BES overview January 2017-subset v2...BES overview_January 2017-subset_v2 Created Date: 2/23/2017...

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Bioengineering Toolbox Now available to industry clients through Bioengineering Solutions Ideas Robust Commercial Processes Idea (molecule) Pathway Predictor Gene Pipeline Pathway Prototyping HT Strain Engineering Fermentation Engineering Separations Engineering Product Technology Platform Bioinformatics Metagenomics Directed evolution TX-TL QSS HT Cloning Genome editing 13 C-fluxome Metabolome Proteome Transcriptome Genome Genomatica’s Bioengineering Toolbox Sector Independent Bioprocess Engineering (TEA, Scale-Up / Scale Down, Tech Transfer) Precision Fermentation OH HO BDO Scalable Kilo Piloting 1 SimPheny TM

Transcript of BES overview January 2017-subset v2...BES overview_January 2017-subset_v2 Created Date: 2/23/2017...

Page 1: BES overview January 2017-subset v2...BES overview_January 2017-subset_v2 Created Date: 2/23/2017 10:17:17 PM ...

Bioengineering ToolboxNow available to industry clients through Bioengineering Solutions

Ideas Robust CommercialProcesses

Idea(molecule)

PathwayPredictor

Gene Pipeline

PathwayPrototyping

HT Strain Engineering

Fermentation Engineering

SeparationsEngineering Product

Technology Platform

BioinformaticsMetagenomicsDirected evolution

TX-TLQSS

HT CloningGenome editing

13C-fluxome

Metabolome

Proteome

Transcriptome

Genome

Genomatica’s Bioengineering

Toolbox

Sector Independent

Bioprocess Engineering (TEA, Scale-Up / Scale Down, Tech Transfer)

Precision FermentationPathway PredictorOH

HOBDO

Scalable Kilo Piloting

1

SimPhenyTM

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Bioengineering SolutionsKey Offerings

Integrated Strain/Process Dev.

Idea(molecule)

PathwayPredictor

Gene Pipeline

PathwayPrototyping

HT Strain Engineering

Fermentation Engineering

SeparationsEngineering Product

BioinformaticsMetagenomicsDirected evolution

TX-TLQSS

HT CloningGenome editing

13C-fluxome

Metabolome

Proteome

Transcriptome

Genome

Genomatica’s Bioengineering

Toolbox

Bioprocess Engineering (TEA, Scale-Up / Scale Down, Tech Transfer)

Precision FermentationPathway PredictorOH

HOBDO

Scalable Kilo Piloting

FeedstockEvaluationBioprocess Scale-up/Scale down Quantitative Small Scale

Strain Diagnostics Pathway Enzyme EngineeringEvaluation Studies

develop a predictive and quantitative small scale in vivo assay for strain evaluation

enable reliable process scale-up; improve strain and process robustness for successful technology transfer

enable new business opportunities or improve existing fermentation processes

assess new bioprocess ideas using techno-economic analysis and computational biology tools;

develop enzymes for improved in vivoperformance; such as for activity and specificity on non-natural substrates;

provides a ‘view inside the cell’ to gain deep understanding of metabolism using systems-based modeling and omicsProcess Model

TechnicalMetrics(TRY,OUR,impurities,recovery,wastes,etc.)

CostImpact$/ton

Variable 1

Variable 2

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Bioengineering ToolboxDemonstrated on Numerous Organisms

EukaryotesProkaryotes

MammaliancellsHumancells

Modeling

Systems-based omics

ProveninyeastandGram+andGram- bacteria

Molecular/Micro Biology

EukaryotesProkaryotes

Mammaliancells

QSS

ProveninyeastandGram+andGram- bacteria

Fermentation

Experienceineukaryotesandprokaryotes;yeast,

Streptomyces

GENO Technology Platform

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SimPhenyTM – High Performance Strains by DesignModeling and Simulation

4 Deepunderstandingofmetabolicnetworkandimpactofgeneticchanges

4 Providesanunderstandingofbyproductsandthecausesfortheirproduction(Forexample,isATPorredoxlimiting?)

4 Prioritizationofpathways,straindesignsandprocessengineeringstrategies

4 Analysisandinterpretationof“-omics”datainglobalnetworkcontext

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System Biology Tools Enable High Performance Strains

4 RegularOmicsexperiments4 Networkanalysistools4 Statisticaldataanalysis

Iterativemulti-omicsprovidesvaluableinformationaboutcellularenvironment

Data-drivenhypothesisgeneration/decisions

Genomics

Transcriptomics• RNAseq• qPCR

• Productionandevolvedstrains• SNPs,ISelements,deletions,duplications

Proteomics• iTRAQ (global)• MRM(targeted)

Fluxomics• 13C-labeltracing• Computationaltools

Metabolomics

0 20 40 602

4

6

8

10x 105

time [h]

tota

l NAD

(H)

M1M2G1G2

0 20 40 600

2

4

6x 105

time [h]

NADH

0 20 40 601

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time [h]

NAD

0 20 40 600

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time [h]

NADH

/NAD

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time [h]

tota

l NAD

P(H)

0 20 40 600

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time [h]

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H

0 20 40 600

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2

3

4x 104

time [h]

NADP

0 20 40 600

5

10

15

time [h]

NADP

H/NA

DP

• TriplequadLC-MS• Orbitrap - exactmass

5

Provides Key Insights into Metabolism

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Systems Biology Example: Eliminating GBL

Two approaches to eliminate GBL by-product:1. Delete genes responsible for GBL

formation, deduced from transcriptomics

2. Identify and introduce new hydrolase

GBL

O Ohydrolase • GBL formed by cyclization of 4HB-CoA (C-yield loss)• Boiling point very close to BDO- expensive separation• GBL formation enzyme induced and spontaneous

0.0

100.0

200.0

300.0

400.0

500.0

600.0

700.0

800.0

879 1889 1889+hydrolase

mMBDO mMGBL

BDO

GBLNoGBL

KO hydrolase

4-HB 4-HB-CoA 4-HBal BDO

AldCat2 AdhHO

O

OHHO

O

SCoA HOO

HHO

OHorHOO

OHHO

O

SCoA HOO

HHO

OHor HOO

OHHO

O

SCoA HOO

HHO

OHor

Biological Solution to an Engineering Challenge

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Ø 321kbregionspansdiversefunctionsincludingessentialgenesandproteasesØ RegionbordershavemobilegeneticelementsØ StrainstabilizedbyremovalofflankingISelementsØ Performancerescued,nogenomicinstabilityobservedinsubsequentlots

Example: Improving Robustness of Commercial Strain

Problem:Ø Anewlotof‘startercultures’forproductionstrainslatedforscale-upperformedpoorly

Approach:Ø WGS(MiSeq)revealedalargeduplicationeventinnewlotrelativetopriorlots

Genetic Instability Identified and Resolved in 5 Weeks

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Genomatica Enzyme Engineering

Enzyme Structure

HTP in vitro

Screening

In vivo Screening

&Validation

• Quantitative small-scale assay

• Fermentation• Systems/Omics

• Predictive HT assays• 96/384-well• ~ 30,000 clones/day

• DNA synthesis to construct only desired mutations

• Outsource structure determination

• Rosetta enzyme modeling

• Substrate docking

Smart Library Design

Optimizing in vivo Performance of Pathway Enzymes

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Demonstrated applications: Improve substrate specificity Switch cofactor specificityIncrease specific rate Improve enzyme stabilityLower product inhibition

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Example: Improving Downstream Pathway Enzymes

4-HB 4-HB-CoA 4-HBal BDO

AldCat2 AdhHO

O

OHHO

O

SCoA HOO

HHO

OHorHOO

OHHO

O

SCoA HOO

HHO

OHor HOO

OHHO

O

SCoA HOO

HHO

OHor

• ImproveCat2BDOtolerance• Discovery/evolutionapplied• →20Xactivityin1MBDO

• ImproveAld stability• Discovery/evolutionapplied• →10Xactivity,nodegradation

Variant223848

Ald223848FermTime(h):

Ald

85.00

90.00

95.00

100.00

105.00

110.00

115.00

120.00

Parent Cat2* ALD* Cat2*+ALD*

BDO(g/L)

Titer@48hr

EvolvedCat2

EvolvedAld

EvolvedCat2+Ald

Parentenzyme

BDOTiterinFermentations

EvolvedCat2andAld:4Individually– noimprovement4Combined– 15%increaseintiter

Multiplestrainchangesoftenrequiredforimprovedperformance

Improvements in Activity, Tolerance and Stability Accomplished

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strainscreening&evaluationtopredictlarge-scaleperformance

quantitativemetabolicprofiling,scale-downdiagnostics

systems-levelmetabolicphenotyping(omics)

QSS: Quantitative Small Scale Technology

smartdesign

information

cleanexperiment

Ü V Vgenomaticatechnology

commercialtools

customtools&modeling

Smart Design to Maximize Information at Optimal Throughput and Low Cost

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0.70.80.91

1.11.21.31.4

BR QSS

StrainAStrainBStrainCStrainD

0.7

0.8

0.9

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1.1

1.2

BR QSS

StrainAStrainBStrainCStrainD

2 2.5 3 3.5 4 4.5 5 5.50

10

20

30

time(h)

H16P

/H6P

2 2.5 3 3.5 4 4.5 5 5.50

10

20

30

time(h)

Cit/akg

QSS: Proprietary In-house Methods

Predictive

Rankable

SystemsBiologyReady

Relative Product Yield 12

34

12 34

12

34

12 34

Relative Byproduct Yield

01234567

Sp. Product Rate

0

2

4

6

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10

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0.00

0.10

0.20

0.30

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Metabolomics

QSS

BR

QSS BR

0

1

2

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60

90

120

150

ug/m

g to

tal

Proteomics

Correlation Between Bioreactor and QSS Scale

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Scalable Bioprocessing: Robust Commercial Process DeliverySmaller, Cheaper, Better, Faster

• Full capability process lab, 6000 ft2

– 36 bioreactors, 2 L, 5 L, 30 L

– Wide range of unit ops for separations and purification

– Integrated LIMS (microbe-to-product)

• Quant small-scale fermentation– 98% carbon closure, 2% CVs

– Mimics large-scale environment

– 200+ process variables monitored

• 30 L piloting suite– Kilogram samples

– 80% of the data in 20% of the time/cost

– Full technology transfer services

Flexible, high-precision fermentation

Kilo-scale integrated piloting

Fermentation

HTST

S/LSeparations

Centrifugation30Lscale

Recovery/Purification

Microfiltration

Nanofiltration

Chromatography

SolventExtraction

Distillation

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Example: Highly Predictable Scale-up/down

Robust performance at commercial-scale

• Fermentation performance across lab, pilot, and demo scales is highly consistent, enabling rapid lab-to-commercial scale development path • Average commercial-scale performance over ~50 campaign fermentations equivalent to demonstration-scale performance

for same strain (+/-2%)• Low variability in performance across ~50 campaign fermentations, indicates process robustness and predictability

Consistent scale-up to commercial

13,000L

Demonstration Scale

Commercial Scale

~ 50x scale-up

Campaign StrainTiter 98%Rate 104%Yield 100%

Average fermentation performance

( ~50 runs at commercial scale vs. average demo

scale)

0%

20%

40%

60%

80%

100%

120%

0 10 20 30 40 50

Batch No.

Percent average commercial-scale IRR'

0% 20% 40% 60% 80%

100% 120%

0 10 20 30 40 50

Batch No.

Percent average commercial-scale yield

Top 5 Fermentation RunsFermentation Run

Consistent performance across development scales

0%

30%

60%

90%

120%

2L 30L 13kL

BD

O, g

/L

(as

% o

f 2L)

0%

40%

80%

120%

160%

2L 30L 13kL

Rat

e, g

/L.h

r (a

s %

of 2

L)

0%

30%

60%

90%

120%

2L 30L 13kL

Yiel

d, g

/g(a

s %

of 2

L)

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2013 Kirkpatrick Chemical Engineering Achievement Award

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Integrated Solutions Example: Correlation Between O2 Supply and Yield

Ü Diagnostics,omics,strainengineeringrequiredtoincreaseBOTHrateandyieldunderlowO2 conditions

4LoweringO2 decreasesexcessCO2andincreasesyield- good

4LoweringO2 decreasesgrowth,rate,andBDOtiter- bad

BDOtiter(g/L)

BDOprodu

ctivity

(g/L/hr)NormalO2

LowerO2

Biom

ass(g)

BDOYield

%ofG

lctoExcessC

O2

CommercializationYieldTarget

BDO↓Growth↓

Rate↓

CO2 ↓ Yield↑

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Integrated Approach to Improving Fermentation Performance

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Reducing Flux Through CO2 Forming PathwaysGlucose

NADH NADH ATP NAD(P)H NADPH 1,4-BDO

PPpathway

CO2

acetyl-CoA

OAA

aKG

SSA 4HB

CO2

CO2

CO2

CO2

PEP

G6P

isocitrate

succinate

malate

zwf

sucCD

aceBAK

1. pentosephosphatepathway2. completeoxidativeTCAcycle3. glyoxylate shunt

DeletedthreeCO2 formingpathways:

• BDOdecreased• Growthratedecreased• ExcessCO2%increased!!

1. 13Cisotopetracingrevealeda“rogue”flux,convertingsuccinyl-CoAtosuccinate&formingexcessCO2.

2. ExcessCO2 pathwaysmayberequiredtosupplycofactors(ATP,NADPH,NADH)forgrowth&maintenance.

RogueFlux- complementsDsucCD andcompletesTCAcycle

Ü Thecellistellingusitneedsmoreofthesecofactors

Systems Biology Based Diagnostics Results in Key Discovery

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Identifying and Reducing the “Rogue Flux (RF)”

4Potentialsuccinyl-CoAhydrolasecandidatesprioritizedfordeletionusingbioinformatics &omics dataOAA

aKG

CO2

CO2

isocitrate

malate

DsucCD

Rogueflux

fumarate

citrate

→InsufficientATP?NAD(P)H?=>Bothneeded

LowBDO(10g/L) Slowgrowth

TCA-impairedstrainsperformpoorly

4TCA-impairedstrains– poorBDOproductionandgrowth

X BDO↑

cyd+

Growth↑

Dcyd,pntAB OE

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Critical solution identified based on systems-based understanding of metabolism

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140 g/L

2012/13 (650 m3)Commercial scale

2011Shipping tons at a time

2011 (13 m3)Integrated demo plant

2010 (3 m3)Piloting

2009 (30 L) Purified Bio-BDO

2008 (2 L)Bio-BDO producing organisms

GENO BDOTM Process

5 mg/L

50 g/L

80 g/L

Genomatica’s Capabilities: Geno BDO™ CommercializationProven in Practice: 5 years from Concept to Commercialization

20 g/L

100 g/L

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