104 results on '"Woodley JM"'
Search Results
2. Modulating metabolism through synthetic biology: Opportunities for two-stage fermentation.
- Author
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Rong Y, Jensen SI, Woodley JM, and Nielsen AT
- Subjects
- Synthetic Biology, Fermentation, Metabolic Engineering methods
- Abstract
Bio-based production of fuels, chemicals and materials is needed to replace current fossil fuel based production. However, bio-based production processes are very costly, so the process needs to be as efficient as possible. Developments in synthetic biology tools has made it possible to dynamically modulate cellular metabolism during a fermentation. This can be used towards two-stage fermentations, where the process is separated into a growth and a production phase, leading to more efficient feedstock utilization and thus potentially lower costs. This article reviews the current status and some recent results in application of synthetic biology tools towards two-stage fermentations, and compares this approach to pre-existing ones, such as nutrient limitation and addition of toxins/inhibitors., (© 2024 The Author(s). Biotechnology and Bioengineering published by Wiley Periodicals LLC.)
- Published
- 2024
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3. Biocatalysis with In-Situ Product Removal Improves p-Coumaric Acid Production.
- Author
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Virklund A, Nielsen AT, and Woodley JM
- Subjects
- Enzymes, Immobilized metabolism, Enzymes, Immobilized chemistry, Hydrogen-Ion Concentration, Phosphates metabolism, Phosphates chemistry, Propylene Glycols chemistry, Propylene Glycols metabolism, Polyethylene Glycols chemistry, Polyethylene Glycols metabolism, Potassium Compounds, Coumaric Acids chemistry, Coumaric Acids metabolism, Biocatalysis, Ammonia-Lyases metabolism, Ammonia-Lyases chemistry, Propionates chemistry, Propionates metabolism
- Abstract
Natural and pure p-coumaric acid has valuable applications, and it can be produced via bioprocessing. However, fermentation processes have so far been unable to provide sufficient production metrics, while a biocatalytic process decoupling growth and production historically showed much promise. This biocatalytic process is revisited in order to tackle product inhibition of the key enzyme tyrosine ammonia lyase. In situ product removal is proposed as a possible solution, and a polymer/salt aqueous two-phase system is identified as a suitable system for extraction of p-coumaric acid from an alkaline solution, with a partition coefficient of up to 13. However, a 10 % salt solution was found to reduce tyrosine ammonia lyase activity by 19 %, leading to the need for a more dilute system. The cloud points of two aqueous two-phase systems at 40 °C and pH 10 were found to be 3.8 % salt and 9.5 % polymer, and a 5 % potassium phosphate and 12.5 % poly(ethylene glycol-ran-propylene glycol) mW~2500 system was selected for in situ product removal. An immobilized tyrosine ammonia lyase biocatalyst in this aqueous two-phase system produced up to 33 g/L p-coumaric acid within 24 hours, a 1.9-fold improvement compared to biocatalysis without in situ product removal., (© 2024 The Authors. ChemBioChem published by Wiley-VCH GmbH.)
- Published
- 2024
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4. High performance removal of chlorophenols from an aqueous solution using an enzymatic membrane bioreactor.
- Author
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Jankowska K, Su Z, Zdarta J, Skiadas IV, Woodley JM, and Pinelo M
- Subjects
- Enzymes, Immobilized chemistry, Cellulose chemistry, Water Purification methods, Chlorophenols chemistry, Bioreactors, Laccase metabolism, Laccase chemistry, Water Pollutants, Chemical chemistry, Membranes, Artificial
- Abstract
Organochlorides and particularly chlorophenols are environmental pollutants that deserve special attention. Enzymatic membrane bioreactors may be alternatives for efficiently removing such hazardous organochlorides from aqueous solutions. We propose here a novel enzymatic membrane bioreactor comprising an ultrafiltration membrane GR81PP, electrospun fibers made of cellulose acetate, and laccase immobilized using an incubation and a fouling approach. Configurations of this biosystem exhibiting the highest catalytic activity were selected for removal of 2-chlorophenol and 4-chlorophenol from aqueous solution in an enzymatic membrane bioreactor under various process conditions. The highest removal of chlorophenols, at 88% and 74% for 2-chlorophenol and 4-chlorophenol, respectively, occurred at pH 5 and 30 °C in the GR81PP/cellulose acetate/laccase biosystem with enzyme immobilized by the fouling method. Furthermore, the GR81PP/cellulose acetate/laccase biosystem with enzyme immobilized by the fouling method exhibited significant reusability and storage stability compared with the biosystem with laccase immobilized by the incubation method. The mechanism of enzyme immobilization is based on pore blocking and cake-layer formation, while the mechanism of chlorophenols removal was identified as a synergistic combination of membrane separation and enzymatic conversion. The importance of the conducted research is due to efficient removal of hazardous organochlorides using a novel enzymatic membrane bioreactor. The study demonstrates the biosystem's high catalytic activity, reusability, and stability, offering a promising solution for environmental pollution control., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
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5. Genetic heterogeneity of engineered Escherichia coli Nissle 1917 strains during scale-up simulation.
- Author
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Munkler LP, Mohamed ET, Vazquez-Uribe R, Visby Nissen V, Rugbjerg P, Worberg A, Woodley JM, Feist AM, and Sommer MOA
- Subjects
- Escherichia coli Proteins genetics, Escherichia coli Proteins metabolism, Metabolic Engineering, Genetic Heterogeneity, Escherichia coli genetics, Escherichia coli metabolism
- Abstract
Advanced microbiome therapeutics have emerged as a powerful approach for the treatment of numerous diseases. While the genetic instability of genetically engineered microorganisms is a well-known challenge in the scale-up of biomanufacturing processes, it has not yet been investigated for advanced microbiome therapeutics. Here, the evolution of engineered Escherichia coli Nissle 1917 strains producing Interleukin 2 and Aldafermin were investigated in two strain backgrounds with and without the three error-prone DNA polymerases polB, dinB, and umuDC, which contribute to the mutation rate of the host strain. Whole genome short-read sequencing revealed the genetic instability of the pMUT-based production plasmid after serial passaging for approximately 150 generations using an automated platform for high-throughput microbial evolution in five independent lineages for six distinct strains. While a reduction of the number of mutations of 12%-43% could be observed after the deletion of the error-prone DNA polymerases, the interruption of production-relevant genes could not be prevented, highlighting the need for additional strategies to improve the stability of advanced microbiome therapeutics., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 International Metabolic Engineering Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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6. Novel multimodal cation-exchange membrane for the purification of a single-chain variable fragment from Pichia pastoris supernatant.
- Author
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Pham DN, Linova MY, Smith WK, Brown H, Elhanafi D, Fan J, Lavoie J, Woodley JM, and Carbonell RG
- Subjects
- Pichia metabolism, Fermentation, Recombinant Proteins metabolism, Single-Chain Antibodies, Saccharomycetales metabolism
- Abstract
A novel salt-tolerant cation-exchange membrane, prepared with a multimodal ligand, 2-mercaptopyridine-3-carboxylic acid (MMC-MPCA), was examined for its purification properties in a bind-and-elute mode from the high conductivity supernatant of a Pichia pastoris fermentation producing and secreting a single-chain variable fragment (scFv). If successful, this approach would eliminate the need for a buffer exchange prior to product capture by ion-exchange. Two fed-batch fermentations of Pichia pastoris resulted in fermentation supernatants reaching an scFv titer of 395.0 mg/L and 555.7 mg/L, both with a purity of approximately 83 %. The MMC-MPCA membrane performance was characterized in terms of pH, residence time (RT), scFv load, and scFv concentration to identify the resulting dynamic binding capacity (DBC), yield, and purity achieved under optimal conditions. The MMC-MPCA membrane exhibited the highest DBC of 39.06 mg/mL at pH 5.5, with a residence time of 1 min, while reducing the pH below 5.0 resulted in a significant decrease of the DBC to around 2.5 mg/mL. With almost no diffusional limitations, reducing the RT from 2 to 0.2 min did not negatively impact the DBC of the MMC-MPCA membrane, resulting in a significant improvement in productivity of up to 180 mg/mL/min at 0.2 min RT. Membrane fouling was observed when reusing the membranes at 0.2 and 0.5 min RT, likely due to the enhanced adsorption of impurities on the membrane. Changing the amount of scFv loaded onto the membrane column did not show any changes in yield, instead a 10-20 % loss of scFv was observed, which suggested that some of the produced scFv were fragmented or had aggregated. When performing the purification under the optimized conditions, the resulting purity of the product improved from 83 % to approximately 92-95 %., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024. Published by Elsevier B.V.)
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- 2024
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7. Characterization of tyrosine ammonia lyases from Flavobacterium johnsonian and Herpetosiphon aurantiacus.
- Author
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Virklund A, Jendresen CB, Nielsen AT, and Woodley JM
- Subjects
- Tyrosine, Flavobacterium genetics, Ammonia-Lyases genetics, Ammonia-Lyases chemistry
- Abstract
p-Coumaric acid (pCA) can be produced via bioprocessing and is a promising chemical precursor to making organic thin film transistors. However, the required tyrosine ammonia lyase (TAL) enzyme generally has a low specific activity and suffers from competitive product inhibition. Here we characterized the purified TAL variants from Flavobacterium johnsoniae and Herpetosiphon aurantiacus in terms of their susceptibility to product inhibition and their activity and stability across pH and temperature via initial rate experiments. FjTAL was found to be more active than previously described and to have a relatively weak affinity for pCA, but modeling revealed that product inhibition would still be problematic at industrially relevant product concentrations, due to the low solubility of the substrate tyrosine. The activity of both variants increased with temperature when tested up to 45°C, but HaTAL1 was more stable at elevated temperature. FjTAL is a promising biocatalyst for pCA production, but enzyme or bioprocess engineering are required to stabilize FjTAL and reduce product inhibition., (© 2023 The Authors. Biotechnology Journal published by Wiley-VCH GmbH.)
- Published
- 2023
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8. Candida antarctica lipase B performance in organic solvent at varying water activities studied by molecular dynamics simulations.
- Author
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Tjørnelund HD, Vind J, Brask J, Woodley JM, and Peters GHJ
- Abstract
Applications of lipases in low-water environments are found across a broad range of industries, including the pharmaceutical and oleochemical sectors. This includes condensation reactions in organic solvents where the enzyme activity has been found to depend strongly on both the solvent and the water activity ( a
w ). Despite several experimental and computational studies, knowledge is largely empirical, and a general predictive approach is much needed. To close this gap, we chose native Candida antarctica lipase B (CALB) and two mutants thereof and used molecular dynamics (MD) simulations to gain a molecular understanding of the effect of aw on the specific activity of CALB in hexane. Based on the simulations, we propose four criteria to understand the performance of CALB in organic media, which is supported by enzyme kinetics experiments. First, the lipase must be stable in the organic solvent, which was the case for native CALB and the two mutants studied here. Secondly, water clusters that form and grow close to the active site must not block the path of substrate molecules into the active site. Thirdly, the lipase's lid must not cover the active site. Finally, mutations and changes in aw must not disrupt the geometry of the active site. We show that mutating specific residues close to the active site can hinder water cluster formation and growth, making the lipase resistant to changes in aw . Our computational screening criteria could potentially be used to screen in-silico designed variants, so only promising candidates could be pushed forward to characterisation., Competing Interests: The authors declare that there are no known conflicts of interest. The financial support of the research or personal relationships do not have any significant impact on the outcomes reported in this work., (© 2023 The Authors. Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology.)- Published
- 2023
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9. Toward Kilogram-Scale Peroxygenase-Catalyzed Oxyfunctionalization of Cyclohexane.
- Author
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Hilberath T, van Oosten R, Victoria J, Brasselet H, Alcalde M, Woodley JM, and Hollmann F
- Abstract
Mol-scale oxyfunctionalization of cyclohexane to cyclohexanol/cyclohexanone (KA-oil) using an unspecific peroxygenase is reported. Using Aae UPO from Agrocybe aegerita and simple H
2 O2 as an oxidant, cyclohexanol concentrations of more than 300 mM (>60% yield) at attractive productivities (157 mM h-1 , approx. 15 g L-1 h-1 ) were achieved. Current limitations of the proposed biooxidation system have been identified paving the way for future improvements and implementation., Competing Interests: The authors declare no competing financial interest., (© 2023 The Authors. Published by American Chemical Society.)- Published
- 2023
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10. Effect of Nitrogen, Air, and Oxygen on the Kinetic Stability of NAD(P)H Oxidase Exposed to a Gas-Liquid Interface.
- Author
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Wang J, Erdem E, and Woodley JM
- Abstract
Biocatalytic oxidation is an interesting prospect for the selective synthesis of active pharmaceutical intermediates. Bubbling air or oxygen is considered as an efficient method to increase the gas-liquid interface and thereby enhance oxygen transfer. However, the enzyme is deactivated in this process and needs to be further studied and understood to accelerate the implementation of oxidative biocatalysis in larger production processes. This paper reports data on the stability of NAD(P)H oxidase (NOX) when exposed to different gas-liquid interfaces introduced by N
2 (0% oxygen), air (21% oxygen), and O2 (100% oxygen) in a bubble column. A pH increase was observed during gas bubbling, with the highest increase occurring under air bubbling from 6.28 to 7.40 after 60 h at a gas flow rate of 0.15 L min-1 . The kinetic stability of NOX was studied under N2 , air, and O2 bubbling by measuring the residual activity, the deactivation constants ( kd1 ) were 0.2972, 0.0244, and 0.0346 with the corresponding half-lives of 2.2, 28.6, and 20.2 h, respectively. A decrease in protein concentration of the NOX solution was also observed and was attributed to likely enzyme aggregation at the gas-liquid interface. Most aggregation occurred at the air-water interface and decreased greatly from 100 to 14.16% after 60 h of bubbling air. Furthermore, the effect of the gas-liquid interface and the dissolved gas on the NOX deactivation process was also studied by bubbling N2 and O2 alternately. It was found that the N2 -water interface and O2 -water interface both had minor effects on the protein concentration decrease compared with the air-water interface, whilst the dissolved N2 in water caused serious deactivation of NOX. This was attributed not only to the NOX unfolding and aggregation at the interface but also to the N2 occupying the oxygen channel of the enzyme and the resultant inaccessibility of dissolved O2 to the active site of NOX. These results shed light on the enzyme deactivation process and might further inspire bioreactor operation and enzyme engineering to improve biocatalyst performance., Competing Interests: The authors declare no competing financial interest., (© 2023 American Chemical Society.)- Published
- 2023
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11. EnzymeML: seamless data flow and modeling of enzymatic data.
- Author
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Lauterbach S, Dienhart H, Range J, Malzacher S, Spöring JD, Rother D, Pinto MF, Martins P, Lagerman CE, Bommarius AS, Høst AV, Woodley JM, Ngubane S, Kudanga T, Bergmann FT, Rohwer JM, Iglezakis D, Weidemann A, Wittig U, Kettner C, Swainston N, Schnell S, and Pleiss J
- Subjects
- Reproducibility of Results, Databases, Factual, Kinetics, Data Management, Metadata
- Abstract
The design of biocatalytic reaction systems is highly complex owing to the dependency of the estimated kinetic parameters on the enzyme, the reaction conditions, and the modeling method. Consequently, reproducibility of enzymatic experiments and reusability of enzymatic data are challenging. We developed the XML-based markup language EnzymeML to enable storage and exchange of enzymatic data such as reaction conditions, the time course of the substrate and the product, kinetic parameters and the kinetic model, thus making enzymatic data findable, accessible, interoperable and reusable (FAIR). The feasibility and usefulness of the EnzymeML toolbox is demonstrated in six scenarios, for which data and metadata of different enzymatic reactions are collected and analyzed. EnzymeML serves as a seamless communication channel between experimental platforms, electronic lab notebooks, tools for modeling of enzyme kinetics, publication platforms and enzymatic reaction databases. EnzymeML is open and transparent, and invites the community to contribute. All documents and codes are freely available at https://enzymeml.org ., (© 2023. The Author(s), under exclusive licence to Springer Nature America, Inc.)
- Published
- 2023
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12. Combining genetic engineering and bioprocess concepts for improved phenylpropanoid production.
- Author
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Virklund A, Jensen SI, Nielsen AT, and Woodley JM
- Subjects
- Biocatalysis, Biomass, Bacteria, Genetic Engineering, Metabolic Engineering
- Abstract
The group of natural aromatic compounds known as phenylpropanoids has diverse applications, but current methods of production which are largely based on synthesis from petrochemicals or extraction from agricultural biomass are unsustainable. Bioprocessing is a promising alternative, but improvements in production titers and rates are required to make this method profitable. Here the recent advances in genetic engineering and bioprocess concepts for the production of phenylpropanoids are presented for the purpose of identifying successful strategies, including adaptive laboratory evolution, enzyme engineering, in-situ product removal, and biocatalysis. The pros and cons of bacterial and yeast hosts for phenylpropanoid production are discussed, also in the context of different phenylpropanoid targets and bioprocess concepts. Finally, some broad recommendations are made regarding targets for continued improvement and areas requiring specific attention from researchers to further improve production titers and rates., (© 2022 The Authors. Biotechnology and Bioengineering published by Wiley Periodicals LLC.)
- Published
- 2023
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13. Is enzyme immobilization a mature discipline? Some critical considerations to capitalize on the benefits of immobilization.
- Author
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Bolivar JM, Woodley JM, and Fernandez-Lafuente R
- Subjects
- Biocatalysis, Engineering, Enzymes, Immobilized metabolism, Proteins metabolism
- Abstract
Enzyme immobilization has been developing since the 1960s and although many industrial biocatalytic processes use the technology to improve enzyme performance, still today we are far from full exploitation of the field. One clear reason is that many evaluate immobilization based on only a few experiments that are not always well-designed. In contrast to many other reviews on the subject, here we highlight the pitfalls of using incorrectly designed immobilization protocols and explain why in many cases sub-optimal results are obtained. We also describe solutions to overcome these challenges and come to the conclusion that recent developments in material science, bioprocess engineering and protein science continue to open new opportunities for the future. In this way, enzyme immobilization, far from being a mature discipline, remains as a subject of high interest and where intense research is still necessary to take full advantage of the possibilities.
- Published
- 2022
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14. Ensuring the Sustainability of Biocatalysis.
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Woodley JM
- Subjects
- Biocatalysis, Catalysis, Industry, Protein Engineering
- Abstract
Biocatalysis offers many attractive features for the synthetic chemist. In many cases, the high selectivity and ability to tailor specific enzyme features via protein engineering already make it the catalyst of choice. From the perspective of sustainability, several features such as catalysis under mild conditions and use of a renewable and biodegradable catalyst also look attractive. Nevertheless, to be sustainable at a larger scale it will be essential to develop processes operating at far higher concentrations of product, and which make better use of the enzyme via improved stability. In this Concept, it is argued that a particular emphasis on these specific metrics is of particular importance for the future implementation of biocatalysis in industry, at a level that fulfills its true potential., (© 2022 Wiley-VCH GmbH.)
- Published
- 2022
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15. Combining technology with liquid-formulated lipases for in-spec biodiesel production.
- Author
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Bhatt C, Nielsen PM, Rancke-Madsen A, and Woodley JM
- Subjects
- Biotechnology, Enzymes, Immobilized metabolism, Esterification, Biofuels, Lipase metabolism
- Abstract
Enzymatic biodiesel production has been at the forefront of biofuels research in recent decades because of the significant environmental advantages it offers, while having the potential to be as effective as conventional chemically catalyzed biodiesel production. However, the higher capital cost, longer reaction time, and sensitivity of enzyme processes have restricted their widespread industrial adoption so far. It is also posited that the lack of research to bring the biodiesel product into final specification has scuppered industrial confidence in the viability of the enzymatic process. Furthermore, the vast majority of literature has focused on the development of immobilized enzyme processes, which seem too costly (and risky) to be used industrially. There has been little focus on liquid lipase formulations such as the Eversa Transform 2.0, which is in fact already used commercially for triglyceride transesterification. It is the objective of this review to highlight new research that focuses on bringing enzymatically produced biodiesel into specification via a liquid lipase polishing process, and the process considerations that come with it., (© 2020 International Union of Biochemistry and Molecular Biology, Inc.)
- Published
- 2022
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16. Ionic liquid-based in situ product removal design exemplified for an acetone-butanol-ethanol fermentation.
- Author
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Chen Y, Garg N, Luo H, Kontogeorgis GM, and Woodley JM
- Subjects
- Bioreactors, Computer Simulation, Fermentation, Liquid-Liquid Extraction, Research Design, Acetone chemistry, Acetone isolation & purification, Acetone metabolism, Butanols chemistry, Butanols isolation & purification, Butanols metabolism, Ethanol chemistry, Ethanol isolation & purification, Ethanol metabolism, Ionic Liquids chemistry
- Abstract
Selecting an appropriate separation technique is essential for the application of in situ product removal (ISPR) technology in biological processes. In this work, a three-stage systematic design method is proposed as a guide to integrate ionic liquid (IL)-based separation techniques into ISPR. This design method combines the selection of a suitable ISPR processing scheme, the optimal design of an IL-based liquid-liquid extraction (LLE) system followed by process simulation and evaluation. As a proof of concept, results for a conventional acetone-butanol-ethanol fermentation are presented (40,000 ton/year butanol production). In this application, ILs tetradecyl(trihexyl)phosphonium tetracyanoborate ([TDPh][TCB]) and tetraoctylammonium 2-methyl-1-naphthoate ([TOA] [MNaph]) are identified as the optimal solvents from computer-aided IL design (CAILD) method and reported experimental data, respectively. The dynamic simulation results for the fermentation process show that, the productivity of IL-based in situ (fed-batch) process and in situ (batch) process is around 2.7 and 1.8fold that of base case. Additionally, the IL-based in situ (fed-batch) process and in situ (batch) process also have significant energy savings (79.6% and 77.6%) when compared to the base case., (© 2021 American Institute of Chemical Engineers.)
- Published
- 2021
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17. Toward scalable biocatalytic conversion of 5-hydroxymethylfurfural by galactose oxidase using coordinated reaction and enzyme engineering.
- Author
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Birmingham WR, Toftgaard Pedersen A, Dias Gomes M, Bøje Madsen M, Breuer M, Woodley JM, and Turner NJ
- Subjects
- Biocatalysis, Catalysis, Catalytic Domain, Furans, Galactose Oxidase chemistry, Mutagenesis, Oxidation-Reduction, Furaldehyde analogs & derivatives, Furaldehyde metabolism, Galactose Oxidase genetics, Galactose Oxidase metabolism, Protein Engineering
- Abstract
5-Hydroxymethylfurfural (HMF) has emerged as a crucial bio-based chemical building block in the drive towards developing materials from renewable resources, due to its direct preparation from sugars and its readily diversifiable scaffold. A key obstacle in transitioning to bio-based plastic production lies in meeting the necessary industrial production efficiency, particularly in the cost-effective conversion of HMF to valuable intermediates. Toward addressing the challenge of developing scalable technology for oxidizing crude HMF to more valuable chemicals, here we report coordinated reaction and enzyme engineering to provide a galactose oxidase (GOase) variant with remarkably high activity toward HMF, improved O
2 binding and excellent productivity (>1,000,000 TTN). The biocatalyst and reaction conditions presented here for GOase catalysed selective oxidation of HMF to 2,5-diformylfuran offers a productive blueprint for further development, giving hope for the creation of a biocatalytic route to scalable production of furan-based chemical building blocks from sustainable feedstocks., (© 2021. The Author(s).)- Published
- 2021
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18. High-yield production of active recombinant S. simulans lysostaphin expressed in E. coli in a laboratory bioreactor.
- Author
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Duman-Özdamar ZE, Ünlü A, Ünal H, Woodley JM, and Bi Nay B
- Subjects
- Anti-Bacterial Agents isolation & purification, Anti-Bacterial Agents pharmacology, Bioreactors, Cloning, Molecular, Culture Media chemistry, Culture Media pharmacology, Escherichia coli drug effects, Escherichia coli genetics, Escherichia coli metabolism, Fermentation, Gene Expression, Genetic Vectors chemistry, Genetic Vectors metabolism, Glucose metabolism, Glucose pharmacology, Glycerol metabolism, Glycerol pharmacology, Lysostaphin genetics, Lysostaphin isolation & purification, Lysostaphin pharmacology, Recombinant Proteins genetics, Recombinant Proteins metabolism, Staphylococcus genetics, Staphylococcus aureus growth & development, Anti-Bacterial Agents biosynthesis, Lysostaphin biosynthesis, Staphylococcus metabolism, Staphylococcus aureus drug effects
- Abstract
Staphylococcus aureus (S. aureus), which has developed multidrug resistance, leads to many healthcare-associated infections resulting in significant medical and economic losses. Therefore, the development of new efficient strategies to deal with these bacteria has been gaining importance. Lysostaphin is a peptidoglycan hydrolase that has considerable potential as a bacteriocin. However, there have been few reported optimization and scale-up studies of the lysostaphin bioproduction process. Our preliminary results have revealed that the composition of auto-induction media at 30 °C increases the produced lysostaphin around 10-fold in shake flasks. In this study, achieving higher yields for recombinant lysostaphin in E. coli at a laboratory scale has been the aim, through the use of auto-induction media. Optimized medium composition and fermentation parameters were transferred to a laboratory-scale bioreactor. The tested conditions improved protein yields up to 184 mg/L in a 3 L stirred bioreactor and the productivity was improved 2-fold in comparison to previously published reports. Furthermore, this study also showed that lysostaphin is an effective bacteriocin on both commercially available and isolated S. aureus strains. These results will contribute to future larger-scale production of lysostaphin via the proposed fermentation conditions., (Copyright © 2020 Elsevier Inc. All rights reserved.)
- Published
- 2021
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19. Towards the sustainable production of bulk-chemicals using biotechnology.
- Author
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Woodley JM
- Subjects
- Biocatalysis, Amines metabolism, Biofuels, Biotechnology, Fermentation, Furaldehyde metabolism
- Abstract
The design and development of new routes for the production of sustainable bulk-chemicals requires focus on feedstock, conversion technology and downstream product recovery. This brief article discusses some of the constraints with using fermentation and suggests the removal of some constraints by using microbial biocatalysis or enzyme biocatalysis, which give a number of benefits in the context of the requirements for bulk-chemical production. Some potential process concepts are described, for products in the suitable low-price range. These examples (biodiesel, furfurals and amines) are used to illustrate the power of biocatalysis. Suggestions for future research efforts beyond molecular biology, involving process-based concepts, are also discussed., (Copyright © 2020 Elsevier B.V. All rights reserved.)
- Published
- 2020
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20. High-level heterologous expression of active Chaetomium thermophilum FDH in Pichia pastoris.
- Author
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Duman ZE, Duraksoy BB, Aktaş F, Woodley JM, and Binay B
- Subjects
- Amino Acids chemistry, Catalysis, Chaetomium genetics, Culture Media chemistry, Fermentation, Oxidation-Reduction, Pichia genetics, Protein Engineering, Chaetomium enzymology, Formate Dehydrogenases biosynthesis, Pichia metabolism
- Abstract
Nowadays, the use of formate dehydrogenase (FDH, EC 1.17.1.9) is well established as a means of NADH regeneration from NAD
+ via the coupled conversion of formate into carbon dioxide. Recent studies have been reported that specifically Chaetomium thermophilum FDH (CtFDH) is the most efficient FDH catalyzing this reaction in reverse (i.e. using CO2 as a substrate to produce formate, and thereby regenerating NAD+ ). However, to date the production of active CtFDH at high protein expression levels has received relatively little attention. In this study, we have tested the effect of batch and high cell density fermentation (HCDF) strategies in a small stirred fermenter, as well as the effect of supplementing the medium with casamino acids, on the expressed level of secreted CtFDH using P. pastoris. We have established that the amount of expressed CtFDH was indeed enhanced via a HCDF strategy and that extracellular protease activity was eliminated via the addition of casamino acids into the fermentation medium. On this basis, secreted CtFDH in an active form can be easily separated from the fermentation and can be used for subsequent biotechnological applications., (Copyright © 2020 Elsevier Inc. All rights reserved.)- Published
- 2020
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21. Use of image analysis to understand enzyme stability in an aerated stirred reactor.
- Author
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Dias Gomes M, Moiseyenko RP, Baum A, Jørgensen TM, and Woodley JM
- Subjects
- Algorithms, Calibration, Enzyme Stability, NADPH Oxidases metabolism, Bioreactors, Image Processing, Computer-Assisted, NADPH Oxidases chemistry
- Abstract
Efficient regeneration of NAD(P)
+ cofactors is essential for large-scale application of alcohol dehydrogenases due to the high cost and chemical instability of these cofactors. NAD(P)+ can be regenerated effectively using NAD(P)H oxidases (NOXs) that require molecular oxygen as a cosubstrate. In large-scale biocatalytic processes, agitation and aeration are needed for sufficient oxygen transfer into the liquid phase, both of which have been shown to significantly increase the rate of enzyme deactivation. As such, the aim of this study was to identify the existence of a correlation between enzyme stability and gas-liquid interfacial area inside the bioreactor. This was done by measuring gas-liquid interfacial areas inside an aerated stirred reactor, using an in situ optical probe, and simultaneously measuring the kinetic stability of NOXs. Following enzyme incubation at various power inputs and gas-phase compositions, the residual activity was assessed and video samples were analyzed through an image processing algorithm. Enzyme deactivation was found to be proportional to an increase in interfacial area up to a certain limit, where power input appears to have a higher impact. Furthermore, the presence of oxygen increased enzyme deactivation rates at low interfacial areas. The areas were validated with defined glass beads and found to be in the range of those in large-scale bioreactors. Finally, a correlation between the enzyme half-life and specific interfacial area was obtained. Therefore, we conclude that the method developed in this contribution can help to predict the behavior of biocatalyst stability under industrially relevant conditions, concerning specific gas-liquid interfacial areas., (© 2019 American Institute of Chemical Engineers.)- Published
- 2019
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22. Considerations when Measuring Biocatalyst Performance.
- Author
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Dias Gomes M and Woodley JM
- Subjects
- Biological Assay methods, Enzyme Stability, Kinetics, Temperature, Biocatalysis, Enzymes, Immobilized
- Abstract
As biocatalysis matures, it becomes increasingly important to establish methods with which to measure biocatalyst performance. Such measurements are important to assess immobilization strategies, different operating modes, and reactor configurations, aside from comparing protein engineered variants and benchmarking against economic targets. While conventional measurement techniques focus on a single performance metric (such as the total turnover number), here, it is argued that three metrics (achievable product concentration, productivity, and enzyme stability) are required for an accurate assessment of scalability.
- Published
- 2019
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23. Accelerating the implementation of biocatalysis in industry.
- Author
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Woodley JM
- Subjects
- Enzyme Stability, Machine Learning, Models, Theoretical, Biocatalysis, Biotechnology methods, Protein Engineering methods
- Abstract
Despite enormous progress in protein engineering, complemented by bioprocess engineering, the revolution awaiting the application of biocatalysis in the fine chemical industry has still not been fully realized. In order to achieve that, further research is required on several topics, including (1) rapid methods for protein engineering using machine learning, (2) mathematical modelling of multi-enzyme cascade processes, (3) process standardization, (4) continuous process technology, (5) methods to identify improvements required to achieve industrial implementation, (6) downstream processing, (7) enzyme stability modelling and prediction, as well as (8) new reactor technology. In this brief mini-review, the status of each of these topics will be briefly discussed.
- Published
- 2019
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24. The Potential of Biogas; the Solution to Energy Storage.
- Author
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Villadsen SNB, Fosbøl PL, Angelidaki I, Woodley JM, Nielsen LP, and Møller P
- Abstract
Energy storage will be essential for balancing the renewable energy systems of tomorrow, especially if excess electricity from wind and solar power requires immediate utilization. The use of biogas as a carbon source can generate carbon dioxide-neutral carbon-based energy carriers, such as methane or methanol. The utilization of biogas today is limited to the generation of heat/power or biomethane (first-generation upgrading); both processes disregard the potential of the coproduced carbon dioxide during the fermentation process. By using renewable energy, biogas upgrading systems can convert carbon dioxide into hydrocarbon-based high-energy-density fuels, which can replace fossil-based fuels for applications in which they are hard to decarbonize. The possibilities for the future utilization of biogas are discussed, and the terminology for "second-generation upgrading" is introduced to help research and development within this field. It is believed that second-generation upgrading of biogas will have a huge potential for dynamic energy storage., (© 2019 Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim.)
- Published
- 2019
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25. A Prospective Life Cycle Assessment (LCA) of Monomer Synthesis: Comparison of Biocatalytic and Oxidative Chemistry.
- Author
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Delgove MAF, Laurent AB, Woodley JM, De Wildeman SMA, Bernaerts KV, and van der Meer Y
- Abstract
Biotechnological processes are typically perceived to be greener than chemical processes. A life cycle assessment (LCA) was performed to compare the chemical and biochemical synthesis of lactones obtained by Baeyer-Villiger oxidation. The LCA is prospective (based on experiments at a small scale with primary data) because the process is at an early stage. The results show that the synthesis route has no significant effect on the climate change impact [(1.65±0.59) kg CO 2 g
product -1 vs. (1.64±0.67) kg CO 2 gproduct -1 ]. Key process performance metrics affecting the environmental impact were evaluated by performing a sensitivity analysis. Recycling of solvents and enzyme were shown to provide an advantage to the enzymatic synthesis. Additionally, the climate change impact was decreased by 71 % if renewable electricity was used. The study shows that comparative LCAs can be used to usefully support decisions at an early stage of process development., (© 2019 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA.)- Published
- 2019
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26. Design of enzymatic cascade processes for the production of low-priced chemicals.
- Author
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Ruales-Salcedo AV, Higuita JC, Fontalvo J, and Woodley JM
- Subjects
- Biocatalysis, Catalase metabolism, Cellulases metabolism, Computer Simulation, Fermentation, Gluconates chemistry, Gluconates metabolism, Glucose chemistry, Glucose metabolism, Glucose Oxidase metabolism, Humans, Hydrogen-Ion Concentration, Kinetics, Lactones chemistry, Lactones metabolism, Lignin metabolism, Metabolic Engineering methods, Temperature, Waste Products, beta-Glucosidase metabolism, Catalase chemistry, Cellulases chemistry, Gluconates chemical synthesis, Glucose Oxidase chemistry, Lignin chemistry, Models, Statistical, beta-Glucosidase chemistry
- Abstract
While the application of enzymes to synthetic and industrial problems continues to grow, the major development today is focused on multi-enzymatic cascades. Such systems are particularly attractive, because many commercially available enzymes operate under relatively similar operating conditions. This opens the possibility of one-pot operation with multiple enzymes in a single reactor. In this paper the concept of modules is introduced whereby groups of enzymes are combined in modules, each operating in a single reactor, but with the option of various operating strategies to avoid any complications of nonproductive interactions between the enzymes, substrates or products in a given reactor. In this paper the selection of modules is illustrated using the synthesis of the bulk chemical, gluconic acid, from lignocellulosic waste.
- Published
- 2019
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27. Screening of organic solvents for bioprocesses using aqueous-organic two-phase systems.
- Author
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Rosinha Grundtvig IP, Heintz S, Krühne U, Gernaey KV, Adlercreutz P, Hayler JD, Wells AS, and Woodley JM
- Subjects
- Bioreactors, Carboxylic Acids, Biotechnology, Biotransformation, Solvents
- Abstract
The application of conventional organic solvents has been essential in several steps of bioprocesses in order to achieve sufficient economic efficiency. The use of organic solvents is frequently used either to partly or fully replace water in the reaction medium or as a process aid for downstream separation. Nowadays, manufacturers are increasingly requested to avoid and substitute solvents with hazardous potential. Therefore, the solvent selection must account for potential environmental hazards, health and safety problems, in addition to fulfilling the ideal characteristics for application in a process. For the first time, criteria including Environment, Health and Safety (EHS), as well as the technical requirements for reaction and separation have been reviewed, collected and integrated in a single organic solvent screening strategy to be used as a guideline for narrowing down the list of solvents to test experimentally. Additionally, we have also included a solvent selection guide based on the methodology developed in the Innovative Medicines Initiative CHEM21 (IMI CHEM21) project and applied specifically to water-immiscible solvents commonly used in bioprocesses., (Copyright © 2018 Elsevier Inc. All rights reserved.)
- Published
- 2018
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28. Role of Biocatalysis in Sustainable Chemistry.
- Author
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Sheldon RA and Woodley JM
- Abstract
Based on the principles and metrics of green chemistry and sustainable development, biocatalysis is both a green and sustainable technology. This is largely a result of the spectacular advances in molecular biology and biotechnology achieved in the past two decades. Protein engineering has enabled the optimization of existing enzymes and the invention of entirely new biocatalytic reactions that were previously unknown in Nature. It is now eminently feasible to develop enzymatic transformations to fit predefined parameters, resulting in processes that are truly sustainable by design. This approach has successfully been applied, for example, in the industrial synthesis of active pharmaceutical ingredients. In addition to the use of protein engineering, other aspects of biocatalysis engineering, such as substrate, medium, and reactor engineering, can be utilized to improve the efficiency and cost-effectiveness and, hence, the sustainability of biocatalytic reactions. Furthermore, immobilization of an enzyme can improve its stability and enable its reuse multiple times, resulting in better performance and commercial viability. Consequently, biocatalysis is being widely applied in the production of pharmaceuticals and some commodity chemicals. Moreover, its broader application will be further stimulated in the future by the emerging biobased economy.
- Published
- 2018
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29. Integrating protein engineering with process design for biocatalysis.
- Author
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Woodley JM
- Abstract
Biocatalysis uses enzymes for chemical synthesis and production, offering selective, safe and sustainable catalysis. While today the majority of applications are in the pharmaceutical sector, new opportunities are arising every day in other industry sectors, where production costs become a more important driver. In the early applications of the technology, it was necessary to design processes to match the properties of the biocatalyst. With the advent of protein engineering, organic chemists started to develop and improve enzymes to suit their needs. Likewise in industry, although not widespread, a new paradigm was already implemented several years ago to engineer enzymes to suit process needs. Today, a new era is entered, where the effectiveness with which such integrated protein and process engineering is achieved becomes critical to implementation. In this paper, the development of a tool to improve the effectiveness of this approach is discussed, namely the use of target-setting based on process requirements, to guide the necessary protein engineering.This article is part of a discussion meeting issue 'Providing sustainable catalytic solutions for a rapidly changing world'., (© 2017 The Author(s).)
- Published
- 2018
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- View/download PDF
30. Online Measurement of Oxygen-Dependent Enzyme Reaction Kinetics.
- Author
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Meissner MP, Nordblad M, and Woodley JM
- Subjects
- Biocatalysis, Hydrogen-Ion Concentration, Ketones chemistry, Ketones metabolism, Kinetics, Lactones chemistry, Lactones metabolism, Oxidation-Reduction, Glucose Oxidase metabolism, Oxygen metabolism
- Abstract
As the application of biocatalysis to complement conventional chemical and catalytic approaches continues to expand, an increasing number of reactions involve poorly water-soluble substrates. At required industrial concentrations necessary for industrial implementation, this frequently leads to heterogeneous reaction mixtures composed of multiple phases. Such systems are challenging to sample, and therefore, it is problematic to measure representative component concentrations. Herein, an online method for following the progress of oxygen-dependent reactions through accurate measurement of the oxygen mass balance in the gas phase of a reactor is demonstrated and validated. The method was successfully validated and demonstrated by using two model reactions: firstly, the oxidation of glucose by glucose oxidase and, secondly, the Baeyer-Villiger oxidation of macrocyclic ketones to lactones. Initial reaction rate constants and time-course progressions calculated from the oxygen mass balance were validated against conventional online methods of dissolved oxygen tension and pH titration measurements. A feasible operating window and the sensitivity to dynamic changes of reaction rates were established by controlling oxygen transfer through the operating parameters of the reactor. Such kinetic data forms the basis for reaction characterisation, from which bottlenecks may be made evident and directed improvement strategies can be identified and implemented., (© 2018 Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim.)
- Published
- 2018
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31. Simple Preparation of Thiol-Ene Particles in Glycerol and Surface Functionalization by Thiol-Ene Chemistry (TEC) and Surface Chain Transfer Free Radical Polymerization (SCT-FRP).
- Author
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Hoffmann C, Chiaula V, Yu L, Pinelo M, Woodley JM, and Daugaard AE
- Subjects
- Free Radicals chemical synthesis, Free Radicals chemistry, Molecular Structure, Particle Size, Photochemical Processes, Polymerization, Polymers chemical synthesis, Polymers chemistry, Sulfhydryl Compounds chemistry, Surface Properties, Glycerol chemistry, Sulfhydryl Compounds chemical synthesis
- Abstract
Thiol-ene (TE)-based polymer particles are traditionally prepared via emulsion polymerization in water (using surfactants, stabilizers, and cosolvents). Here, a green and simple alternative is presented with excellent control over particle size, while avoiding the addition of stabilizers. Glycerol is applied as a dispersing medium for the preparation of off-stoichiometric TE microparticles, where sizes in the range of 40-400 µm are obtained solely by changing the mixing speed of the emulsions prior to crosslinking. Control over surface chemistry is achieved by surface functionalization of excess thiol groups via photochemical thiol-ene chemistry resulting in a functional monolayer. In addition, surface chain transfer free radical polymerization is used for the first time to introduce a thicker polymer layer on the particle surface. The application potential of the system is demonstrated by using functional particles as adsorbent for metal ions and as a support for immobilized enzymes., (© 2017 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.)
- Published
- 2018
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- View/download PDF
32. Automated Determination of Oxygen-Dependent Enzyme Kinetics in a Tube-in-Tube Flow Reactor.
- Author
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Ringborg RH, Toftgaard Pedersen A, and Woodley JM
- Abstract
Enzyme-mediated oxidation is of particular interest to synthetic organic chemists. However, the implementation of such systems demands knowledge of enzyme kinetics. Conventionally collecting kinetic data for biocatalytic oxidations is fraught with difficulties such as low oxygen solubility in water and limited oxygen supply. Here, we present a novel method for the collection of such kinetic data using a pressurized tube-in-tube reactor, operated in the low-dispersed flow regime to generate time-series data, with minimal material consumption. Experimental development and validation of the instrument revealed not only the high degree of accuracy of the kinetic data obtained, but also the necessity of making measurements in this way to enable the accurate evaluation of high K
MO enzyme systems. For the first time, this paves the way to integrate kinetic data into the protein engineering cycle., Competing Interests: The authors declare no conflict of interest.- Published
- 2017
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- View/download PDF
33. Development of a thiol-ene based screening platform for enzyme immobilization demonstrated using horseradish peroxidase.
- Author
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Hoffmann C, Pinelo M, Woodley JM, and Daugaard AE
- Subjects
- Horseradish Peroxidase chemistry, Horseradish Peroxidase metabolism, Polymers, Surface Properties, Biotechnology methods, Enzymes, Immobilized chemistry, Enzymes, Immobilized metabolism, Sulfhydryl Compounds chemistry
- Abstract
Efficient immobilization of enzymes on support surfaces requires an exact match between the surface chemistry and the specific enzyme. A successful match would normally be identified through time consuming screening of conventional resins in multiple experiments testing individual immobilization strategies. In this study we present a versatile strategy that largely expands the number of possible surface functionalities for enzyme immobilization in a single, generic platform. The combination of many individual surface chemistries and thus immobilization methods in one modular system permits faster and more efficient screening, which we believe will result in a higher chance of discovery of optimal surface/enzyme interactions. The proposed system consists of a thiol-functional microplate prepared through fast photochemical curing of an off-stoichiometric thiol-ene (OSTE) mixture. Surface functionalization by thiol-ene chemistry (TEC) resulted in the formation of a functional monolayer in each well, whereas, polymer surface grafts were introduced through surface chain transfer free radical polymerization (SCT-FRP). Enzyme immobilization on the modified surfaces was evaluated by using a rhodamine labeled horseradish peroxidase (Rho-HRP) as a model enzyme, and the amount of immobilized enzyme was qualitatively assessed by fluorescence intensity (FI) measurements. Subsequently, Rho-HRP activity was measured directly on the surface. The broad range of utilized surface chemistries permits direct correlation of enzymatic activity to the surface functionality and improves the determination of promising enzyme-surface candidates. The results underline the high potential of this system as a screening platform for synergistic immobilization of enzymes onto thiol-ene polymer surfaces. © 2017 American Institute of Chemical Engineers Biotechnol. Prog., 33:1267-1277, 2017., (© 2017 American Institute of Chemical Engineers.)
- Published
- 2017
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34. Characterization of a continuous agitated cell reactor for oxygen dependent biocatalysis.
- Author
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Toftgaard Pedersen A, de Carvalho TM, Sutherland E, Rehn G, Ashe R, and Woodley JM
- Subjects
- Batch Cell Culture Techniques instrumentation, Catalysis, Computer Simulation, Equipment Design, Equipment Failure Analysis, Gluconates chemical synthesis, Lactones chemical synthesis, Oxidation-Reduction, Bioreactors, Glucose chemistry, Glucose Oxidase chemistry, Models, Chemical, Oxygen chemistry, Rheology instrumentation
- Abstract
Biocatalytic oxidation reactions employing molecular oxygen as the electron acceptor are difficult to conduct in a continuous flow reactor because of the requirement for high oxygen transfer rates. In this paper, the oxidation of glucose to glucono-1,5-lactone by glucose oxidase was used as a model reaction to study a novel continuous agitated cell reactor (ACR). The ACR consists of ten cells interconnected by small channels. An agitator is placed in each cell, which mixes the content of the cell when the reactor body is shaken by lateral movement. Based on tracer experiments, a hydrodynamic model for the ACR was developed. The model consisted of ten tanks-in-series with back-mixing occurring within and between each cell. The back-mixing was a necessary addition to the model in order to explain the observed phenomenon that the ACR behaved as two continuous stirred tank reactors (CSTRs) at low flow rates, while it at high flow rates behaved as the expected ten CSTRs in series. The performance of the ACR was evaluated by comparing the steady state conversion at varying residence times with the conversion observed in a stirred batch reactor of comparable size. It was found that the ACR could more than double the overall reaction rate, which was solely due to an increased oxygen transfer rate in the ACR caused by the intense mixing as a result of the spring agitators. The volumetric oxygen transfer coefficient, k
L a, was estimated to be 344 h-1 in the 100 mL ACR, opposed to only 104 h-1 in a batch reactor of comparable working volume. Interestingly, the large deviation from plug flow behavior seen in the tracer experiments was found to have little influence on the conversion in the ACR, since both a plug flow reactor (PFR) model and the backflow cell model described the data sufficiently well. Biotechnol. Bioeng. 2017;114: 1222-1230. © 2017 Wiley Periodicals, Inc., (© 2017 Wiley Periodicals, Inc.)- Published
- 2017
- Full Text
- View/download PDF
35. Development of in situ product removal strategies in biocatalysis applying scaled-down unit operations.
- Author
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Heintz S, Börner T, Ringborg RH, Rehn G, Grey C, Nordblad M, Krühne U, Gernaey KV, Adlercreutz P, and Woodley JM
- Subjects
- Batch Cell Culture Techniques, Biocatalysis, Biological Products chemistry, Biotechnology, Enzymes, Immobilized metabolism, Industrial Microbiology, Models, Biological, Propylamines analysis, Propylamines chemistry, Propylamines isolation & purification, Propylamines metabolism, Stereoisomerism, Transaminases metabolism, Biological Products isolation & purification, Biological Products metabolism, Bioreactors
- Abstract
An experimental platform based on scaled-down unit operations combined in a plug-and-play manner enables easy and highly flexible testing of advanced biocatalytic process options such as in situ product removal (ISPR) process strategies. In such a platform, it is possible to compartmentalize different process steps while operating it as a combined system, giving the possibility to test and characterize the performance of novel process concepts and biocatalysts with minimal influence of inhibitory products. Here the capabilities of performing process development by applying scaled-down unit operations are highlighted through a case study investigating the asymmetric synthesis of 1-methyl-3-phenylpropylamine (MPPA) using ω-transaminase, an enzyme in the sub-family of amino transferases (ATAs). An on-line HPLC system was applied to avoid manual sample handling and to semi-automatically characterize ω-transaminases in a scaled-down packed-bed reactor (PBR) module, showing MPPA as a strong inhibitor. To overcome the inhibition, a two-step liquid-liquid extraction (LLE) ISPR concept was tested using scaled-down unit operations combined in a plug-and-play manner. Through the tested ISPR concept, it was possible to continuously feed the main substrate benzylacetone (BA) and extract the main product MPPA throughout the reaction, thereby overcoming the challenges of low substrate solubility and product inhibition. The tested ISPR concept achieved a product concentration of 26.5 g
MPPA · L-1 , a purity up to 70% gMPPA · gtot -1 and a recovery in the range of 80% mol · mol-1 of MPPA in 20 h, with the possibility to increase the concentration, purity, and recovery further. Biotechnol. Bioeng. 2017;114: 600-609. © 2016 Wiley Periodicals, Inc., (© 2016 Wiley Periodicals, Inc.)- Published
- 2017
- Full Text
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36. Bioinspired Multifunctional Membrane for Aquatic Micropollutants Removal.
- Author
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Cao X, Luo J, Woodley JM, and Wan Y
- Subjects
- Adsorption, Membranes, Artificial, Wastewater, Water Pollutants, Chemical, Water Purification, Filtration
- Abstract
Micropollutants present in water have many detrimental effects on the ecosystem. Membrane technology plays an important role in the removal of micropollutants, but there remain significant challenges such as concentration polarization, membrane fouling, and variable permeate quality. The work reported here uses a multifunctional membrane with rejection, adsorption, and catalysis functions to solve these problems. On the basis of mussel-inspired chemistry and biological membrane properties, a multifunctional membrane was prepared by applying "reverse filtration" of a laccase solution and subsequent "dopamine coating" on a nanofiltration (NF) membrane support, which was tested on bisphenol A (BPA) removal. Three NF membranes were chosen for the preparation of the multifunctional membranes on the basis of the membrane properties and enzyme immobilization efficiency. Compared with the pristine membrane, the multifunctional membrane exhibited significant improvement of BPA removal (78.21 ± 1.95%, 84.27 ± 7.30%, and 97.04 ± 0.33% for NT103, NF270, and NF90, respectively), all of which are clearly superior to the conventional Fenton treatment (55.0%) under similar conditions and comparable to soluble laccase coupled with NF270 membrane filtration (89.0%). The improvement would appear to be due to a combination of separation (reducing the enzymatic burden), adsorption (enriching the substrate concentration as well as prolonging the residence time), and lastly, catalysis (oxidizing the pollutants and breaking the "adsorption saturation limits"). Furthermore, the synergistic effect of the polydopamine (PDA) layer on the enzymatic oxidation of BPA was confirmed, which was due to its enhanced adsorption and electron transfer performance. The multifunctional membrane could be reused for at least seven cycles with an acceptable activity loss, demonstrating good potential for removal of micropollutants.
- Published
- 2016
- Full Text
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37. Enzymatic network for production of ether amines from alcohols.
- Author
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Palacio CM, Crismaru CG, Bartsch S, Navickas V, Ditrich K, Breuer M, Abu R, Woodley JM, Baldenius K, Wu B, and Janssen DB
- Subjects
- Alcohols chemistry, Amines analysis, Amines chemistry, Bacteria enzymology, Bacteria genetics, Bacterial Proteins metabolism, Biocatalysis, Ether analysis, Ether chemistry, Alcohol Dehydrogenase metabolism, Alcohols metabolism, Amines metabolism, Ether metabolism, Transaminases metabolism
- Abstract
We constructed an enzymatic network composed of three different enzymes for the synthesis of valuable ether amines. The enzymatic reactions are interconnected to catalyze the oxidation and subsequent transamination of the substrate and to provide cofactor recycling. This allows production of the desired ether amines from the corresponding ether alcohols with inorganic ammonium as the only additional substrate. To examine conversion, individual and overall reaction equilibria were established. Using these data, it was found that the experimentally observed conversions of up to 60% observed for reactions containing 10 mM alcohol and up to 280 mM ammonia corresponded well to predicted conversions. The results indicate that efficient amination can be driven by high concentrations of ammonia and may require improving enzyme robustness for scale-up. Biotechnol. Bioeng. 2016;113: 1853-1861. © 2016 Wiley Periodicals, Inc., (© 2016 Wiley Periodicals, Inc.)
- Published
- 2016
- Full Text
- View/download PDF
38. Scale-up of industrial biodiesel production to 40 m(3) using a liquid lipase formulation.
- Author
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Price J, Nordblad M, Martel HH, Chrabas B, Wang H, Nielsen PM, and Woodley JM
- Subjects
- Eurotiales enzymology, Industrial Microbiology, Batch Cell Culture Techniques methods, Biofuels, Bioreactors, Lipase metabolism
- Abstract
In this work, we demonstrate the scale-up from an 80 L fed-batch scale to 40 m(3) along with the design of a 4 m(3) continuous process for enzymatic biodiesel production catalyzed by NS-40116 (a liquid formulation of a modified Thermomyces lanuginosus lipase). Based on the analysis of actual pilot plant data for the transesterification of used cooking oil and brown grease, we propose a method applying first order integral analysis to fed-batch data based on either the bound glycerol or free fatty acid content in the oil. This method greatly simplifies the modeling process and gives an indication of the effect of mixing at the various scales (80 L to 40 m(3) ) along with the prediction of the residence time needed to reach a desired conversion in a CSTR. Suitable process metrics reflecting commercial performance such as the reaction time, enzyme efficiency, and reactor productivity were evaluated for both the fed-batch and CSTR cases. Given similar operating conditions, the CSTR operation on average, has a reaction time which is 1.3 times greater than the fed-batch operation. We also showed how the process metrics can be used to quickly estimate the selling price of the enzyme. Assuming a biodiesel selling price of 0.6 USD/kg and a one-time use of the enzyme (0.1% (w/woil ) enzyme dosage); the enzyme can then be sold for 30 USD/kg which ensures that that the enzyme cost is not more than 5% of the biodiesel revenue. Biotechnol. Bioeng. 2016;113: 1719-1728. © 2016 Wiley Periodicals, Inc., (© 2016 Wiley Periodicals, Inc.)
- Published
- 2016
- Full Text
- View/download PDF
39. Enzymatic pretreatment of low-grade oils for biodiesel production.
- Author
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Nordblad M, Pedersen AK, Rancke-Madsen A, and Woodley JM
- Subjects
- Biotransformation, Enzymes, Immobilized metabolism, Fatty Acids analysis, Fatty Acids, Monounsaturated, Fungal Proteins, Kinetics, Rapeseed Oil, Temperature, Biofuels, Fatty Acids metabolism, Lipase metabolism, Methanol metabolism, Plant Oils metabolism
- Abstract
The alkaline process for making biodiesel (fatty acid methyl esters, or FAME) is highly efficient at the transesterification of glycerides. However, its performance is poor when it comes to using oil that contain significant amounts of free fatty acids (FFA). The traditional approach to such feedstocks is to employ acid catalysis, which is slow and requires a large excess of methanol, or to evaporate FFA and convert that in a separate process. An attractive option would be to convert the FFA in oil feedstocks to FAME, before introducing it into the alkaline process. The high selectivity of enzyme catalysis makes it a suitable basis for such a pretreatment process. In this work, we present a characterization of the pretreatment of high-FFA rapeseed oil using immobilized Candida antarctica lipase B (Novozym 435), focused on the impact of initial FFA and methanol concentration. Based on experimental results, we have identified limitations for the process in terms of FFA concentration in the feedstock and make suggestions for process operation. It was found that, using 5% catalyst and 4% methanol at 35°C, the FFA concentration could be reduced to 0.5% within an hour for feedstock containing up to 15% FFA. Further, the reaction was observed to be under kinetic control, in that the biocatalyst converts FFA (and FAME) at a much higher rate than glyceride substrates. There is thus, both a minimum and a maximum reaction time for the process to achieve the desired concentration of FFA. Finally, an assessment of process stability in a continuous packed bed system indicates that as much as 15 m(3) oil could potentially be pretreated by 1 kg of biocatalyst at the given process conditions., (© 2015 Wiley Periodicals, Inc.)
- Published
- 2016
- Full Text
- View/download PDF
40. Measurement of oxygen transfer from air into organic solvents.
- Author
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Ramesh H, Mayr T, Hobisch M, Borisov S, Klimant I, Krühne U, and Woodley JM
- Abstract
Background: The use of non-aqueous organic media is becoming increasingly important in many biotechnological applications in order to achieve process intensification. Such media can be used, for example, to directly extract poorly water-soluble toxic products from fermentations. Likewise many biological reactions require the supply of oxygen, most normally from air. However, reliable online measurements of oxygen concentration in organic solvents (and hence oxygen transfer rates from air to the solvent) has to date proven impossible due to limitations in the current analytical methods., Results: For the first time, online oxygen measurements in non-aqueous media using a novel optical sensor are demonstrated. The sensor was used to measure oxygen concentration in various organic solvents including toluene, THF, isooctane, DMF, heptane and hexane (which have all been shown suitable for several biological applications). Subsequently, the oxygen transfer rates from air into these organic solvents were measured., Conclusion: The measurement of oxygen transfer rates from air into organic solvents using the dynamic method was established using the solvent resistant optical sensor. The feasibility of online oxygen measurements in organic solvents has also been demonstrated, paving the way for new opportunities in process control. © 2015 The Authors. Journal of Chemical Technology & Biotechnology published by JohnWiley & Sons Ltd on behalf of Society of Chemical Industry.
- Published
- 2016
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41. Process limitations of a whole-cell P450 catalyzed reaction using a CYP153A-CPR fusion construct expressed in Escherichia coli.
- Author
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Lundemo MT, Notonier S, Striedner G, Hauer B, and Woodley JM
- Subjects
- Bacillus megaterium genetics, Bacterial Proteins chemistry, Bacterial Proteins metabolism, Catalysis, Cytochrome P-450 Enzyme System chemistry, Cytochrome P-450 Enzyme System metabolism, Escherichia coli metabolism, Fatty Acids chemistry, Fatty Acids metabolism, Gene Expression, Kinetics, Marinobacter genetics, Protein Structure, Tertiary, Recombinant Fusion Proteins chemistry, Recombinant Fusion Proteins genetics, Recombinant Fusion Proteins metabolism, Bacillus megaterium enzymology, Bacterial Proteins genetics, Cytochrome P-450 Enzyme System genetics, Escherichia coli genetics, Marinobacter enzymology
- Abstract
Cytochrome P450s are interesting biocatalysts due to their ability to hydroxylate non-activated hydrocarbons in a selective manner. However, to date only a few P450-catalyzed processes have been implemented in industry due to the difficulty of developing economically feasible processes. In this study, we have used the CYP153A heme domain from Marinobacter aquaeolei fused to the reductase domain of CYP102A1 from Bacillus megaterium (BM3) expressed in Escherichia coli. This self-sufficient protein chimera CYP153A-CPRBM3 G307A mutant is able to selectively hydroxylate medium and long chain length fatty acids at the terminal position. ω-Hydroxylated fatty acids can be used in the field of high-end polymers and in the cosmetic and fragrance industry. Here, we have identified the limitations for implementation of a whole-cell P450-catalyzed reaction by characterizing the chosen biocatalyst as well as the reaction system. Despite a well-studied whole-cell P450 catalyst, low activity and poor stability of the artificial fusion construct are the main identified limitations to reach sufficient biocatalyst yield (mass of product/mass of biocatalyst) and space-time yield (volumetric productivity) essential for an economically feasible process. Substrate and product inhibition are also challenges that need to be addressed, and the application of solid substrate is shown to be a promising option to improve the process.
- Published
- 2016
- Full Text
- View/download PDF
42. The effect of cultivation media and washing whole-cell biocatalysts on monoamine oxidase catalyzed oxidative desymmetrization of 3-azabicyclo[3,3,0]octane.
- Author
-
Ramesh H, Zajkoska P, Rebroš M, and Woodley JM
- Subjects
- Biocatalysis, Culture Media, Escherichia coli growth & development, Escherichia coli metabolism, Fermentation, Industrial Microbiology, Kinetics, Oxidation-Reduction, Recombinant Proteins metabolism, Aza Compounds chemistry, Aza Compounds metabolism, Azabicyclo Compounds chemistry, Azabicyclo Compounds metabolism, Monoamine Oxidase metabolism, Octanes chemistry, Octanes metabolism
- Abstract
It is well known that washing whole-cells containing enzyme activities after fermentation, but prior to biocatalysis can improve their activity in the subsequent reaction. In this paper, we quantify the impact of both the fermentation media and cell washing on the performance of whole-cell biocatalysis. The results are illustrated using a recombinant monoamine oxidase (expressed in Escherichia coli, used in resting state) for the oxidative desymmetrization of 3-azabicyclo[3,3,0]octane. It was shown that the need for washing biocatalyst prior to use in a reaction is dependent upon growth medium. Unlike cells grown in LB medium, washing of the cells was essential for cells grown on TB medium. With TB media, washing the cells improved the final conversion by approximately a factor of two. Additionally, over 50-fold improvement was achieved in initial activity. A potential reason for this improvement in activity was identified to be the increase in transfer of substrates across the cell membrane as a result of cell washing., (Copyright © 2015 Elsevier Inc. All rights reserved.)
- Published
- 2016
- Full Text
- View/download PDF
43. Rules for biocatalyst and reaction engineering to implement effective, NAD(P)H-dependent, whole cell bioreductions.
- Author
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Kratzer R, Woodley JM, and Nidetzky B
- Subjects
- Escherichia coli chemistry, Escherichia coli genetics, Ketones chemistry, NADP chemistry, Oxidation-Reduction, Oxidoreductases genetics, Substrate Specificity, omega-Chloroacetophenone chemistry, Alcohols chemistry, Biocatalysis, Metabolic Engineering, Oxidoreductases chemistry
- Abstract
Access to chiral alcohols of high optical purity is today frequently provided by the enzymatic reduction of precursor ketones. However, bioreductions are complicated by the need for reducing equivalents in the form of NAD(P)H. The high price and molecular weight of NAD(P)H necessitate in situ recycling of catalytic quantities, which is mostly accomplished by enzymatic oxidation of a cheap co-substrate. The coupled oxidoreduction can be either performed by free enzymes in solution or by whole cells. Reductase selection, the decision between cell-free and whole cell reduction system, coenzyme recycling mode and reaction conditions represent design options that strongly affect bioreduction efficiency. In this paper, each option was critically scrutinized and decision rules formulated based on well-described literature examples. The development chain was visualized as a decision-tree that can be used to identify the most promising route towards the production of a specific chiral alcohol. General methods, applications and bottlenecks in the set-up are presented and key experiments required to "test" for decision-making attributes are defined. The reduction of o-chloroacetophenone to (S)-1-(2-chlorophenyl)ethanol was used as one example to demonstrate all the development steps. Detailed analysis of reported large scale bioreductions identified product isolation as a major bottleneck in process design., (Copyright © 2015. Published by Elsevier Inc.)
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- 2015
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44. Microscale technology and biocatalytic processes: opportunities and challenges for synthesis.
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Wohlgemuth R, Plazl I, Žnidaršič-Plazl P, Gernaey KV, and Woodley JM
- Subjects
- Biotechnology instrumentation, Biotechnology methods, Green Chemistry Technology methods, Microfluidics, Models, Theoretical, Biocatalysis, Biotechnology trends, Green Chemistry Technology trends, Lab-On-A-Chip Devices
- Abstract
Despite the expanding presence of microscale technology in chemical synthesis and energy production as well as in biomedical devices and analytical and diagnostic tools, its potential in biocatalytic processes for pharmaceutical and fine chemicals, as well as related industries, has not yet been fully exploited. The aim of this review is to shed light on the strategic advantages of this promising technology for the development and realization of biocatalytic processes and subsequent product recovery steps, demonstrated with examples from the literature. Constraints, opportunities, and the future outlook for the implementation of these key green engineering methods and the role of supporting tools such as mathematical models to establish sustainable production processes are discussed., (Copyright © 2015 Elsevier Ltd. All rights reserved.)
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- 2015
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45. Process development for the production of 15β-hydroxycyproterone acetate using Bacillus megaterium expressing CYP106A2 as whole-cell biocatalyst.
- Author
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Kiss FM, Lundemo MT, Zapp J, Woodley JM, and Bernhardt R
- Subjects
- 2-Hydroxypropyl-beta-cyclodextrin, Bacterial Proteins genetics, Biocatalysis, Cyproterone Acetate chemistry, Cytochrome P-450 Enzyme System genetics, Humans, Kinetics, Magnetic Resonance Spectroscopy, Recombinant Proteins biosynthesis, Recombinant Proteins genetics, Recombinant Proteins isolation & purification, Stereoisomerism, Substrate Specificity, beta-Cyclodextrins metabolism, Bacillus megaterium metabolism, Bacterial Proteins metabolism, Cyproterone Acetate metabolism, Cytochrome P-450 Enzyme System metabolism
- Abstract
Background: CYP106A2 from Bacillus megaterium ATCC 13368 was first identified as a regio- and stereoselective 15β-hydroxylase of 3-oxo-∆4-steroids. Recently, it was shown that besides 3-oxo-∆4-steroids, 3-hydroxy-∆5-steroids as well as di- and triterpenes can also serve as substrates for this biocatalyst. It is highly selective towards the 15β position, but the 6β, 7α/β, 9α, 11α and 15α positions have also been described as targets for hydroxylation. Based on the broad substrate spectrum and hydroxylating capacity, it is an excellent candidate for the production of human drug metabolites and drug precursors., Results: In this work, we demonstrate the conversion of a synthetic testosterone derivative, cyproterone acetate, by CYP106A2 under in vitro and in vivo conditions. Using a Bacillus megaterium whole-cell system overexpressing CYP106A2, sufficient amounts of product for structure elucidation by nuclear magnetic resonance spectroscopy were obtained. The product was characterized as 15β-hydroxycyproterone acetate, the main human metabolite. Since the product is of pharmaceutical interest, our aim was to intensify the process by increasing the substrate concentration and to scale-up the reaction from shake flasks to bioreactors to demonstrate an efficient, yet green and cost-effective production. Using a bench-top bioreactor and the recombinant Bacillus megaterium system, both a fermentation and a transformation process were successfully implemented. To improve the yield and product titers for future industrial application, the main bottlenecks of the reaction were addressed. Using 2-hydroxypropyl-β-cyclodextrin, an effective bioconversion of 98% was achieved using 1 mM substrate concentration, corresponding to a product formation of 0.43 g/L, at a 400 mL scale., Conclusions: Here we describe the successful scale-up of cyproterone acetate conversion from shake flasks to bioreactors, using the CYP106A2 enzyme in a whole-cell system. The substrate was converted to its main human metabolite, 15β-hydroxycyproterone acetate, a highly interesting drug candidate, due to its retained antiandrogen activity but significantly lower progestogen properties than the mother compound. Optimization of the process led to an improvement from 55% to 98% overall conversion, with a product formation of 0.43 g/L, approaching industrial process requirements and a future large-scale application.
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- 2015
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46. Real-time model based process monitoring of enzymatic biodiesel production.
- Author
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Price J, Nordblad M, Woodley JM, and Huusom JK
- Subjects
- Lipids biosynthesis, Algorithms, Biofuels, Biotechnology methods, Computer Simulation, Enzymes metabolism
- Abstract
In this contribution we extend our modelling work on the enzymatic production of biodiesel where we demonstrate the application of a Continuous-Discrete Extended Kalman Filter (a state estimator). The state estimator is used to correct for mismatch between the process data and the process model for Fed-batch production of biodiesel. For the three process runs investigated, using a single tuning parameter, qx = 2 × 10(-2) which represents the uncertainty in the process model, it was possible over the entire course of the reaction to reduce the overall mean and standard deviation of the error between the model and the process data for all of the five measured components (triglycerides, diglycerides, monoglycerides, fatty acid methyl esters, and free fatty acid). The most significant reduction for the three process runs, were for the monoglyceride and free fatty acid concentration. For those components, there was over a ten-fold decrease in the overall mean error for the state estimator prediction compared with the predictions from the pure model simulations. It is also shown that the state estimator can be used as a tool for detection of outliers in the measurement data. For the enzymatic biodiesel process, given the infrequent and sometimes uncertain measurements obtained we see the use of the Continuous-Discrete Extended Kalman Filter as a viable tool for real time process monitoring., (© 2014 American Institute of Chemical Engineers.)
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- 2015
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47. Guidelines for development and implementation of biocatalytic P450 processes.
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Lundemo MT and Woodley JM
- Subjects
- Bioreactors, Fermentation, Hydroxylation, Protein Engineering, Substrate Specificity, Biocatalysis, Cytochrome P-450 Enzyme System metabolism
- Abstract
Biocatalytic reactions performed by cytochrome P450 monooxygenases are interesting in pharmaceutical research since they are involved in human drug metabolism. Furthermore, they are potentially interesting as biocatalysts for synthetic chemistry because of the exquisite selectivity of the chemistry they undertake. For example, selective hydroxylation can be undertaken on a highly functionalized molecule without the need for functional group protection. Recent progress in the discovery of novel P450s as well as protein engineering of these enzymes strongly encourages further development of their application, including use in synthetic processes. The biological characteristics of P450s (e.g., cofactor dependence) motivate the use of whole-cell systems for synthetic processes, and those processes implemented in industry are so far dominated by growing cells and native host systems. However, for an economically feasible process, the expression of P450 systems in a heterologous host with sufficient biocatalyst yield (g/g cdw) for non-growing systems or space-time yield (g/L/h) for growing systems remains a major challenge. This review summarizes the opportunities to improve P450 whole-cell processes and strategies in order to apply and implement them in industrial processes, both from a biological and process perspective. Indeed, a combined approach of host selection and cell engineering, integrated with process engineering, is suggested as the most effective route to implementation.
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- 2015
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48. Introducing an in situ capping strategy in systems biocatalysis to access 6-aminohexanoic acid.
- Author
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Sattler JH, Fuchs M, Mutti FG, Grischek B, Engel P, Pfeffer J, Woodley JM, and Kroutil W
- Subjects
- Aminocaproic Acid chemistry, Animals, Biocatalysis, Cyclohexanols chemistry, Esterases chemistry, Horses, Liver enzymology, Molecular Structure, Aminocaproic Acid metabolism, Cyclohexanols metabolism, Esterases metabolism
- Abstract
The combination of two cofactor self-sufficient biocatalytic cascade modules allowed the successful transformation of cyclohexanol into the nylon-6 monomer 6-aminohexanoic acid at the expense of only oxygen and ammonia. A hitherto unprecedented carboxylic acid capping strategy was introduced to minimize the formation of the dead-end intermediate 6-hydroxyhexanoic acid. For this purpose, the precursor ε-caprolactone was converted in aqueous medium in the presence of methanol into the corresponding methyl ester instead of the acid. Hence, it was shown for the first time that esterases--specifically horse liver esterase--can perform the selective ring-opening of ε-caprolactone with a clear preference for methanol over water as the nucleophile., (© 2014 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.)
- Published
- 2014
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49. Identification of critical parameters in liquid enzyme-catalyzed biodiesel production.
- Author
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Nordblad M, Silva VT, Nielsen PM, and Woodley JM
- Subjects
- Catalysis, Esterification, Fatty Acids metabolism, Methanol, Temperature, Water, Biofuels, Bioreactors, Enzymes, Immobilized metabolism, Lipase metabolism
- Abstract
Callera™ Trans L, a liquid formulation of Thermomyces lanuginosus lipase, has recently shown great promise as a cost-efficient catalyst for methanolysis of triglyceride substrates, specifically in the BioFAME process. However, identifying the right combination of temperature and concentrations of catalyst, water and methanol to realize the full potential of the reaction system has remained a challenge. This study presents an investigation of the impact of temperature, enzyme and water concentration on the reaction, as well as the effect of methanol feed rate for the conversion of rapeseed oil in a fed-batch reaction system. It was observed that the reaction can be divided into two distinct parts. The first part of the reaction, during which primarily tri- and diglycerides are converted, proceeded at a high rate and thus required a high rate of methanol supply. The second part of the reaction, where the remaining di- and monoglycerides are converted, proceeded at a much lower rate. Consequently, it is necessary to reduce the methanol feed rate during the latter part of the reaction to avoid inhibition or even inactivation of the enzyme. Since the second part of the reaction occupied most of the 24-h reaction time, it was concluded that this is the part of the process where further development efforts should be targeted. This point was demonstrated by partially substituting the catalyst with a lipase with a different specificity, which enhanced the performance during the second phase of the reaction., (© 2014 Wiley Periodicals, Inc.)
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- 2014
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50. Mechanistic modeling of biodiesel production using a liquid lipase formulation.
- Author
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Price J, Hofmann B, Silva VT, Nordblad M, Woodley JM, and Huusom JK
- Subjects
- Esterification, Fatty Acids, Monounsaturated, Kinetics, Methanol, Monte Carlo Method, Plant Oils chemistry, Plant Oils metabolism, Rapeseed Oil, Reproducibility of Results, Biofuels, Bioreactors, Enzymes, Immobilized chemistry, Enzymes, Immobilized metabolism, Lipase chemistry, Lipase metabolism, Models, Biological
- Abstract
In this article, a kinetic model for the enzymatic transesterification of rapeseed oil with methanol using Callera™ Trans L (a liquid formulation of a modified Thermomyces lanuginosus lipase) was developed from first principles. We base the model formulation on a Ping-Pong Bi-Bi mechanism. Methanol inhibition, along with the interfacial and bulk concentrations of the enzyme was also modeled. The model was developed to describe the effect of different oil compositions, as well as different water, enzyme, and methanol concentrations, which are relevant conditions needed for process evaluation, with respect to the industrial production of biodiesel. The developed kinetic model, coupled with a mass balance of the system, was fitted to and validated on experimental results for the fed-batch transesterification of rapeseed oil. The confidence intervals of the parameter estimates, along with the identifiability of the model parameters were presented. The predictive capability of the model was tested for a case using 0.5% (wt. Enzyme/wt. Oil), 0.5% (wt. Water /wt. Oil) and feeding 1.5 times the stoichiometric amount of methanol in total over 24 h. For this case, an optimized methanol feeding profile that constrains the amount of methanol in the reactor was computed and the predictions experimentally validated. Monte-Carlo simulations were then used to characterize the effect of the parameter uncertainty on the model outputs, giving a biodiesel yield, based on the mass of oil, of 90.8 ± 0.55 mass %., (© 2014 American Institute of Chemical Engineers.)
- Published
- 2014
- Full Text
- View/download PDF
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