five years and beyond - stanford university - the global …€¦ · · 2008-10-15gene) +...
TRANSCRIPT
Jim Swartz Jim Stapleton Jon Kuchenreuther Phil Smith Alyssa Bingham and Monica Ortiz
Dept of Chemical Engineering and Dept of Bioengineering Stanford U
Direct Solar BioHydrogenFive Years and Beyond
Amino Acids+
Information (DNA)
+Energy
Ribosomes (Catalysts) Product
Cell-Free Protein Synthesis
H2
Photo-Synthetic
GCEP Research Symposium ndash
October 2 2008
Solar Energy
Sustainable Energy Future Planet Earth
H2 O O2
Power Plants FertilizerCement Automobiles
Engineered Photosynthetic Microorganisms
Energy (H2 Economy)
H2
OurOverall
Proposal
What is the Potential for Solar EnergyCurrent US Consumption
Of Liquid Fuels plus Nat Gascong
60 x 1015 Btu yr
Assume Solar Incidence of7 kWhm2-day
and 15 Energy Efficiency(Overall)
Need 17000 Square Miles
= 25 of Current Cropland
(But Do Not Need to Convert Current Crop Land)
The Direct BioConversion
ConceptIncident
Sunlight
Large Surface AreaCollectorReactor
Engineered Organisms Rejuvenate
Culture
Low Partial PressureH2
amp O2Harvest
Temp Control Fluid In
Temp Control Fluid Out
or Purge Gas (N2
)
EstimatedEconomicsAllow About$20-30ft2
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
Low PressureOne Candidate
CollectorReactorCross Section
2 H2O
O2+ 4 H+PS II PS I
hνReduced
Ferredoxin
SynechocystisCatabolism
Sunlight
Growth
hν
Glucose Pyruvate ReducedFerredoxin
Hydrogenase4 H+
2H2
Clostridium pasteurianum Catabolism
New Pathway
Aerobic Process
AnaerobicProcess
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Solar Energy
Sustainable Energy Future Planet Earth
H2 O O2
Power Plants FertilizerCement Automobiles
Engineered Photosynthetic Microorganisms
Energy (H2 Economy)
H2
OurOverall
Proposal
What is the Potential for Solar EnergyCurrent US Consumption
Of Liquid Fuels plus Nat Gascong
60 x 1015 Btu yr
Assume Solar Incidence of7 kWhm2-day
and 15 Energy Efficiency(Overall)
Need 17000 Square Miles
= 25 of Current Cropland
(But Do Not Need to Convert Current Crop Land)
The Direct BioConversion
ConceptIncident
Sunlight
Large Surface AreaCollectorReactor
Engineered Organisms Rejuvenate
Culture
Low Partial PressureH2
amp O2Harvest
Temp Control Fluid In
Temp Control Fluid Out
or Purge Gas (N2
)
EstimatedEconomicsAllow About$20-30ft2
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
Low PressureOne Candidate
CollectorReactorCross Section
2 H2O
O2+ 4 H+PS II PS I
hνReduced
Ferredoxin
SynechocystisCatabolism
Sunlight
Growth
hν
Glucose Pyruvate ReducedFerredoxin
Hydrogenase4 H+
2H2
Clostridium pasteurianum Catabolism
New Pathway
Aerobic Process
AnaerobicProcess
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
What is the Potential for Solar EnergyCurrent US Consumption
Of Liquid Fuels plus Nat Gascong
60 x 1015 Btu yr
Assume Solar Incidence of7 kWhm2-day
and 15 Energy Efficiency(Overall)
Need 17000 Square Miles
= 25 of Current Cropland
(But Do Not Need to Convert Current Crop Land)
The Direct BioConversion
ConceptIncident
Sunlight
Large Surface AreaCollectorReactor
Engineered Organisms Rejuvenate
Culture
Low Partial PressureH2
amp O2Harvest
Temp Control Fluid In
Temp Control Fluid Out
or Purge Gas (N2
)
EstimatedEconomicsAllow About$20-30ft2
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
Low PressureOne Candidate
CollectorReactorCross Section
2 H2O
O2+ 4 H+PS II PS I
hνReduced
Ferredoxin
SynechocystisCatabolism
Sunlight
Growth
hν
Glucose Pyruvate ReducedFerredoxin
Hydrogenase4 H+
2H2
Clostridium pasteurianum Catabolism
New Pathway
Aerobic Process
AnaerobicProcess
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
The Direct BioConversion
ConceptIncident
Sunlight
Large Surface AreaCollectorReactor
Engineered Organisms Rejuvenate
Culture
Low Partial PressureH2
amp O2Harvest
Temp Control Fluid In
Temp Control Fluid Out
or Purge Gas (N2
)
EstimatedEconomicsAllow About$20-30ft2
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
Low PressureOne Candidate
CollectorReactorCross Section
2 H2O
O2+ 4 H+PS II PS I
hνReduced
Ferredoxin
SynechocystisCatabolism
Sunlight
Growth
hν
Glucose Pyruvate ReducedFerredoxin
Hydrogenase4 H+
2H2
Clostridium pasteurianum Catabolism
New Pathway
Aerobic Process
AnaerobicProcess
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
2 H2O
O2+ 4 H+PS II PS I
hνReduced
Ferredoxin
SynechocystisCatabolism
Sunlight
Growth
hν
Glucose Pyruvate ReducedFerredoxin
Hydrogenase4 H+
2H2
Clostridium pasteurianum Catabolism
New Pathway
Aerobic Process
AnaerobicProcess
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Solar Energy
PhotolysisCenter
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
Goal Engineered Synechocystis Bacterium
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
H+
O2
e-
H2 O e-
Hydrogenase(Clostridial)
H2
Reduced Ferredoxin
Oxidized Ferredoxin
BUT O2 Kills Hydrogenase Activity
Direct PhotoBiological
Hydrogen Production Building a New Electron Pathway
Challenges1
Need O2
toleranthydrogenase
2
Need to expressand activate foreign H2
ase
3
Need to remodelantennae
4
Need to controlelectron andprotonflux rates
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
1Peters JW Lanzilotta
WN Lemon BJ Seefeldt
LC 1998 Science 282(5395)1853-1858
Hydrogenase CpI
from Clostridium pasteurianum1
2H+
+ 2Fdred H2 + 2Fdoxid
Active Iron-
Sulfur Site
Electron transfer metal centers
Ferredoxin Binding Site
2Cohen J Kim K King P Seibert M Schulten
K 2005 Structure 13(9)1321
Proposed model for O2
diffusion in CpI2
Can We Evolve an Oxygen Tolerant HydrogenaseA Molecular Dynamic Model Suggests at Least Two Oxygen Channels
We Will Undoubtedly Need Multiple Cooperative MutationsWe Will Need Precise Measurements to Detect Incremental Improvements
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Create Collection of Hydrogenase Genes with
Genetic Diversity
Express Genes inCell-Free System
Identify CandidatesWith Increased Oxygen
Tolerance
Mutate Genes of Oxygen Tolerant
Hydrogenases
Evaluate InSynechocystis
Process ofDirectedEvolution
We Will Use Directed Evolution to Evolve Oxygen Tolerant Hydrogenases
2H+ + 2Fdred H2 + 2Fdoxid
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Cell-Free Protein Synthesis (CFPS) ndash
Combined TranscriptionTranslation Ecoli1 Grow and
Lyse Ecoli2 Prepare
Extract3 Add
SubstratesSalts andFolding Aids
4 AddTemplate
5 Incubate
Provides Direct Access and Control and Rapid Analysis
NewPolypeptide
Ribo-some
RNAPolym-erase
mRNAHalflife
- 3-5 min
TranslationFactors
MessengerRNA
NrsquosorNDPrsquos
TranscriptionTranslation
Phosphoenol Pyruvate Pyruvate
PEP Pyruvate
(PEP)
Phosphate
Pi
ATP Regeneration System
ATP Regeneration System
ADP ATPNTPrsquos
t-RNArsquos+
Amino Acids
GTP GDP
ADP ATP
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Why Use Cell-Free Protein Synthesis (CFPS)
1
We need to make a very complex protein we can control theconcentrations of helper proteins and co-factors
2
We avoid the need to make plasmids transform organisms withthe plasmids select single colonies grow the organisms and purify the protein
3
We can more easily measure specific activity (using radioactivelabeling to measure protein yields)
4
We can more easily control background activities
5
We can use automated equipment to precisely evaluate10rsquos of thousands of candidates
6 The technique may also enable evaluation of millions of candidates
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
bull
Dilution to single molecule level is crucial
bull
Poisson distribution describes single molecule statistics
( )k
emkPmk minus
=P is the probability of getting k DNA molecules in a specified well when m = average DNA molecules per well
2129
The 107
dilution contains 123 moleculesμL
Single Molecule PCR (smPCR) Allows Clonal
Separation
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
The Active Site of Fe-Fe Hydrogenases is ComplicatedStabilized by Cysteines Carbon Monoxide and Cyanide
Cys
Cys
CysCys
CN
CN
COCO
CO
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
FIG 5 Hydrogen production rates from purified HydA1 heterologously expressed in E coli either alone or co- expressed with the indicated Hyd proteins
Hydrogen production was measured using the methyl viologen-based assay The data shown represent the average of four independent experiments average deviations from the mean are shown
Genes Taken from Chlamydomonas reinhardtii
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
In-vivo Co-expression of Maturation Enzymes and Hydrogenases
0
50
100
150
200
250
300
Chlamydomonas HydA1
Chlamydomonas HydA1 +
ChlamydomonasHydGEF
Chlamydomonas HydA1 +
Shewanella HydGxEF
Clostrium CpI(H2ase) +
ShewanellaHydGxEF
ChlamydomonasHydA1 (synthetic
gene) +ShewanellaHydGxEF
Hyd
roge
nase
Act
ivity
[mm
olH
2(m
inm
LO
D)]
Hydrogenase Expression in Ecoli Identified Much Better Helper Proteins
Collaboration with Professor Alfred Spormann
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Producing Active Cell Extract Is a Complicated Procedure
Anaerobic Production of Cell Extract for CellAnaerobic Production of Cell Extract for Cell-- Free Synthesis of Active [Free Synthesis of Active [FeFeFeFe] Hydrogenase] Hydrogenase
Aerobic Growth PhaseE Coli BL21(DE3) w
pACYC HydGxEF8 L fermentation at 37 degC
O2
O2
Argon
Argon
O2 to Argon at OD595 = 50Addition of IPTG fumarate ferrous iron and cysteine
Temp change 37 deg C to 16 degC
Cells thawedresuspended homogenized
centrifuged
Cells frozen with liquid N2
CentrifugedAnaerobic Cell Anaerobic Cell Extract PreparationExtract Preparation
Cell extract decanted
AnaerobicallyAnaerobically-- produced cell extract produced cell extract
with HydE HydF and with HydE HydF and HydG maturation HydG maturation
enzymesenzymes Cell extract frozen with liquid N2
Cell HarvestCells
collected after 16 ndash 20
hr of anaerobic
induction at 16 degC
Anaerobic Growth Phase
Boyer et al 2008 Cell-free synthesis and maturation of [FeFe] hydrogenases BiotechampBioeng 9959-67
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Screening Strategy
Anaerobic Chamber 2 H 2
Expose to Oxygen by Addition of Air-Saturated Buffer
Cell-Free Protein SynthesisGene Library
Protein Library
Mutant Library
Isolate Mutants by Dilution
PCR PCR
Amplify MutantsGenerate Diversity
Oxidized Methyl Viologen Hydrogen Consumption Assay
2MV ox+ H2 2MVred+ 2H +
Error Prone PCRDNA ShufflingRational Design
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Specific activity expressed aspmol
H2
consumed per minute per ng
hydrogenase
Discovered a More Active H2
ase (2 mutations)Mutation 1 Confers Higher Specific Activity
Cell-Free Expression In vivo Expression
0
10
20
30
40
50
Wild-type Mutation 1
Mutation 2
Mutant E7(1 + 2)
HydA1 Hydrogenase
[FeF
e] H
ydro
gena
seC
ell-f
ree
Yie
ld
0
100
200
300
400
500
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
Grey cell-free yieldRed specific activity
Activity expressed aspmol
H2
consumed per minuteper mg wet cell mass
Red Expressed Activity
0
1000
2000
3000
HydA1 Wild-type
HydA1Mutant E7
[FeF
e] H
ydro
gena
se
Act
ivity
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
This is the CpI
structure but the mutations are in HydA1
Red Complex = Top Portion of H-clusterYellow Complexes = Other FeS clustersPink = mutations
Mutation 1G116D (HydA1 residue ) is close to the active site in an alpha helix on the rightThis is the one that causes the improved activity
Mutation 2N211S is on the left on an externalloop and has no significant effect onspecific activity
12
The Influential Mutation is Near the Active Site(Glycine
to Aspartic Acid)
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
N-terminal domain
Peptide loop
ClostridialCpI
ChlamydomonasHydA1
3-D Structures Suggest HydA1 May Never Become O2
TolerantBUT
H-cluster
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Improvements In Cp1 Expression and Activation
CpI Hydrogenase Activity
003086
196
715
000100200300400500600700800
Jan 2007 WildType
Feb 2007 FrontEnd Optimized
Nov 2007Standardized
Reagents
June 2008 (noCysteineAddition)
CpI A
ctiv
ity
(nm
ol m
in-1
microL
CF R
xn p
rodu
ct-1
)
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Improving the Oxygen Inactivation Procedure
0
20
40
60
80
100
120
140
0 14 28 42 56 69 83 97 111
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Early ProcedureResults from Three Different Days
0
20
40
60
80
100
120
140
0 50 75 100 150 200 225
O2 Concentration for Exposure (μM)
Pos
t-O2 E
xpos
ure
Act
ivity
()
Optimized ProcedureResults from Two Different Days
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Revised Plan for More Intense Hydrogenase
Evolution
Introduce Rational Mutations to Block or Immobilize Oxygen
ChannelsAND
Conduct Agressive
Mutagenesis to ldquoFillrdquo
Gene with Permissible
Mutations
2
Conduct DNA Shuffling to Combine Permissible Beneficial Mutations
3
Develop Ultra-High Throughput Screen (Emulsion System with FACS Sorting)to Evaluate Millions and Isolate Thousands of Promising Candidates
4
Use 96-well Plate Screening for Precise Comparison of Candidates
5
Sequence to Identify Beneficial Mutations
6
Randomize Influential Sequences and Search Again ANDOR
Conduct DNA Shuffling and Search Again
7 Continue until Done (May also need to improve other attributes)
1
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Streptavidin-coated beads
Biotinylated mutant genes attachedlt1 gene per bead
Biotinylated anti-tag antibodies attached
Beads are added to cell-free protein synthesis reaction mixture
Emulsification in oil creates isolated femtoliter-scale reactors
Mutant genes are expressed as taggedmutant proteins which bind to antibodies
Emulsions are broken and CFPS mixture removed
Emulsion-Based H2 ase Screening
Griffiths amp Tawfik
Oil
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
H2 2H++2e-O2O2
O2
O2
O2
O2O2
O2
O2
O2
O2
O2
O2
Beads are exposed to oxygen levels sufficient to deactivate wild-type proteins
Beads are mixed with fluorogenic
substrate
and re-emulsified in oilMutants surviving O2
exposure consume dissolved H2
The resulting electrons reduce the fluorogenic
substrate
generating a fluorescent signal
The hydrophobic fluorophore sticks to the hydrophobic beads
when they are removed from the emulsion droplets
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Fluorescence-Activated Cell Sorting (FACS)
Allows Us To Capture the Beads with
the Desirable Mutants
Cells flow single-file past a laserand detector and can be sorted based on fluorescence or size
httpwwwbiodavidsoneduCOURSESGENOMICSmethodFACShtml
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
100 101 102 103 104
FL4 TR
0
20
40
60
80
100
o
f Max
100
101
102
103
104
FL4 TRN
umbe
r of b
eads
Hydrogenase-coated beads
Negative control beads
Fluorescence
bull ~1 molecule DNA (wild type)attached per bead
bull Beads in Cell-free Reaction Mixture wereemulsified in oil
bull Cell-free protein synthesis conducted in emulsions
bull Emulsion broken and CFPS solution removed
bull Beads re-emulsified with fluorogenic
compound
bull 1-day incubationbull Second emulsion broken bull Beads analyzed by FACS
The Procedure is Working
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Cell-Free Reaction MixtureWith Beads
OilPhase
OilPhase
We will Now Use MicroFluidic
Technology toProduce Emulsions With Uniform Reactor Sizes
httpraindancetechnologiescomtechnologypcr-genomics-researchasp
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Also Need Ability to Activate [FeFe] Hydrogenasein Synechocystis sp --
First We Need to Know the Co-Factor Requirements
1
Purify ApoProtein(no active site
H-Cluster)
2
Remove small molecules from thecell extract thatcontains maturases
3
Determine which small moleculemetabolites are required for activation
PEP = phosphoenol
pyruvateSAM = S-adenosyl
methionineNAD = nicotinamide
adenine dinucleotide
0
10
20
30
40
20 AminoAcids
InorganicSulfur
Fe(II) PEP SAM NAD None (AllIncluded)Cofactor(s) Not Included
[FeF
e] H
ydro
gena
seSp
ecifi
c A
ctiv
ity
CoFactors
Omitted from Activation Reactions
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Then We Need to Optimize in vivo H2
ase Activation (Initially we are working in Ecoli)
0
1000
2000
3000
4000
No Additions Iron(III) L-cysteine Iron(III) + L-cysteine
Addtions to Growth Medium
[FeF
e] H
ydro
gena
seA
ctiv
ity
(Activity expressed in nmol
H2
consumed mg cells (wet) ndash
min)
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
ConclusionsSolar BioHydrogen Appears to be Technically
and Economically Feasible
BUT We must first Evolve an Oxygen Tolerant Hydrogenase
[FeFe]Hydrogenases Can Be Produced In Cell-Free Rxns
Single-Molecule PCR can be used for Clonal Separation
More active HydA1 Mutants were isolated but not O2 Tolerance
An ultra-high throughput screen is being implemented for the more complicated CpI
Hydrogenase
SAM NAD PEP amp amino acids assist H2ase Activation
Heterologous expression and activation is feasible
The Quest Continues
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
CysCys
CysCys
CN
CN
COCO
CO
Pending Future Projects
Participant in a DOE Energy Frontiers Research CenterldquoCenter for Evolved NanoBioHybridsrdquo
Energy Biosciences ProposalHow is H-Cluster Assembled
AndFunction of Amino Acid ScaffoldSupporting and Activating H-Cluster
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
Acknowledgements
bull
Stanford School of Engineering For Seed Funding
bull
Stanford Global Climate and Energy Program (GCEP) for Major Funding
Thank You
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
What Rates of Gas Permeation Are Required
TransparentGas PermeableMembrane
Cooling Fluid
Transparent Cover
OrganismSuspension
VacuumOne Candidate
CollectorReactorCross Section
Assume 20 Overall EfficiencyGenerates asymp
2 moles of gasm2-hr
Under standard conditions requires 004 mhr permeationDOE Objective is 30mhr
with hydrogen ΔP = 20 psi
for hydrogen separation membranes
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-
- Slide Number 1
- Slide Number 2
- Slide Number 3
- Slide Number 4
- Slide Number 5
- Slide Number 6
- Slide Number 7
- Slide Number 8
- Slide Number 9
- Slide Number 10
- Slide Number 11
- Slide Number 12
- Slide Number 13
- Slide Number 14
- Slide Number 15
- Slide Number 16
- Slide Number 17
- Slide Number 18
- Slide Number 19
- Slide Number 20
- Slide Number 21
- Slide Number 22
- Slide Number 23
- Slide Number 24
- Slide Number 25
- Slide Number 26
- Fluorescence-Activated Cell Sorting (FACS) Allows UsTo Capture the Beads with the Desirable Mutants
- Slide Number 28
- Slide Number 29
- Slide Number 30
- Slide Number 31
- Slide Number 32
- Slide Number 33
- Acknowledgements
- Slide Number 35
- Slide Number 36
- Slide Number 37
-