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March 23, 2015 DOE BETO Conversion Review Eric J. Steen, Ph.D. Lygos, Inc. DESIGN & OPTIMIZATION OF A BIOCHEMICAL PRODUCTION PLATFORM WITH BIOSENSOR-GUIDED SYNTHETIC EVOLUTION

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Page 1: Design and Optimization of a Biochemical Production ...€¦ · Objective #2: Deploy biosensor screening method to enable faster identification of improved biocatalysts ! Biocatalyst

March 23, 2015

DOE BETO Conversion Review

Eric J. Steen, Ph.D. Lygos, Inc.

DESIGN & OPTIMIZATION OF A BIOCHEMICAL PRODUCTION PLATFORM WITH BIOSENSOR-GUIDED SYNTHETIC EVOLUTION

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CELLULOSICSUGARS

MALONYL-COA FATTY ACIDS

MALONIC ACID

§  Malonyl-CoA lies on the carbon superhighway in biology §  Pathway is compatible with all available, low-cost feedstocks

§  Malonyl-CoA is basis of fatty acid production (90%+ yields reported)

§  Malonic acid is an ideal molecule to produce biologically Theoretical Yield (lb-product / lb-sugar): 1.73

2/3 C6H12O6 + 2 CO2 è 2 C3H4O4

Enzymes

Malonic Acid Is An Ideal Biological Product

O

OH

O

HO

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Goal Statement

Develop an integrated approach to biochemical pathway optimization for production of malonic acid & demonstrate path toward commercially-relevant fermentation metrics. Relevance to US & BETO mission:

§  Reduce dependence on foreign oil §  130 million pounds produced in foreign countries

§  Increase production of fuels & chemicals from lignocellulosic feedstocks

§  Decrease greenhouse gas (GHG) emissions §  100 million pounds of CO2 sequestered §  Eliminate 34 million pounds of sodium cyanide use

§  Identified as Top 30 bioproduct by DOE

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Quad Chart Overview

§  Start: Aug 31, 2013 §  End: January 1, 2016 §  Project is 47% complete by

spend (as of 12/31/15)

Timeline

FY  13  Costs   FY  14  Costs   Planned  FY  15  

DOE  Funded   $310,481 $561,458 $996,468

Lygos  Cost  Share  

$34,498 $62,387 $99,648

Barriers

Budget, $2.06MM Partners

§  Bt-J: Cost effective production of bioproducts

§  Productivity, yield §  Reduce cycle time for

biocatalyst development §  Design tools §  Construction tools

§  Bt-B: biomass variability

§  Cellulosic sugars §  Fermentation Scaling

–  DOE-funded ABPDU

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Project Overview & Technical Approach

Overarching Goal: Develop an integrated approach to biochemical pathway optimization for production of malonic acid

§  Objective #1: Genome-scale metabolic node perturbation §  In silico biocatalyst design & management software §  Multiplexed biocatalyst engineering, diversity creation, & targeting tools

§  Objective #2: Deploy biosensor screening method to enable faster identification of improved biocatalysts §  Biocatalyst evaluation via biosensor screen

§  Objective #3: Use statistical approach to guide biocatalyst design §  Objective #4: Translate benchtop fermentation metrics to pilot

scale

in silico design

biocatalyst construction tools

high throughput screening

scale up

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Project Approach - Management

§  Lygos is responsible for biocatalyst design, screening, and fermentation process development

§  Leveraging expertise of partners §  Lignocellulosic feedstocks – commercial providers §  Fermentations scale up – eg., ABPDU

§  Materials & facility scheduling are planned in advance §  Go/no-go decision points support objectives

§  DNA construction capacity §  Screening capacity §  Fermentation metrics (yield, productivity, scale)

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Task A: Software tools for designing & constructing biocatalysts

Genome

Screen library of genes for production hits Tune a gene via a promoter library

with different expression profiles and strengths

Integrate a gene at many sites throughout the genome

Static or dynamic down regulation of native genes

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Task B: Biosensor-based screening

Genetic diversity is created which results in individual biocatalysts that produce different levels of malonic acid - but we don’t know which ones.

Biosensor screens can offer the most cost effective and direct measurement.

Dietrich JA et al. ACS Synthetic Biology 2013

Large, diverse population

Identify improved production strain(s)

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Task B: Biosensor-based screening

Malonic acid concentration is detected via biosensor strain

Step 1: Malonic acid (MA) producing strains are grown Step 2: Spent media is transferred to a standalone biosensor strain culture Step 3: Biosensor strain grows proportionally to MA concentration

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Task B: Biosensor-based screening

y"="2.0242x"+"2.0386"R²"="0.93952"

0"

1"

2"

3"

4"

5"

6"

7"

8"

9"

0" 1" 2" 3" 4" 5"

Normalized

+Outpu

t+Signa

l+(AU

)++

MA+Concentra:on+(mM)+

Output of the biosensor screen demonstrates a linear range of malonic acid detection

Improved biocatalysts are identified

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Task C: Metabolic hotspot ranking

Genome 1

Metabolic hotspots are ID’d & ranked via statistical analysis in order to more efficiently identify subsequent engineering targets

Positive

Negative Neutral

Genome 1

Screen

Genome2

Statistical Analysis

New diversity Genome

2

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Task C: Metabolic hotspot ranking

<0.16% of metabolism

Photo credit: Arkin et al. http://glamm.lbl.gov/

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Task C: Metabolic hotspot ranking – transcription factors

No. of strains

Guiding iterative metabolic engineering

Metabolic Map

§  New target identification §  Perturbation refinement §  Metabolic hotspot ID & rank

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Task C: Plate Performance Using Cellulosic Sugars

0"10"20"30"40"50"60"70"80"90"

100"

2%" 4%" 8%" 2%" 4%" 8%" 2%" 4%" 8%"

Glucose" Renma8x" OTFF"

Malon

ate([m

M](

Produc1on(

Unadjusted"pH"(~2.2F2.8)" Adjusted"pH"(~5.6)"

§  Obtained samples from Commercial Suppliers §  Similar strain performance between glucose and cellulosic sugars §  Model organisms do not grow (data not shown)

Control sugar Cellulosic sugar 1 Cellulosic sugar 2

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Task D: Translate plate screening metrics to pilot scale

0.5 mL 500 mL

300 L

Successful initiation of process development & scaling to 300-L; Achieved 90% of metrics across scales

Addressing barrier to translating small scale experiments to relevant fermentation process

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Relevance

The work in this project promotes:

§  Tools for cost effectively building and validating biocatalysts

§  Replacing petro products with lignocellulosic-derived products

§  Technoeconomic analysis suggests that upon successful commercialization could result in production cost of $1.60/lb; down from project initiation of >$600K/lb

§  The potential to reduce carbon dioxide emissions related to petroleum produced malonic acid

§  Identification of pathway targets may aid in development of other bio-products & fuels

§  Synthetic evolution process could be applied to other products

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Future Work

§  Package & distribute automated design tools §  Further expansion of biocatalyst construction & screening

capacity & workflow §  Key milestone (10-20 plates up to 100 plates)

§  Achieve plate and tank fermentation metrics §  Key milestone in plates (yield, titer, productivity) §  Key milestone in 300-L (yield, titer, productivity)

§  Downstream purification process (beyond scope of project) §  Benchtop Process Integration (beyond scope of project)

§  Scale up integration risks §  Feed & Process variation effects §  Integration of biomass process

§  Derivative Product Development (beyond scope of project)

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Summary

§  Overview: designing & constructing biocatalysts to consume cellulosic sugars to produce bioproducts (malonic acid)

§  Approach: deploying synthetic biology techniques to accelerate the path toward commercialization (eg., design tools, screening tools, and validation).

§  Technical Accomplishments: §  Design software & tools; Biosensor screen §  Continuously improved strains are being developed (Y,T,P) §  Successful initiation of pilot scale fermentations

§  Relevance §  Bt-J Cost effective production of bioproducts ($1.60/lb)

§  Future Work §  Attain YTP milestones; expand workflow capacity

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Acknowledgements

§  DOE BETO

§  Jeffrey Dietrich §  Jay Keasling (SAB) §  Leonard Katz (SAB) §  Azadeh Alikhani §  Mario Ouellet §  Kristy Hawkins §  Will Holtz §  David Melis §  Tina Mahatdejkul-Meadows §  Clayton McSpadden

§  Eric Gates §  Karl Fisher §  Clem Fortman §  Jacinto Chen §  Paul Bryan §  Neil Renninger

§  ABPDU §  Todd Pray

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Addi$onal  Slides  

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Responses to Previous Reviewers’ Comments

§  Project has not previously been reviewed

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Publications, Patents, Presentations, Awards, and Commercialization

Patents: §  None published relating to this grant, but we are developing inventions

previously described in PCT Pub. No. 2013/134424 in work supported by the grant.

Presentations: §  Steen EJ. Synthetic biology for brewing. Synbiobeta Lecture: Synthetic

Biology for Computer Programmers. October 8, 2013, San Francisco, CA. §  Steen EJ. An industrial perspective on synthetic biology. Synbiobeta

Lecture: Synthetic Biology for Computer Programmers. November 31, 2013 San Francisco, CA.

Commercialization: §  Financing – seeking capital for reaching next TRL §  Offtake – early discussions for use in a number of markets §  Internal product development effort