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1.
Metab Eng ; 62: 186-197, 2020 11.
Article in English | MEDLINE | ID: mdl-32827703

ABSTRACT

Microbial metabolism can be harnessed to produce a broad range of industrially important chemicals. Often, three key process variables: Titer, Rate and Yield (TRY) are the target of metabolic engineering efforts to improve microbial hosts toward industrial production. Previous research into improving the TRY metrics have examined the efficacy of having distinct growth and production stages to achieve enhanced productivity. However, these studies assumed a switch from a maximum growth to a maximum production phenotype. Hence, phenotypes with intermediate growth and chemical production in each of the growth and production stages of two-stage processes are yet to be explored. The impact of reduced growth rates on substrate uptake adds to the need for intelligent choice of operating points while designing two-stage processes. In this work, we develop a computational framework that scans the phenotypic space of microbial metabolism to identify ideal growth and production phenotypic targets, to achieve optimal TRY targets. Using this framework, with Escherichia coli as a model organism, we compare two-stage processes that use dynamic pathway regulation, with one-stage processes that use static intervention strategies, for different bioprocess objectives. Our results indicate that two-stage processes with intermediate growth during the production stage always result in optimal TRY values even in cases where substrate uptake is limited due to reduced growth during chemical production. By analyzing the flux distributions for the production enhancing strategies, we identify key reactions and reaction subsystems that require perturbation to achieve a production phenotype for a wide range of metabolites in E. coli. Interestingly, flux perturbations that increase phosphoenolpyruvate and NADPH availability are enriched among these production phenotypes. Furthermore, reactions in the pentose phosphate pathway emerge as key control nodes that function together to increase the availability of precursors to most products in E. coli. The inherently modular nature of microbial metabolism results in common reactions and reaction subsystems that need to be regulated to modify microbes from their target of growth to the production of a diverse range of metabolites. Due to the presence of these common patterns in the flux perturbations, we propose the possibility of a universal production strain.


Subject(s)
Escherichia coli , Metabolic Engineering , Escherichia coli/genetics , Escherichia coli/metabolism , NADP/metabolism , Pentose Phosphate Pathway
2.
J Ind Microbiol Biotechnol ; 47(11): 913-927, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32743733

ABSTRACT

While design and high-throughput build approaches in biotechnology have increasingly gained attention over the past decade, approaches to test strain performance in high-throughput have received less discussion in the literature. Here, we describe how fermentation characterization can be used to improve the overall efficiency of high-throughput DBTAL (design-build-test-analyze-learn) cycles in an industrial context. Fermentation characterization comprises an in-depth study of strain performance in a bioreactor setting and involves semi-frequent sampling and analytical measurement of substrates, cell densities and viabilities, and (by)products. We describe how fermentation characterization can be used to (1) improve (high-throughput) strain design approaches; (2) enable the development of bench-scale fermentation processes compatible with a wide diversity of strains; and (3) inform the development of high-throughput plate-based strain testing procedures for improved performance at larger scales.


Subject(s)
Bioreactors , Fermentation , Biotechnology/methods , Industrial Microbiology/methods
3.
Sheng Wu Gong Cheng Xue Bao ; 35(10): 2014-2024, 2019 Oct 25.
Article in Chinese | MEDLINE | ID: mdl-31668045

ABSTRACT

Industrial bioprocess is a complex systematic process and bio-manufacturing can be realized on the basis of understanding the metabolism process of living cells. In this article, the multi-scale optimization principle and practice of industrial fermentation process are reviewed, including multi-scale optimizing theory and equipment, on-line sensing technology for cellular macroscopic metabolism, and correlated analysis of physiological parameters. Furthermore, intelligent control of industrial bioprocess is further addressed, in terms of new sensing technology for intracellular physiological metabolism, big database establishment and data depth calculation, intelligent decision.


Subject(s)
Bioreactors , Biotechnology , Fermentation , Industrial Microbiology
4.
Chinese Journal of Biotechnology ; (12): 2014-2024, 2019.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-771736

ABSTRACT

Industrial bioprocess is a complex systematic process and bio-manufacturing can be realized on the basis of understanding the metabolism process of living cells. In this article, the multi-scale optimization principle and practice of industrial fermentation process are reviewed, including multi-scale optimizing theory and equipment, on-line sensing technology for cellular macroscopic metabolism, and correlated analysis of physiological parameters. Furthermore, intelligent control of industrial bioprocess is further addressed, in terms of new sensing technology for intracellular physiological metabolism, big database establishment and data depth calculation, intelligent decision.


Subject(s)
Bioreactors , Biotechnology , Fermentation , Industrial Microbiology
5.
Biotechnol J ; 11(5): 603-9, 2016 May.
Article in English | MEDLINE | ID: mdl-26766142

ABSTRACT

Extracellular vesicles (EVs) are membrane vesicles that are produced by cells to be released into their microenvironment. In this study, we present the EV concentration as a new factor for optimization of industrial bioprocess control. The release of EVs depends on many cell properties, including cell activation and stress status, and cell death. Therefore, the EV concentration might provide a readout for identification of the cell state and the conditions during a bioprocess. Our data show that the EV concentration increased during the bioprocess, which indicated deteriorating conditions in the bioreactor. This increase in EV concentration in the fermentation broth was the consequence of two different processes: cell activation, and cell death. However, the release of EVs from activated living cells had a much weaker impact on EV concentration in the bioreactor than those released during cell death. EVs and cells in the bioprocess environment were quantified by flow cytometry. The most accurate data were obtained directly from unprocessed samples, making the monitoring of the EV concentration a rapid, easy, and cheap method. These EV concentrations reflect the conditions in the bioreactor and provide new information regarding the state of the bioprocess. Therefore, we suggest EV concentration as a new and important parameter for the monitoring of industrial bioprocesses.


Subject(s)
Antibodies, Monoclonal/analysis , Batch Cell Culture Techniques/instrumentation , Extracellular Vesicles/metabolism , Animals , Batch Cell Culture Techniques/methods , Bioreactors , CHO Cells , Cell Proliferation , Cell Survival , Cellular Microenvironment , Cricetulus , Flow Cytometry
6.
Biotechnol J ; 11(5): 642-7, 2016 May.
Article in English | MEDLINE | ID: mdl-26762794

ABSTRACT

The application of Candida antarctica lipase B in enzyme-catalyzed synthesis of aromatic-aliphatic oligoesters is here reported. The aim of the present study is to systematically investigate the most favorable conditions for the enzyme catalyzed synthesis of aromatic-aliphatic oligomers using commercially available monomers. Reaction conditions and enzyme selectivity for polymerization of various commercially available monomers were considered using different inactivated/activated aromatic monomers combined with linear polyols ranging from C2 to C12 . The effect of various reaction solvents in enzymatic polymerization was assessed and toluene allowed to achieve the highest conversions for the reaction of dimethyl isophthalate with 1,4-butanediol and with 1,10-decanediol (88 and 87% monomer conversion respectively). Mw as high as 1512 Da was obtained from the reaction of dimethyl isophthalate with 1,10-decanediol. The obtained oligomers have potential applications as raw materials in personal and home care formulations, for the production of aliphatic-aromatic block co-polymers or can be further functionalized with various moieties for a subsequent photo- or radical polymerization.


Subject(s)
Alcohols/chemistry , Fungal Proteins/metabolism , Lipase/metabolism , Phthalic Acids/chemistry , Polyesters/chemical synthesis , Biocatalysis , Butylene Glycols/chemistry , Enzymes, Immobilized/chemistry , Enzymes, Immobilized/metabolism , Fatty Alcohols/chemistry , Fungal Proteins/chemistry , Lipase/chemistry , Models, Molecular , Polyesters/chemistry , Polymerization , Polymers/chemistry , Toluene/chemistry
7.
Trends Biotechnol ; 32(6): 304-11, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24810040

ABSTRACT

Taxol® (generic name paclitaxel) represents one of the most clinically valuable natural products known to mankind in the recent past. More than two decades have elapsed since the notable discovery of the first Taxol®-producing endophytic fungus, which was followed by a plethora of reports on other endophytes possessing similar biosynthetic potential. However, industrial-scale Taxol® production using fungal endophytes, although seemingly promising, has not seen the light of the day. In this opinion article, we embark on the current state of knowledge on Taxol® biosynthesis focusing on the chemical ecology of its producers, and ask whether it is actually possible to produce Taxol® using endophyte biotechnology. The key problems that have prevented the exploitation of potent endophytic fungi by industrial bioprocesses for sustained production of Taxol® are discussed.


Subject(s)
Biotechnology/methods , Endophytes/metabolism , Fungi/metabolism , Industrial Microbiology/methods , Paclitaxel/biosynthesis , Technology, Pharmaceutical/methods
8.
Trends Biotechnol ; 32(6): 297-303, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24703621

ABSTRACT

The potential of endophytes, particularly endophytic fungi, capable of demonstrating desirable functional traits worth exploitation using red biotechnology is well established. However, these discoveries have not yet translated into industrial bioprocesses for commercial production of biopharmaceuticals using fungal endophytes. Here, we define the current challenges in transforming curiosity driven discoveries into industrial scale endophyte biotechnology. The possible practical, feasible, and sustainable strategies that can lead to harnessing fungal endophyte-mediated pharmaceutical products are discussed.


Subject(s)
Biotechnology/methods , Endophytes/physiology , Fungi/physiology , Industrial Microbiology/methods , Plants/microbiology , Symbiosis , Technology, Pharmaceutical/methods
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