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Lawrence Livermore National Laboratory1
Bioprocess Intensification at the Intersection of Biology and Advanced ManufacturingSarah Baker, Jennifer Knipe, James Oakdale, Joshua DeOtte, Joshuah Stolaroff (LLNL)
Collaborators: Prof. Amy Rosenzweig (Northwestern); Prof. Alfred Spormann (Stanford)
BETO Listening Day July 30, 2017
Prepared by LLNL under Contract DE-AC52-07NA27344
Lawrence Livermore National Laboratory2
Centralized Feedstocks
Emerging Distributed Feedstockse.g. biogas, syngas, biosolids, food waste, CO2 streams
Lawrence Livermore National Laboratory3
Process/Reactor Needs for Emerging Feedstocks:
• Efficient at small scales • e.g. modular reactors: surface area
dependent (gas phase reactants, electron transfer)
• Low Capital Investment• Mild operating conditions, high process
intensity, reduced downstream processing
Lawrence Livermore National Laboratory4
Technical Innovations for Bioprocess Intensification:
• Higher Intensity: Minimize volume/carbon devoted to metabolism (Cell-free)
• Higher Stability: More Process Flexibility
• Advanced Materials to Enhance Cell-Free Processes and Mass Transfer
Lawrence Livermore National Laboratory5
Technical Innovations for Bioprocess Intensification:
• Higher Intensity: Minimize volume/carbon devoted to metabolism (Cell-free)
• Higher Stability: More Process Flexibility
• Advanced Materials to Enhance Cell-Free Processes and Mass Transfer
Lawrence Livermore National Laboratory6
UT Bornscheuer et al. Nature 485, 185-194 (2012)
“3rd Wave” of Biocatalysis: Smaller, Smarter Libraries, Rational Design
Lawrence Livermore National Laboratory7
Example: Directed Evolution of Carbonic Anhydrase
Oscar Alvizo et al. PNAS 2014;111:16436-16441The Stability of Carbonic Anhydrase was Improved ~5 Million Fold
Oscar Alvizo et al. PNAS 2014;111:16436-16441
Lawrence Livermore National Laboratory8
Technical Innovations for Bioprocess Intensification:
• Higher Intensity: Minimize volume/carbon devoted to metabolism (Cell-free)
• Higher Stability: More Process Flexibility
• Advanced Materials to Enhance Cell-Free Processes and Mass Transfer
Lawrence Livermore National Laboratory9
Biology uses materials to make enzymes work better:
Lawrence Livermore National Laboratory10
Embedding Enzymes in Functional Materials
Lawrence Livermore National Laboratory11
We can now mimic biology’s design strategies using advanced manufacturing
Lawrence Livermore National Laboratory12
1st Gen: immobilization
2nd Gen: stabilization
How Can Materials Meet the Potential of Engineered Enzymes?
Enzyme re-use
3rd Gen: directed assembly
Synergy with Materials:
Enhanced Mass Transfer
Permeable compartments
Enhanced Electron Transfer
Re-use + extended lifetime/Organic solvents
use + extended lifetime/
Adsorption, crosslinking
Encapsulation (sol gel, mesoporous)
Enzyme embedded materials with tunable architectures
Lawrence Livermore National Laboratory13
1st Gen: immobilization
2nd Gen: stabilization
How Can Materials Meet the Potential of Engineered Enzymes?
Enzyme re-use
3rd Gen: directed assembly
Synergy with Materials:
Enhanced Mass Transfer
Permeable compartments
Enhanced Electron Transfer
Re-use + extended lifetime/Organic solvents
use + extended lifetime/
Adsorption, crosslinking
Encapsulation (sol gel, mesoporous)
Enzyme embedded materials with tunable architectures
Lawrence Livermore National Laboratory14
Efficient GTL process for small and remote methane streams Needed: Suggests Biological Process
Mass Transfer Example: Cell-Free methane conversion
*Fei, Q., et. al., 2014. Bioconversion of natural gas to liquid fuel: Opportunities and challenges. Biotechnology Advances 32, 596–614. 1.; Haynes, C. A. & Gonzalez, R. Rethinking biological activation of methane and conversion to liquid fuels. Nature Chemical Biology 10, 331–339 (2014).
Lawrence Livermore National Laboratory15
Approach: Printed Bioreactor
Why would we want to do that?
Lawrence Livermore National Laboratory16
The stirred-tank reactor is slow and inefficient for gas phase reactants (e.g. CH4, O2, CO, H2, CO2)
• Poor Mass Transfer
• Low Volumetric Productivity
Lawrence Livermore National Laboratory17
Haynes and Gonzalez, Nature Chemical Biology 10, 331–339 2014
New Bioreactor Technology Needed
Lawrence Livermore National Laboratory18
CH4 O2CH4 O2
CH4+O2+2H+ + 2e- CH3OH + H2OpMMO
methanotroph pMMO enzymepMMO enzyme
Printed pMMO Bioreactor to Intensify the Process
Lawrence Livermore National Laboratory19
Zheng et al., Science 344 (6190): 1373-1377 (2014)
Direct printing of pMMO: control of surface area
Lawrence Livermore National Laboratory20
Printed pMMO: increased protein concentration and activity
Printed pMMO
Physiological activity of pMMO achieved in a printed material
Physiological pMMO activity
Blanchette, C. D. et al. Nature Communications 7, 11900 (2016).
Lawrence Livermore National Laboratory21
Printed pMMO: ARPA-e REMOTE targets reached
Printed pMMO
Corresponds to >2g MeOH/L/hr(with unoptimized structures)
Haynes and Gonzalez. Rethinking biological activation of methane and conversion to liquid fuels. Nature Chemical Biology 10, 331–339 (2014).
Lawrence Livermore National Laboratory22
Printed pMMO membranes enabled continuous methanol production at gas- liquid interface
• Thin pMMO lattice higher activity
• Membrane is Progress, But Can We Do Better?
“Thin” “Thick”“Thin” “Thick”
higher activity
Lawrence Livermore National Laboratory23
Potential Reactor Design: “Printed Tube Reactor”
Lawrence Livermore National Laboratory24
Printed Tube Reactor: Surface Area Created By Structure & Independent of Pressure Drop
liquid
gas
Lawrence Livermore National Laboratory25
Haynes and Gonzalez, Nature Chemical Biology 10, 331–339 2014
Printed tube reactor: High mass transfer rate+ energy efficiency
Lawrence Livermore National Laboratory26
Gyroid reactors: only possible with additive manufacturing
Polymer Gyroid Reactor (LLNL) Stainless Steel Gyroid Reactor (LLNL)
Lawrence Livermore National Laboratory27
Heat transfer per unit surface area
Order-of-magnitude improvement in heat transfer performance over tubes and flat plates.
T. Femmer et al. Chemical Engineering Journal 273 (2015) 438–445.
Lawrence Livermore National Laboratory28
Possible Reactor Configurations
Lawrence Livermore National Laboratory29
1st Gen: immobilization
2nd Gen: stabilization
How Can Materials Meet the Potential of Engineered Enzymes?
Enzyme re-use
3rd Gen: directed assembly
Synergy with Materials:
Enhanced Mass Transfer
Permeable compartments
Enhanced Electron Transfer
Re-use + extended lifetime/Organic solvents
use + extended lifetime/
Adsorption, crosslinking
Encapsulation (sol gel, mesoporous)
Enzyme embedded materials with tunable architectures
Lawrence Livermore National Laboratory30
Microencapsulation: Regeneration, Flexible Reactor Configurations, Relevant Length Scales
Lyophilized encapsulated whole M. capsulatus catalytically active for propylene oxidation
Lyophilized
Encapsulated
Lyophilized encapsulated whole Lyophilized encapsulated whole M. M. capsulatuscapsulatus
Lyophilized
EncapsulatedEncapsulated
encapsulated M. capsulatus proteome
Cells Provided By Calysta
Lawrence Livermore National Laboratory31
1st Gen: immobilization
2nd Gen: stabilization
How Can Materials Meet the Potential of Engineered Enzymes?
Enzyme re-use
3rd Gen: directed assembly
Synergy with Materials:
Enhanced Mass Transfer
Permeable compartments
Enhanced Electron Transfer
Re-use + extended lifetime/Organic solvents
use + extended lifetime/
Adsorption, crosslinking
Encapsulation (sol gel, mesoporous)
Enzyme embedded materials with tunable architectures
Lawrence Livermore National Laboratory32Logan, B. et al. Environ. Sci. Technol. Lett., 2015, 2 (8), pp 206–214
H2O
Intermediate production module
CO2 (aq)CO2H, H2
to methanogenesis module e-
O2
enzymes adsorbed toprinted aerogel
3D printed ME cell
H+
e-
bio
film
CO2
CH4
Standard ME cell
Microbial Electrosynthesis: Reactor Productivity Depends on Current Density (Amps/m2)
Current Density Requires High Accessible Electrode Surface Area
Lawrence Livermore National Laboratory33Logan, B. et al. Environ. Sci. Technol. Lett., 2015, 2 (8), pp 206–214
Standard Electrode Materials Difficult to Scale while Maintaining Surface Area
Lawrence Livermore National Laboratory34
50 µm
Spormann, A. M. et al. Extracellular Enzymes Facilitate Electron Uptake in Biocorrosion and Bioelectrosynthesis. mBio 6, e00496–15 (2015).
Opportunity: Printed aerogels have hierarchical, scalable surface area; Enzymes can be used for charge transfer
Small pores for enzyme absorption for electron transfer
Larger pores for whole microbes and/or nutrient transfer/mixing
Lawrence Livermore National Laboratory35
H2O
Intermediate production module
CO2 (aq)CO2H, H2
to methanogenesis module e-
O2
enzymes adsorbed toprinted aerogel
3D printed ME cell
H+
e-
bio
film
CO2
CH4
Standard ME cell
Unique Cell Designs are Available Which Increase Current Density and Decrease Diffusion Distances
Lawrence Livermore National Laboratory36
Research Needs:
• Economics, Modeling & Scaling: What is the price of the surface area?
• Highly Stable Enzymes (months of operation)
• Reducing Equivalents/Cofactors (Elimination/recycling/cheaper alternatives)
• Deep understanding of enzyme kinetics and material permeability
Lawrence Livermore National Laboratory37
Lawrence Livermore National Laboratory3737
Unprecedented Control in Enzyme Engineering and Materials Synthesis Rational Design of Biocatalytic Materials and Reactors
• Small Scale, Modular, Higher Process Intensity
Lawrence Livermore National Laboratory38
Bioprocess Intensification at theIntersection of Biology and AdvancedManufacturingProcess/Reactor Needs for EmergingFeedstocksTechnical Innovations for Bioprocess Intensification“3rd Wave” of Biocatalysis: Smaller,Smarter Libraries, Rational DesignExample: Directed Evolution of Carbonic AnhydraseTechnical Innovations for Bioprocess Intensification:Biology uses materials to make enzymes work better:Embedding Enzymes in Functional MaterialsWe can now mimic biology’s designstrategies using advanced manufacturingHow Can Materials Meet the Potential of Engineered Enzymes?Mass Transfer Example: Cell-Free methaneconversionApproach: Printed BioreactorThe stirred-tank reactor is slow and inefficientfor gas phase reactants (e.g. CH4, O2, CO, H2,CO2)New Bioreactor Technology NeededPrinted pMMO Bioreactor to Intensify theProcessDirect printing of pMMO: control of surface areaPrinted pMMO: increased protein concentration and activityPrinted pMMO: ARPA-e REMOTE targets reachedPrinted pMMO membranes enabledcontinuous methanol production at gas- liquidinterfacePotential Reactor Design: “Printed Tube Reactor”Printed Tube Reactor: Surface Area CreatedBy Structure & Independent of Pressure DropPrinted tube reactor: High mass transfer rate+ energy efficiencyGyroid reactors: only possible with additive manufacturingOrder-of-magnitude improvement in heattransfer performance over tubes and flatplates.Possible Reactor ConfigurationsHow Can Materials Meet the Potential ofEngineered Enzymes?Microencapsulation: Regeneration, FlexibleReactor Configurations, Relevant LengthScalesHow Can Materials Meet the Potential ofEngineered Enzymes?Microbial Electrosynthesis: ReactorProductivity Depends on Current Density(Amps/m2)Standard Electrode Materials Difficult to Scalewhile Maintaining SurfaceOpportunity: Printed aerogels havehierarchical, scalable surface area; Enzymescan be used for charge transferUnique Cell Designs are Available WhichIncrease Current Density and DecreaseDiffusion DistancesResearch Needs: