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Towards new biocatalytic activity of ATIM by structure based directed
evolution
Projects, Bottlenecks and Where to Go Next?
Biocatalysts - trends
Davenport, R. VOL. 4 NO. 1 March 2008 INDUSTRIAL BIOTECHNOLOGY
Biocatalysts - Bottlenecks
Metagenomics”finding Enzymes”
Protein Engineering”making enzymes”
Bioprocess Development”using enzymes”
• Finding the right markers (M)
• Vast amount of genetic data (M, PE) amount of DNA, processing many clones and sequences, library strategies
• Vast amount of gene products (M, PE, BD) purity, activity, selectivity
• Effective screening of activity (M, PE, BD)data mining, gene isolation, product isolation
• Adjustable product-gene expression, inteference-free operation (BD)
Biocatalysts - Solutions
• Miniaturization
• Parallelization
• High Throughput approaches
• Modelling
• Bioinformatics
Metagenomics”finding Enzymes”
Protein Engineering”making enzymes”
Bioprocess Development”using enzymes”
Biocatalysis at our FacilitiesWhere three key components meet...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
Ligands
SubstratesUsed for validation and process optimization
InhibitorsUsed to find ideal starting biomolecules for directed evolution
ProcessDevelopment
0.100 ml
10 000 mlSmall scale High Throughput is scaleable to Production
ModellingIn solico design of future experiments
Prof. Peter NeubauerDirected evolution Molecular biologyEnzymologyProf. Rik Wierenga Structural studies
Ph.D Mari YlianttilaPh.D.Markus AlahuhtaMarco Casteleijn / Mikko SalinMirja Krause/ Kathleen Szeker
Prof. Marja LajunenOrganic chemistryPh.D. Sampo Mattila NMR
Matti VaismaaNanna Alho
Prof. Peter NeubauerProcess Development
Ph.D Tomi HillukkalaJaakko SoiniJohanna Panula-PeräläNarendar Kumar Khatri
Biocatalysis at our FacilitiesWhere three key components meet...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
ProcessDevelopment
0.100 ml
10 000 mlSmall scale High Throughput is scaleable to Production
ModellingIn solico design of future experiments
Prof. Peter NeubauerDirected evolution Molecular biologyEnzymologyProf. Rik Wierenga Structural studies
Ph.D Mari YlianttilaPh.D.Markus AlahuhtaMarco Casteleijn / Mikko SalinMirja Krause/ Kathleen Szeker
Prof. Marja Lajunen Organic chemistryPh.D. Sampo Mattila NMR
Matti VaismaaNanna Alho
Prof. Peter NeubauerProcess Development
Ph.D Tomi HillukkalaJaakko SoiniJohanna Panula-PeräläNarendar Kumar Khatri
Ligands
SubstratesUsed for validation and process optimization
InhibitorsUsed to find ideal starting biomolecules for directed evolution
Biocatalysis at our FacilitiesEnzymes...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
BIOCAT-HT: Production of active thermostable phosphorylases based on High Throughput strategies
Parallel transformations and expressions of phosphorylases isolated from thermophilic organisms by using a fusion-partner plasmid library.
• High quantity approach: automated, fed-batch small scalecultivations, on-line evaluation of proper folding
• Starting points
•Novel thermostable phosphorylases
•Development of High Throughput methods
45
gene cultivation product High Throughput parallel
optimization
Thermostable Phosphorylases
Simple and cheap Purification
Higher general Stability
Suitability for specific industrial
Processes
Strategies for improved Protein stability
Structure-stability Relationships
EvolutionarySignificance of
Thermophilic MO
A. Thermostabilityexample moleculesphosphorylases
Basic research Industrial application
Biocatalysis at our FacilitiesEnzymes...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
BIOCAT: New enzymes for the chiral synthesis ofnew chemical compounds by structure based directed evolution
Structure based directed evolution towards new tailormade active enzymes
• Interdisciplinary approach: Structural biochemistry, chemical synthesis, molecular biology, enzymology.
• Starting points
•a superior structural framework
•a highly interesting chemical reaction: chiral hydroxy compounds
Wild Type Kealases
α-hydroxy keton α-hydroxy keton
R R
α-hydroxy aldehyde α-hydroxy aldehyde
Novel enzymes Kealases
Chirally pureα-hydroxy aldehydes
Xylose isomerase without cofactors
Ribose sugers for modified nucleosides
Strategies with altered Substrate specificity
Structure-function Relationships
Directed evolution Potential enzyme libraries
B. TIM barrelsversatile platform for isomerisation
Basic research Industrial application
Wild TypeDimer
4000 s-1 (!!!)
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariants
A-TIMvariants
Wild Type
Loop 3 deletion
Dimer
4000 s-1 (!!!)
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariants
A-TIMvariants
monoTIMMonomer
Loop 1 rigdify
5 s-1 (!)
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariants
A-TIMvariants
Ml1 TIMMonomer
Loop 8 deletion
5 s-1 (!)
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariants
A-TIMvariants
Ml8b TIMMonomer
Point mutationV233A
Not Active
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariants
A-TIMvariants
ATIMMonomer
Active site = ok
Perfect startfor Directed Evolution
ml8b TIMml8b TIM
monoTIMmonoTIM
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
A-TIMvariant
s
A-TIMvariant
s
Biocatalysis at our FacilitiesEnzymes...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
• WT-TIM is very active and very well studied
• Small size: easy to crystallize, suitable for NMR, suitable for biocomputational studies
• Easily actively expressed in high amounts in E. coli
• Stable
• Monomeric protein
• No cofactors needed
Monomeric TIM is a very suitable protein for biocatalysis:
Mutant Libraries
Random mutagenesis
DNA SequenceStructural
changes
Screening NMRChemistryGrowthAutomated
A-TIMA-TIM-A178LA-TIM-S96PA-TIM-I245A
Characterization of monomeric TIMs
Binding studiesNMR/Mass Spectrometry
Chemical synthesisX-ray/docking
Start
Proof-Of-Principle studies
A-TIM-X*
*RpiA/B activity **new activity
A-TIM-Y**DirectedEvolution
Screening
NMR
Enzyme based
Chemical based
Growth based
Automated
*AraA activity
*XylA activity
Active enzymesActive enzymes
Active enzymesActive enzymes
Biocatalysis at our FacilitiesDirected evolution...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
Lead Enzyme
ATIM
Improved
Variants
Mutagenesis
A) fully random
B) targeted random
Screening
in vivo
Mutant Libraries
Random mutagenesis
DNA SequenceStructural
changes
Screening NMRChemistryGrowthAutomated
Rational Design:
Site-directed mutagenesis creates four starting points
for the directed evolution approach
Starting points (4)
ATIM (A)
ATIM-S96P (ASP)
ATIM-A178L (AAL)
ATIM-I245A (AIA)
The libraries – selection of good targets
A178L
I245A
S96PLead
enzyme
ATIM
4 Starting points
- ATIM (A)
- ATIM-S96P (ASP)
- ATIM-A178L (AAL)
- ATIM-I245A (AIA)
Loop 6
Loop 8
Loop 4
error prone PCR:
GeneMorph II Random Mutagenesis Kit
ATIM
MutagenesisI) fully random
MutagenesisII) targeted random
Megaprimer PCR(WuWu et al. 2005)
Rational Design:
Megaprimer PCR creates different libraries
of ATIM mutants
Regions (3)
W100 (W)
V214/N215 (VN)
A233/G234/K239/E241
(AGKE)
V214/ N215
A233/G234/
K239/E241
W100Mutagenesis
II) targeted random
The libraries – selection of good targets
Targeted mutagenesis(megaprimer
method )3 Regions
- W100 (W)
- V214/N215 (VN)
- A233/G234/K239/E241 (AGKE)
Loop 7
Loop 8
Loop 4
Fully randomizedmutagenesis
Targeted mutagenesis
(megaprimer method )
Starting points (4)
- ATIM (A)
- ATIM-S96P (ASP)
- ATIM-A178L (AAL)
- ATIM-I245A (AIA)
Regions (3)
- W100 (W)
- V214/N215 (VN)
- A233/G234/K239/E241 (AGKE)
Error rate 0.3-0.6 %
amino acid change
(Fu)
Results
Libraries (16)
- A (Fu,W,VN,AGKE)
- ASP (Fu,W,VN,AGKE)
- AAL(Fu,W,VN,AGKE)
- AIA (Fu,W,VN,AGKE)
16 libraries of A-TIM variants
The libraries – creating the experimental space
• All methods are verified and introduced mutations into the A-TIM sequence.
• Screening based on Growth of Knock-out strains on selective media is ongoing.
• Screening methods for High Throughput approaches are under development
A-TIM-X*
*RpiA/B activity*AraA activity
*XylA activity
Active enzymesActive enzymes
Knock-out strains
Fully randomizedmutagenesis
Targeted mutagenesis
(megaprimer method )
Starting points (4)
- ATIM (A)
- ATIM-S96P (ASP)
- ATIM-A178L (AAL)
- ATIM-I245A (AIA)
Regions (3)
- W100 (W)
- V214/N215 (VN)
- A233/G234/K239/E241 (AGKE)
Error rate 0.3-0.6 %
amino acid change
(Fu)
Results
Libraries (16)
- A (Fu,W,VN,AGKE)
- ASP (Fu,W,VN,AGKE)
- AAL(Fu,W,VN,AGKE)
- AIA (Fu,W,VN,AGKE)
16 libraries of A-TIM variants
The libraries – creating the experimental space
93750 to 9.4x1010 days of screening required
Every screening 4 plates à
2000 colonies = 8000
4 screenings every day
3x 109 to
3x1015
Pool III
epPCR
525 days of screening required
Every screening 4 plates à
2000 colonies = 8000
4 screenings every day
46
412
Pool II
V214/N215
A233/G234…
1 screening required
Every screening 4 plates à
2000 colonies = 800043
Pool I
W100
Biocatalysts - Solutions
• Miniaturization
• Parallelization
• High Throughput approaches
• Modelling
• Bioinformatics
Metagenomics
Protein Engineering
Bioprocess Development
Biocatalysis at our FacilitiesThe right Tools for the Right Methods...
Tools
High Throughput* Hamilton pipetting station
Parallelization* Small scale cultivation technology (EnBase)* Parallel cloning library
Miniaturization * Cultivations* Parallel cloning library
Methods
High Throughput transformation
High Throughput optimization of protein expression
From Small Scale to Large Scale without further optimization
High Throughput production of crystals for Crystallography
A
A
B
B
Examples
Thermostabilityexpression of themophilicphosphorylases(diploma work – end 2008)
TIM barrelsParallel optimization of expression of a known active, instable monomer (project work – end 2008)
High Throughput production of monomeric TIM crystals for Crystallography(diploma work – feb 2009)
Kathleen Zseker
Biocatalysis at our FacilitiesWhere three key components meet...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
Metagenomics
Protein Engineering
Bioprocess Development
A A
B B
C C
Ligands
SubstratesUsed for validation and process optimization
InhibitorsUsed to find ideal starting biomolecules for directed evolution
ProcessDevelopment
0.100 ml
10 000 mlSmall scale High Throughput is scaleable to Production
ModellingIn solico design of future experiments
Prof. Marja Lajunen Organic chemistryPh.D. Sampo Mattila NMR
Matti VaismaaNanna Alho
Prof. Peter NeubauerProcess Development
Ph.D Tomi HillukkalaJaakko SoiniJohanna Panula-PeräläNarendar Kumar Khatri
Prof. Peter NeubauerDirected evolution Molecular biologyEnzymologyProf. Rik Wierenga Structural studies
Ph.D Mari YlianttilaPh.D.Markus AlahuhtaMarco Casteleijn / Mikko SalinMirja Krause/ Kathleen Szeker
Ligands
SubstratesUsed for validation and process optimization
InhibitorsUsed to find ideal starting biomolecules for directed evolution
Biocatalysis at our FacilitiesThe chemistry of interactions...
O
OHS
R
OO
OH
O
SR
OO Cl
HO
O
O
HO
Detailed understanding
Of interactions
Matti Weismaa
Nano Alho
(NMR)
Biocatalysis at our FacilitiesWhere three key components meet...
Biocatalysts
Thermostabilityexample moleculesphosphorylases
TIM barrelsversatile platform for isomerisation
A
A
B
B
ProcessDevelopment
0.100 ml
10 000 mlSmall scale High Throughput is scaleable to Production
ModellingIn solico design of future experiments
Prof. Marja Lajunen Organic chemistryPh.D. Sampo Mattila NMR
Matti VaismaaNanna Alho
Prof. Peter NeubauerProcess Development
Ph.D Tomi HillukkalaJaakko SoiniJohanna Panula-PeräläNarendar Kumar Khatri
Ligands
SubstratesUsed for validation and process optimization
InhibitorsUsed to find ideal starting biomolecules for directed evolution
Prof. Peter NeubauerDirected evolution Molecular biologyEnzymologyProf. Rik Wierenga Structural studies
Ph.D Mari YlianttilaPh.D.Markus AlahuhtaMarco Casteleijn / Mikko SalinMirja Krause/ Kathleen Szeker
ProcessDevelopment
0.100 ml
10 000 mlSmall scale High Throughput is scaleable to Production
ModellingIn solico design of future experiments
Biocatalysis at our FacilitiesMore is less...
Cultivation time
Cell density
Fed batch
EnBase
Traditional
d (Vy)dt = Fi yi + Qiyg,i - F0 δy – Q0yg,0 + Vry (formula for mass balance [kg h-1]
Kathleen
Szeker
Biocatalysis at our FacilitiesPresentations...
BIOCAT: New enzymes for the chiral synthesis of new chemical compounds by structure based directed evolution
Towards new biocatalytic activity of ATIM by structure based directed evolution
Marco Casteleijn
High throughput methods for the production of thermostable enzymes
Kathleen Szeker
The design, synthesis and evaluation of new substrate candidates based on Triosephosphate
isomerase.
Matti Vaismaa
Utilization of NMR and MS techniques in biocatalysis research
Nanna Alho
Protein crystallographic characterization of the A-TIM binding properties
Mikko Salin
BIOCAT - Network summary
Analytical tools
ml8b TIMml8b TIM
monoTIMmonoTIM
Kealases
iterative directed evolution
Pool of enzymes
Random mutage-
nesis/shuffling
Selectionof best
mutants
Screen for activity
Chemical compounds
Input Output
Process development
ICM docking Technology
Applications
Wild type TIM
Wild type TIM
ml1 TIMml1 TIM
Input
Wild type studies
X-Ray Crystallograph
y
NMRMass Spec.
High Throughput
methods
BindingStudies
A-TIMvariants
A-TIMvariants
The search continues...
Methods
What was done:
error prone PCR:
GeneMorph II Random Mutagenesis Kit
A) Why? 1. Combination of two polymerases
lowers bias of single bases
2. includes a cloning kit
A) Usually done, when structure of enzyme is
not well or not at all known
Mutagenesis
A) fully random
B) targeted random
B) Why?
1.Simple primers with Wobbles (Ns)
within the targeted areas
2.one-step PCR, no interference
necessary
B) Structure of TIM is well known:
Rational DesignMegaprimer PCR:
according to Wu et al. 2005