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Lawrence Livermore National Laboratory 1 Bioprocess Intensification at the Intersection of Biology and Advanced Manufacturing Sarah 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

Bioprocess Intensification at the Intersection of Biology and … · 2017. 12. 5. · Nature Chemical Biology10,331–339 (2014). Lawrence Livermore National Laboratory 15 Approach:

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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: