependent

Prokaryotic (B. cereus)Virulence factorSingle domainCatalytic TIM BarrelEC 4.6.1.13LyaseNo/slow final hydrolysisDisfavours bisphosphateAcid-base mechanismNot calcium dependent

Evolutionarily related

Page 52: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Similar reactions end up far apart

EC 3.1.4.11

EC 4.6.1.13

Page 53: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Difficulties of Hierarchical Classification

• Different mechanisms can occur with exactly the same EC number.

• MACiE has six beta-lactamases, all with different mechanisms but the same overall reaction.

Page 54: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 55: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

MACiE Mechanisms are Sourced from the Literature

Page 56: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Coverage of MACiE

Representative – based on a non-homologous dataset,and chosen to represent each available EC sub-subclass.

Page 57: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

EC Coverage of MACiE

Representative – based on a non-homologous dataset,and chosen to represent each available EC sub-subclass.

Structures exist for: 6 EC 1.-.-.- 57 EC 1.2.-.- 194 EC 1.2.3.-1547 EC 1.2.3.4

MACiE covers: 6 EC 1.-.-.- 54 EC 1.2.-.- 165 EC 1.2.3.- 249 EC 1.2.3.4

Page 58: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Convergent Evolution of Enzyme Function

D.E. Almonacid et al., PLoS Computational Biology, accepted

N.M. O’Boyle et al., J. Molec. Biol., 368, 1484-1499 (2007)

Page 59: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

We use a combination of bioinformatics & chemoinformatics to identify similarities between enzyme-catalysed reaction mechanisms

Page 60: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Similarity of Overall Reactions: Compare Bond Changes

Page 61: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Similarity of Mechanisms: Compare Steps

Page 62: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Just like sequence alignment!

We can measure their similarity …

Similarity of Mechanisms: Compare Steps

Page 63: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Carrying out an analysis of pairwise similarity of reactions in MACiE ...

Page 64: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Find only a few similar pairs

Page 65: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Identify convergent evolution

Page 66: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Check MACiE for duplicates!

Page 67: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Mechanistic similarity is only weakly related to proximity in the EC classification

Page 68: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

EC in common

0 -.-.-.-

1 c.-.-.-

2 c.s.-.-

3 c.s.ss.-

Page 69: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Similarity of Analogous Reactions

• We take all possible pairs of analogous enzyme reactions from MACiE 2.3.9

• Analogous means that they carry out similar functions (EC 1.2.3.- conserved) ...

• ... and that the enzymes are not homologous• We find 95 analogous pairs (convergent

evolution).

Page 70: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 71: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 72: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 73: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

43 out of 95 pairs that are analogous according to EC have no significant reaction or mechanistic similarity

Shared EC sub-subclass and Bond Change based reaction similarity are quite different criteria.

Page 74: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Has implications for using EC as a gold standard of similarity in studies of evolution.

Shared EC sub-subclass and Bond Change based reaction similarity are quite different criteria.

Page 75: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 76: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

One third of analogous pairs with significantly similar overall reactions have significantly similar mechanisms.

Page 77: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Most often, similar overall reactions that evolve convergently will have quite different mechanisms.

Page 78: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.
Page 79: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

For analogous pairs, we find that mechanistic similarity is less than overall similarity (almost always); these lie in the lower triangle.

Page 80: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Conclusions for Analogous Enzymes

• Conservation of EC sub-subclass does not imply quantitative reaction similarity.

• One third of analogous pairs with significantly similar overall reactions have significantly similar mechanisms.

• Mechanistic similarity is less than overall similarity (unlike homologues).

Page 81: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Theories of Enzyme Evolution

Page 82: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

Overall Conclusions

• Both convergent and divergent evolution are important.

• Patchwork evolution is quite common.• Retrograde evolution does sometimes occur

(adjacent reactions in pathways have similar enzymes more often than by chance), but is not strongly prevalent.

• Consistent with the above, conservation of chemistry is more important than conservation of substrate binding.

Page 83: Enzyme Evolution John Mitchell, February 2010. Theories of Enzyme Evolution.

ACKNOWLEDGEMENTS

Cambridge Overseas

Trust