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Chou KJ, Croft T, Hebdon SD, Magnusson LR, Xiong W, Reyes LH, Chen X, Miller EJ, Riley DM, Dupuis S, Laramore KA, Keller LM, Winkelman D, Maness PC. Engineering the cellulolytic bacterium, Clostridium thermocellum, to co-utilize hemicellulose. Metab Eng 2024; 83:193-205. [PMID: 38631458 DOI: 10.1016/j.ymben.2024.03.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 03/15/2024] [Accepted: 03/29/2024] [Indexed: 04/19/2024]
Abstract
Consolidated bioprocessing (CBP) of lignocellulosic biomass holds promise to realize economic production of second-generation biofuels/chemicals, and Clostridium thermocellum is a leading candidate for CBP due to it being one of the fastest degraders of crystalline cellulose and lignocellulosic biomass. However, CBP by C. thermocellum is approached with co-cultures, because C. thermocellum does not utilize hemicellulose. When compared with a single-species fermentation, the co-culture system introduces unnecessary process complexity that may compromise process robustness. In this study, we engineered C. thermocellum to co-utilize hemicellulose without the need for co-culture. By evolving our previously engineered xylose-utilizing strain in xylose, an evolved clonal isolate (KJC19-9) was obtained and showed improved specific growth rate on xylose by ∼3-fold and displayed comparable growth to a minimally engineered strain grown on the bacteria's naturally preferred substrate, cellobiose. To enable full xylan deconstruction to xylose, we recombinantly expressed three different β-xylosidase enzymes originating from Thermoanaerobacterium saccharolyticum into KJC19-9 and demonstrated growth on xylan with one of the enzymes. This recombinant strain was capable of co-utilizing cellulose and xylan simultaneously, and we integrated the β-xylosidase gene into the KJC19-9 genome, creating the KJCBXint strain. The strain, KJC19-9, consumed monomeric xylose but accumulated xylobiose when grown on pretreated corn stover, whereas the final KJCBXint strain showed significantly greater deconstruction of xylan and xylobiose. This is the first reported C. thermocellum strain capable of degrading and assimilating hemicellulose polysaccharide while retaining its cellulolytic capabilities, unlocking significant potential for CBP in advancing the bioeconomy.
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Affiliation(s)
- Katherine J Chou
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA.
| | - Trevor Croft
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Skyler D Hebdon
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Lauren R Magnusson
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Wei Xiong
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Luis H Reyes
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA; Grupo de Diseño de Productos y Procesos, Department of Chemical and Food Engineering, Universidad de los Andes, Bogotá, Colombia
| | - Xiaowen Chen
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Emily J Miller
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Danielle M Riley
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Sunnyjoy Dupuis
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Kathrin A Laramore
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Lisa M Keller
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Dirk Winkelman
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
| | - Pin-Ching Maness
- Biosciences Center, National Renewable Energy Laboratory, Golden, CO, 80228, USA
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Cao L, Lin M, Ning J, Meng X, Pu X, Zhang R, Wu Q, Huang Z, Zhou J. Critical Roles of Acidic Residues in Loop Regions of the Structural Surface for the Salt Tolerance of a GH39 β-d-Xylosidase. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:5805-5815. [PMID: 38451212 DOI: 10.1021/acs.jafc.3c07957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/08/2024]
Abstract
Xylan is the main component of hemicellulose. Complete hydrolysis of xylan requires synergistically acting xylanases, such as β-d-xylosidases. Salt-tolerant β-d-xylosidases have significant application benefits, but few reports have explored the critical amino acids affecting the salt tolerance of xylosidases. Herein, the site-directed mutation was used to demonstrate that negative electrostatic potentials generated by 19 acidic residues in the loop regions of the structural surface positively correlated with the improved salt tolerance of GH39 β-d-xylosidase JB13GH39P28. These mutants showed reduced negative potentials on structural surfaces as well as a 13-43% decrease in stability in 3.0-30.0% (w/v) NaCl. Six key residue sites, D201, D259, D297, D377, D395, and D474, were confirmed to influence both the stability and activity of GH39 β-d-xylosidase. The activity of the GH39 β-d-xylosidase was found promoting by SO42- and inhibiting by NO3-. Values of Km and Kcat/Km decreased aggravatedly in 30.0% (w/v) NaCl when mutation operated on residues E179 and D182 in the loop regions of the catalytic domain. Taken together, mutation on acidic residues in loop regions from catalytic and noncatalytic domains may cause the deformation of catalytic pocket and aggregation of protein particles then decrease the stability, binding affinity, and catalytic efficiency of the β-d-xylosidase.
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Affiliation(s)
- Lijuan Cao
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Mingyue Lin
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Juan Ning
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Xin Meng
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Xiong Pu
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Rui Zhang
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education, Yunnan Normal University, Kunming 650500, People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment, Kunming, Yunnan 650500, People's Republic of China
- Key Laboratory of Yunnan Provincial Education Department for Plateau Characteristic Food Enzymes, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Qian Wu
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education, Yunnan Normal University, Kunming 650500, People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment, Kunming, Yunnan 650500, People's Republic of China
- Key Laboratory of Yunnan Provincial Education Department for Plateau Characteristic Food Enzymes, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Zunxi Huang
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education, Yunnan Normal University, Kunming 650500, People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment, Kunming, Yunnan 650500, People's Republic of China
- Key Laboratory of Yunnan Provincial Education Department for Plateau Characteristic Food Enzymes, Yunnan Normal University, Kunming 650500, People's Republic of China
| | - Junpei Zhou
- College of Life Sciences, Yunnan Normal University, Kunming 650500, People's Republic of China
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education, Yunnan Normal University, Kunming 650500, People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment, Kunming, Yunnan 650500, People's Republic of China
- Key Laboratory of Yunnan Provincial Education Department for Plateau Characteristic Food Enzymes, Yunnan Normal University, Kunming 650500, People's Republic of China
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3
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Zhang K, Zhao W, Rodionov DA, Rubinstein GM, Nguyen DN, Tanwee TNN, Crosby J, Bing RG, Kelly RM, Adams MWW, Zhang Y. Genome-Scale Metabolic Model of Caldicellulosiruptor bescii Reveals Optimal Metabolic Engineering Strategies for Bio-based Chemical Production. mSystems 2021; 6:e0135120. [PMID: 34060912 PMCID: PMC8269263 DOI: 10.1128/msystems.01351-20] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 05/04/2021] [Indexed: 12/03/2022] Open
Abstract
Metabolic modeling was used to examine potential bottlenecks that could be encountered for metabolic engineering of the cellulolytic extreme thermophile Caldicellulosiruptor bescii to produce bio-based chemicals from plant biomass. The model utilizes subsystems-based genome annotation, targeted reconstruction of carbohydrate utilization pathways, and biochemical and physiological experimental validations. Specifically, carbohydrate transport and utilization pathways involving 160 genes and their corresponding functions were incorporated, representing the utilization of C5/C6 monosaccharides, disaccharides, and polysaccharides such as cellulose and xylan. To illustrate its utility, the model predicted that optimal production from biomass-based sugars of the model product, ethanol, was driven by ATP production, redox balancing, and proton translocation, mediated through the interplay of an ATP synthase, a membrane-bound hydrogenase, a bifurcating hydrogenase, and a bifurcating NAD- and NADP-dependent oxidoreductase. These mechanistic insights guided the design and optimization of new engineering strategies for product optimization, which were subsequently tested in the C. bescii model, showing a nearly 2-fold increase in ethanol yields. The C. bescii model provides a useful platform for investigating the potential redox controls that mediate the carbon and energy flows in metabolism and sets the stage for future design of engineering strategies aiming at optimizing the production of ethanol and other bio-based chemicals. IMPORTANCE The extremely thermophilic cellulolytic bacterium, Caldicellulosiruptor bescii, degrades plant biomass at high temperatures without any pretreatments and can serve as a strategic platform for industrial applications. The metabolic engineering of C. bescii, however, faces potential bottlenecks in bio-based chemical productions. By simulating the optimal ethanol production, a complex interplay between redox balancing and the carbon and energy flow was revealed using a C. bescii genome-scale metabolic model. New engineering strategies were designed based on an improved mechanistic understanding of the C. bescii metabolism, and the new designs were modeled under different genetic backgrounds to identify optimal strategies. The C. bescii model provided useful insights into the metabolic controls of this organism thereby opening up prospects for optimizing production of a wide range of bio-based chemicals.
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Affiliation(s)
- Ke Zhang
- Department of Cell and Molecular Biology, College of the Environment and Life Sciences, University of Rhode Island, Kingston, Rhode Island, USA
| | - Weishu Zhao
- Department of Cell and Molecular Biology, College of the Environment and Life Sciences, University of Rhode Island, Kingston, Rhode Island, USA
| | - Dmitry A. Rodionov
- Sanford-Burnham-Prebys Medical Discovery Institute, La Jolla, California, USA
- A.A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, Russia
| | - Gabriel M. Rubinstein
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, Georgia, USA
| | - Diep N. Nguyen
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, Georgia, USA
| | - Tania N. N. Tanwee
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, Georgia, USA
| | - James Crosby
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Ryan G. Bing
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Robert M. Kelly
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Michael W. W. Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, Georgia, USA
| | - Ying Zhang
- Department of Cell and Molecular Biology, College of the Environment and Life Sciences, University of Rhode Island, Kingston, Rhode Island, USA
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Bing RG, Sulis DB, Wang JP, Adams MW, Kelly RM. Thermophilic microbial deconstruction and conversion of natural and transgenic lignocellulose. ENVIRONMENTAL MICROBIOLOGY REPORTS 2021; 13:272-293. [PMID: 33684253 PMCID: PMC10519370 DOI: 10.1111/1758-2229.12943] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 02/25/2021] [Accepted: 02/28/2021] [Indexed: 06/12/2023]
Abstract
The potential to convert renewable plant biomasses into fuels and chemicals by microbial processes presents an attractive, less environmentally intense alternative to conventional routes based on fossil fuels. This would best be done with microbes that natively deconstruct lignocellulose and concomitantly form industrially relevant products, but these two physiological and metabolic features are rarely and simultaneously observed in nature. Genetic modification of both plant feedstocks and microbes can be used to increase lignocellulose deconstruction capability and generate industrially relevant products. Separate efforts on plants and microbes are ongoing, but these studies lack a focus on optimal, complementary combinations of these disparate biological systems to obtain a convergent technology. Improving genetic tools for plants have given rise to the generation of low-lignin lines that are more readily solubilized by microorganisms. Most focus on the microbiological front has involved thermophilic bacteria from the genera Caldicellulosiruptor and Clostridium, given their capacity to degrade lignocellulose and to form bio-products through metabolic engineering strategies enabled by ever-improving molecular genetics tools. Bioengineering plant properties to better fit the deconstruction capabilities of candidate consolidated bioprocessing microorganisms has potential to achieve the efficient lignocellulose deconstruction needed for industrial relevance.
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Affiliation(s)
- Ryan G. Bing
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695
| | - Daniel B. Sulis
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, NC 27695
| | - Jack P. Wang
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, NC 27695
| | - Michael W.W. Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, Georgia 30602
| | - Robert M. Kelly
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695
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Bretagne D, Pâris A, de Vaumas R, Lafite P, Daniellou R. Crystal structure of Dictyoglomus thermophilum β-d-xylosidase DtXyl unravels the structural determinants for efficient notoginsenoside R1 hydrolysis. Biochimie 2020; 181:34-41. [PMID: 33242495 DOI: 10.1016/j.biochi.2020.11.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 11/12/2020] [Accepted: 11/19/2020] [Indexed: 01/13/2023]
Abstract
Dictyoglomus thermophilum β-d-xylosidase DtXyl is attractive as a potential thermostable biocatalyst able to produce biologically active ginsenosides intermediates from β-(1,2)-D-xylosylated compounds, including Notoginsenoside-R1. DtXyl was expressed as an active N-terminal His-tagged protein, and its crystal structure was solved in presence or absence of d-xylose product. Modelling of notoginsenoside R1 in DtXyl active site led to the identification of several hydrophobic residues interacting in close contact to the substrate hydrophobic core. Unlike other residues involved in substrate binding, these residues are not conserved among GH39 xylosidase family, and their physico-chemical properties can be correlated to the efficient binding and subsequent hydrolysis of Notoginsenoside R1.
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Affiliation(s)
- Damien Bretagne
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d'Orléans 7311, Université d'Orléans, BP 6759, Orléans, 45067, Cedex 2, France
| | - Arnaud Pâris
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d'Orléans 7311, Université d'Orléans, BP 6759, Orléans, 45067, Cedex 2, France
| | - René de Vaumas
- Extrasynthese, CS 30062, ZI Lyon Nord, Impasse Jacquard, 69727, Genay Cedex, France
| | - Pierre Lafite
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d'Orléans 7311, Université d'Orléans, BP 6759, Orléans, 45067, Cedex 2, France.
| | - Richard Daniellou
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d'Orléans 7311, Université d'Orléans, BP 6759, Orléans, 45067, Cedex 2, France
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Metabolic Fluxes of Nitrogen and Pyrophosphate in Chemostat Cultures of Clostridium thermocellum and Thermoanaerobacterium saccharolyticum. Appl Environ Microbiol 2020; 86:AEM.01795-20. [PMID: 32978139 PMCID: PMC7657619 DOI: 10.1128/aem.01795-20] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 09/17/2020] [Indexed: 01/29/2023] Open
Abstract
Clostridium thermocellum and Thermoanaerobacterium saccharolyticum were grown in cellobiose-limited chemostat cultures at a fixed dilution rate. C. thermocellum produced acetate, ethanol, formate, and lactate. Surprisingly, and in contrast to batch cultures, in cellobiose-limited chemostat cultures of T. saccharolyticum, ethanol was the main fermentation product. Enzyme assays confirmed that in C. thermocellum, glycolysis proceeds via pyrophosphate (PPi)-dependent phosphofructokinase (PFK), pyruvate-phosphate dikinase (PPDK), as well as a malate shunt for the conversion of phosphoenolpyruvate (PEP) to pyruvate. Pyruvate kinase activity was not detectable. In T. saccharolyticum, ATP but not PPi served as cofactor for the PFK reaction. High activities of both pyruvate kinase and PPDK were present, whereas the activities of a malate shunt enzymes were low in T. saccharolyticum In C. thermocellum, glycolysis via PPi-PFK and PPDK obeys the equation glucose + 5 NDP + 3 PPi → 2 pyruvate + 5 NTP + Pi (where NDP is nucleoside diphosphate and NTP is nucleoside triphosphate). Metabolic flux analysis of chemostat data with the wild type and a deletion mutant of the proton-pumping pyrophosphatase showed that a PPi-generating mechanism must be present that operates according to ATP + Pi → ADP + PPi Both organisms also produced significant amounts of amino acids in cellobiose-limited cultures. It was anticipated that this phenomenon would be suppressed by growth under nitrogen limitation. Surprisingly, nitrogen-limited chemostat cultivation of wild-type C. thermocellum revealed a bottleneck in pyruvate oxidation, as large amounts of pyruvate and amino acids, mainly valine, were excreted; up to 50% of the nitrogen consumed was excreted again as amino acids.IMPORTANCE This study discusses the fate of pyrophosphate in the metabolism of two thermophilic anaerobes that lack a soluble irreversible pyrophosphatase as present in Escherichia coli but instead use a reversible membrane-bound proton-pumping enzyme. In such organisms, the charging of tRNA with amino acids may become more reversible. This may contribute to the observed excretion of amino acids during sugar fermentation by Clostridium thermocellum and Thermoanaerobacterium saccharolyticum Calculation of the energetic advantage of reversible pyrophosphate-dependent glycolysis, as occurs in Clostridium thermocellum, could not be properly evaluated, as currently available genome-scale models neglect the anabolic generation of pyrophosphate in, for example, polymerization of amino acids to protein. This anabolic pyrophosphate replaces ATP and thus saves energy. Its amount is, however, too small to cover the pyrophosphate requirement of sugar catabolism in glycolysis. Consequently, pyrophosphate for catabolism is generated according to ATP + Pi → ADP + PPi.
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In Vivo Thermodynamic Analysis of Glycolysis in Clostridium thermocellum and Thermoanaerobacterium saccharolyticum Using 13C and 2H Tracers. mSystems 2020; 5:5/2/e00736-19. [PMID: 32184362 PMCID: PMC7380578 DOI: 10.1128/msystems.00736-19] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
Thermodynamics constitutes a key determinant of flux and enzyme efficiency in metabolic networks. Here, we provide new insights into the divergent thermodynamics of the glycolytic pathways of C. thermocellum and T. saccharolyticum, two industrially relevant thermophilic bacteria whose metabolism still is not well understood. We report that while the glycolytic pathway in T. saccharolyticum is as thermodynamically favorable as that found in model organisms, such as E. coli or Saccharomyces cerevisiae, the glycolytic pathway of C. thermocellum operates near equilibrium. The use of a near-equilibrium glycolytic pathway, with potentially increased ATP yield, by this cellulolytic microbe may represent an evolutionary adaptation to growth on cellulose, but it has the drawback of being highly susceptible to product feedback inhibition. The results of this study will facilitate future engineering of high-performance strains capable of transforming cellulosic biomass to biofuels at high yields and titers. Clostridium thermocellum and Thermoanaerobacterium saccharolyticum are thermophilic anaerobic bacteria with complementary metabolic capabilities that utilize distinct glycolytic pathways for the conversion of cellulosic sugars to biofuels. We integrated quantitative metabolomics with 2H and 13C metabolic flux analysis to investigate the in vivo reversibility and thermodynamics of the central metabolic networks of these two microbes. We found that the glycolytic pathway in C. thermocellum operates remarkably close to thermodynamic equilibrium, with an overall drop in Gibbs free energy 5-fold lower than that of T. saccharolyticum or anaerobically grown Escherichia coli. The limited thermodynamic driving force of glycolysis in C. thermocellum could be attributed in large part to the small free energy of the phosphofructokinase reaction producing fructose bisphosphate. The ethanol fermentation pathway was also substantially more reversible in C. thermocellum than in T. saccharolyticum. These observations help explain the comparatively low ethanol titers of C. thermocellum and suggest engineering interventions that can be used to increase its ethanol productivity and glycolytic rate. In addition to thermodynamic analysis, we used our isotope tracer data to reconstruct the T. saccharolyticum central metabolic network, revealing exclusive use of the Embden-Meyerhof-Parnas (EMP) pathway for glycolysis, a bifurcated tricarboxylic acid (TCA) cycle, and a sedoheptulose bisphosphate bypass active within the pentose phosphate pathway. IMPORTANCE Thermodynamics constitutes a key determinant of flux and enzyme efficiency in metabolic networks. Here, we provide new insights into the divergent thermodynamics of the glycolytic pathways of C. thermocellum and T. saccharolyticum, two industrially relevant thermophilic bacteria whose metabolism still is not well understood. We report that while the glycolytic pathway in T. saccharolyticum is as thermodynamically favorable as that found in model organisms, such as E. coli or Saccharomyces cerevisiae, the glycolytic pathway of C. thermocellum operates near equilibrium. The use of a near-equilibrium glycolytic pathway, with potentially increased ATP yield, by this cellulolytic microbe may represent an evolutionary adaptation to growth on cellulose, but it has the drawback of being highly susceptible to product feedback inhibition. The results of this study will facilitate future engineering of high-performance strains capable of transforming cellulosic biomass to biofuels at high yields and titers.
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8
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Cui J, Maloney MI, Olson DG, Lynd LR. Conversion of phosphoenolpyruvate to pyruvate in Thermoanaerobacterium saccharolyticum. Metab Eng Commun 2020; 10:e00122. [PMID: 32025490 PMCID: PMC6997586 DOI: 10.1016/j.mec.2020.e00122] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 12/14/2019] [Accepted: 01/20/2020] [Indexed: 12/25/2022] Open
Abstract
Thermoanaerobacterium saccharolyticum is an anaerobic thermophile that can ferment hemicellulose to produce biofuels, such as ethanol. It has been engineered to produce ethanol at high yield and titer. T. saccharolyticum uses the Embden-Meyerhof-Parnas (EMP) pathway for glycolysis. However, the genes and enzymes used in each step of the EMP pathway in T. saccharolyticum are not completely known. In T. saccharolyticum, both pyruvate kinase (PYK) and pyruvate phosphate dikinase (PPDK) are highly expressed based on transcriptomic and proteomic data. Both enzymes catalyze the formation of pyruvate from phosphoenolpyruvate (PEP). PYK is typically the last step of EMP glycolysis pathway while PPDK is reversible and is found mostly in C4 plants and some microorganisms. It is not clear what role PYK and PPDK play in T. saccharolyticum metabolism and fermentation pathways and whether both are necessary. In this study we deleted the ppdk gene in wild type and homoethanologen strains of T. saccharolyticum and showed that it is not essential for growth or ethanol production.
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Affiliation(s)
- Jingxuan Cui
- Department of Biological Sciences, Dartmouth College, Hanover, NH, 03755, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Marybeth I Maloney
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Daniel G Olson
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
| | - Lee R Lynd
- Department of Biological Sciences, Dartmouth College, Hanover, NH, 03755, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Thayer School of Engineering, Dartmouth College, Hanover, NH, 03755, USA
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9
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Zhang R, Li N, Xu S, Han X, Li C, Wei X, Liu Y, Tu T, Tang X, Zhou J, Huang Z. Glycoside Hydrolase Family 39 β-Xylosidases Exhibit β-1,2-Xylosidase Activity for Transformation of Notoginsenosides: A New EC Subsubclass. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:3220-3228. [PMID: 30834749 DOI: 10.1021/acs.jafc.9b00027] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
β-1,2-Xylosidase activity has not been recorded as an EC subsubclass. In this study, phylogenetic analysis and multiple sequence alignments revealed that characterized β-xylosidases of glycoside hydrolase family (GH) 39 were classified into the same subgroup with conserved amino acid residue positions participating in substrate recognition. Protein-ligand docking revealed that seven of these positions were probably essential to bind xylose-glucose, which is linked by a β-1,2-glycosidic bond. Amino acid residues in five of the seven positions are invariant, while those in two of the seven positions are variable with low frequency. Both the wild-type β-xylosidase rJB13GH39 and its mutants with mutation at the two positions exhibited β-1,2-xylosidase activity, as they hydrolyzed o-nitrophenyl-β-d-xylopyranoside and transformed notoginsenosides R1 and R2 to ginsenosides Rg1 and Rh1, respectively. The results suggest that all of these characterized GH 39 β-xylosidases probably show β-1,2-xylosidase activity, which should be assigned an EC number with these β-xylosidases as representatives.
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Affiliation(s)
- Rui Zhang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Na Li
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Shujing Xu
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Xiaowei Han
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Chunyan Li
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Xin Wei
- State Key Laboratory of Phytochemistry and Plant Resources in West China, Kunming Institute of Botany , Chinese Academy of Sciences , Kunming 650201 , People's Republic of China
| | - Yu Liu
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Tao Tu
- Key Laboratory for Feed Biotechnology of the Ministry of Agriculture, Feed Research Institute , Chinese Academy of Agricultural Sciences , Beijing 100081 , People's Republic of China
| | - Xianghua Tang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Junpei Zhou
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
| | - Zunxi Huang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , No. 768 Juxian Street , Kunming 650500 , People's Republic of China
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Li N, Han X, Xu S, Li C, Wei X, Liu Y, Zhang R, Tang X, Zhou J, Huang Z. Glycoside Hydrolase Family 39 β-Xylosidase of Sphingomonas Showing Salt/Ethanol/Trypsin Tolerance, Low-pH/Low-Temperature Activity, and Transxylosylation Activity. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018; 66:9465-9472. [PMID: 30132665 DOI: 10.1021/acs.jafc.8b03327] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Mining for novel enzymes from new microorganisms is a way to obtain β-xylosidases with promising applications. A Sphingomonas β-xylosidase was expressed in Escherichia coli. The purified recombinant enzyme (rJB13GH39) was most active at pH 4.5 and 50 °C, retaining 10%-50% of its maximum activity at 0-20 °C. Most salts and chemical reagents including 3.0%-20.0% (w/v) NaCl showed little or no effect on the enzymatic activity. rJB13GH39 exhibited 71.9% and 55.2% activity in 10.0% and 15.0% (v/v) ethanol, respectively. rJB13GH39 was stable below 60 °C in 3.0%-30.0% (w/v) NaCl, 3.0%-20.0% (v/v) ethanol, and 2.2-87.0 mg/mL trypsin. The enzyme transferred one xylosyl moiety to certain sugars and alcohols. The salt/ethanol tolerance and low-temperature activity of the enzyme may be attributed to its high structural flexibility caused by high proportions of small amino acids ACDGNSTV and random coils.
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Affiliation(s)
- Na Li
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Xiaowei Han
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Shujing Xu
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Chunyan Li
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Xin Wei
- State Key Laboratory of Phytochemistry and Plant Resources in West China , Kunming Institute of Botany, Chinese Academy of Sciences , Kunming 650201 , People's Republic of China
| | - Yu Liu
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Rui Zhang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Xianghua Tang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Junpei Zhou
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
| | - Zunxi Huang
- Engineering Research Center of Sustainable Development and Utilization of Biomass Energy, Ministry of Education , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- College of Life Sciences , Yunnan Normal University , Kunming , 650500 , People's Republic of China
- Key Laboratory of Yunnan for Biomass Energy and Biotechnology of Environment , Yunnan, Kunming , 650500 , People's Republic of China
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11
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An Q, Wang JL, Wang YT, Lin ZL, Zhu MJ. Investigation on hydrogen production from paper sludge without inoculation and its enhancement by Clostridium thermocellum. BIORESOURCE TECHNOLOGY 2018; 263:120-127. [PMID: 29738974 DOI: 10.1016/j.biortech.2018.04.105] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Revised: 04/26/2018] [Accepted: 04/27/2018] [Indexed: 06/08/2023]
Abstract
The feasibility and performance of hydrogen production from paper sludge without inoculation was investigated under thermophilic conditions. The maximum hydrogen production reached 64.32 mM with 7.4% PS. The dynamic changes in bacterial community structures during hydrogen production were investigated by analyzing 16S rDNA gene sequences using high throughput sequencing technology. The results showed that microbial community was dominated by order Clostridiales and Thermoanaerobacterales. Genus Thermoanaerobacterium and Ruminiclostridium played a leading role in the fermentation process, which was responsible for the hydrolysis of PS and hydrogen production. Effect of inoculation with Clostridium thermocellum on hydrogen production from PS was also studied. The results showed that C. thermocellum supplement significantly increased hydrogen yield and holocellulose degradation rate by 96.80% and 32.95%, respectively. In addition, inoculation of C. thermocellum enhanced VFA generation and shortened the lag phase of hydrogen production. The present study lays the foundation on the valorization of waste lignocellulose.
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Affiliation(s)
- Qian An
- State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou 510640, People's Republic of China; School of Biology and Biological Engineering, South China University of Technology, Guangzhou Higher Education Mega Center, Panyu, Guangzhou 510006, People's Republic of China
| | - Ji-Lian Wang
- College of Life and Geographic Sciences, Kashgar University, Kashgar 844000, People's Republic of China; The Key Laboratory of Ecology and Biological Resources in Yarkand Oasis at Colleges & Universities under the Department of Education of Xinjiang Uygur Autonomous Region, Kashgar University, Kashgar 844000, People's Republic of China
| | - Yu-Tao Wang
- College of Life and Geographic Sciences, Kashgar University, Kashgar 844000, People's Republic of China; The Key Laboratory of Ecology and Biological Resources in Yarkand Oasis at Colleges & Universities under the Department of Education of Xinjiang Uygur Autonomous Region, Kashgar University, Kashgar 844000, People's Republic of China
| | - Zhang-Lin Lin
- State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou 510640, People's Republic of China; School of Biology and Biological Engineering, South China University of Technology, Guangzhou Higher Education Mega Center, Panyu, Guangzhou 510006, People's Republic of China.
| | - Ming-Jun Zhu
- State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou 510640, People's Republic of China; School of Biology and Biological Engineering, South China University of Technology, Guangzhou Higher Education Mega Center, Panyu, Guangzhou 510006, People's Republic of China; College of Life and Geographic Sciences, Kashgar University, Kashgar 844000, People's Republic of China; The Key Laboratory of Ecology and Biological Resources in Yarkand Oasis at Colleges & Universities under the Department of Education of Xinjiang Uygur Autonomous Region, Kashgar University, Kashgar 844000, People's Republic of China.
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12
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Zablocki O, van Zyl L, Trindade M. Biogeography and taxonomic overview of terrestrial hot spring thermophilic phages. Extremophiles 2018; 22:827-837. [PMID: 30121708 DOI: 10.1007/s00792-018-1052-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Accepted: 08/13/2018] [Indexed: 12/11/2022]
Abstract
Bacterial viruses ("phages") play important roles in the regulation and evolution of microbial communities in most ecosystems. Terrestrial hot springs typically contain thermophilic bacterial communities, but the diversity and impacts of its associated viruses ("thermophilic phages") are largely unexplored. Here, we provide a taxonomic overview of phages that have been isolated strictly from terrestrial hot springs around the world. In addition, we placed 17 thermophilic phage genomes in a global phylogenomic context to detect evolutionary patterns. Thermophilic phages have diverse morphologies (e.g., tailed, filamentous), unique virion structures (e.g., extremely long tailed siphoviruses), and span five taxonomic families encompassing strictly thermophilic phage genera. Within the phage proteomic tree, six thermophilic phage-related clades were identified, with evident genomic relatedness between thermophilic phages and archaeal viruses. Moreover, whole proteome analyses showed clustering between phages that infect distinct host phyla, such as Firmicutes and Deinococcus-Thermus. The potential for discovery of novel phage-host systems in terrestrial hot springs remain mostly untapped, thus additional emphasis on thermophilic phages in ecological prospecting is encouraged to gain insights into the microbial population dynamics of these environments.
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Affiliation(s)
- Olivier Zablocki
- Department of Microbiology, The Ohio State University, Columbus, OH, USA.,Institute for Microbial Biotechnology and Metagenomics, University of the Western Cape, Bellville, South Africa
| | - Leonardo van Zyl
- Institute for Microbial Biotechnology and Metagenomics, University of the Western Cape, Bellville, South Africa
| | - Marla Trindade
- Institute for Microbial Biotechnology and Metagenomics, University of the Western Cape, Bellville, South Africa.
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13
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Liu H, Sun J, Chang JS, Shukla P. Engineering microbes for direct fermentation of cellulose to bioethanol. Crit Rev Biotechnol 2018; 38:1089-1105. [DOI: 10.1080/07388551.2018.1452891] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- Hao Liu
- State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou, China
| | - Jianliang Sun
- State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou, China
| | - Jo-Shu Chang
- Department of Chemical Engineering, National Cheng Kung University, Tainan, Taiwan, China
| | - Pratyoosh Shukla
- Enzyme Technology and Protein Bioinformatics Laboratory, Department of Microbiology, Maharshi Dayanand University, Rohtak, India
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14
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The redox-sensing protein Rex modulates ethanol production in Thermoanaerobacterium saccharolyticum. PLoS One 2018; 13:e0195143. [PMID: 29621294 PMCID: PMC5886521 DOI: 10.1371/journal.pone.0195143] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Accepted: 03/16/2018] [Indexed: 11/19/2022] Open
Abstract
Thermoanaerobacterium saccharolyticum is a thermophilic anaerobe that has been engineered to produce high amounts of ethanol, reaching ~90% theoretical yield at a titer of 70 g/L. Here we report the physiological changes that occur upon deleting the redox-sensing transcriptional regulator Rex in wild type T. saccharolyticum: a single deletion of rex resulted in a two-fold increase in ethanol yield (from 40% to 91% theoretical yield), but the resulting strains grew only about a third as fast as the wild type strain. Deletion of the rex gene also had the effect of increasing expression of alcohol dehydrogenase genes, adhE and adhA. After several serial transfers, the ethanol yield decreased from an average of 91% to 55%, and the growth rates had increased. We performed whole-genome resequencing to identify secondary mutations in the Δrex strains adapted for faster growth. In several cases, secondary mutations had appeared in the adhE gene. Furthermore, in these strains the NADH-linked alcohol dehydrogenase activity was greatly reduced. Complementation studies were done to reintroduce rex into the Δrex strains: reintroducing rex decreased ethanol yield to below wild type levels in the Δrex strain without adhE mutations, but did not change the ethanol yield in the Δrex strain where an adhE mutation occurred.
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15
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Lee LS, Goh KM, Chan CS, Annie Tan GY, Yin WF, Chong CS, Chan KG. Microbial diversity of thermophiles with biomass deconstruction potential in a foliage-rich hot spring. Microbiologyopen 2018; 7:e00615. [PMID: 29602271 PMCID: PMC6291792 DOI: 10.1002/mbo3.615] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2017] [Revised: 01/29/2018] [Accepted: 02/12/2018] [Indexed: 11/12/2022] Open
Abstract
The ability of thermophilic microorganisms and their enzymes to decompose biomass have attracted attention due to their quick reaction time, thermostability, and decreased risk of contamination. Exploitation of efficient thermostable glycoside hydrolases (GHs) could accelerate the industrialization of biofuels and biochemicals. However, the full spectrum of thermophiles and their enzymes that are important for biomass degradation at high temperatures have not yet been thoroughly studied. We examined a Malaysian Y-shaped Sungai Klah hot spring located within a wooded area. The fallen foliage that formed a thick layer of biomass bed under the heated water of the Y-shaped Sungai Klah hot spring was an ideal environment for the discovery and analysis of microbial biomass decay communities. We sequenced the hypervariable regions of bacterial and archaeal 16S rRNA genes using total community DNA extracted from the hot spring. Data suggested that 25 phyla, 58 classes, 110 orders, 171 families, and 328 genera inhabited this hot spring. Among the detected genera, members of Acidimicrobium, Aeropyrum, Caldilinea, Caldisphaera, Chloracidobacterium, Chloroflexus, Desulfurobacterium, Fervidobacterium, Geobacillus, Meiothermus, Melioribacter, Methanothermococcus, Methanotorris, Roseiflexus, Thermoanaerobacter, Thermoanaerobacterium, Thermoanaerobaculum, and Thermosipho were the main thermophiles containing various GHs that play an important role in cellulose and hemicellulose breakdown. Collectively, the results suggest that the microbial community in this hot spring represents a good source for isolating efficient biomass degrading thermophiles and thermozymes.
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Affiliation(s)
- Li Sin Lee
- ISB (Genetics), Faculty of Science, University of Malaysia, Kuala Lumpur, Malaysia
| | - Kian Mau Goh
- Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Skudai, Johor, Malaysia
| | - Chia Sing Chan
- Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Skudai, Johor, Malaysia
| | - Geok Yuan Annie Tan
- ISB (Genetics), Faculty of Science, University of Malaysia, Kuala Lumpur, Malaysia
| | - Wai-Fong Yin
- ISB (Genetics), Faculty of Science, University of Malaysia, Kuala Lumpur, Malaysia
| | - Chun Shiong Chong
- Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Skudai, Johor, Malaysia
| | - Kok-Gan Chan
- ISB (Genetics), Faculty of Science, University of Malaysia, Kuala Lumpur, Malaysia.,Jiangsu University, Zhenjiang, China
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16
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Lactobacillus slpA promotes ESC growth through the ERK1/2 pathway. Cytotechnology 2017; 69:117-122. [PMID: 28074388 DOI: 10.1007/s10616-016-0043-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2016] [Accepted: 11/07/2016] [Indexed: 10/20/2022] Open
Abstract
Bacterial surface layers (S-layers) are cell envelope structures ubiquitously found in gram-negative and gram-positive bacteria, including Lactobacillus. S-layers play a role in the determination and maintenance of cell shape as virulence factors, mediate cell adhesion, and regulate immature dendritic and T cells. In this study, we sought to understand the involvement of MAPK serine/threonine kinases in alterations in Endometrial epithelial cells (ESC) growth induced by Lactobacillus crispatus (L. crispatus) slpA, an S-layer protein. We applied various concentrations of L. crispatus to cultured ESCs and observed growth and changes in the phosphorylation status of ERK1/2, JNK, and p38. Similar experiments were conducted using L. crispatus lacking and overexpressing slpA. We found that ESC growth was altered by slpA primarily via ERK1/2. Our findings suggest that L. crispatus slpA promotes ESC growth mainly through an ERK1/2-dependent pathway.
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17
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Adesioye FA, Makhalanyane TP, Biely P, Cowan DA. Phylogeny, classification and metagenomic bioprospecting of microbial acetyl xylan esterases. Enzyme Microb Technol 2016; 93-94:79-91. [DOI: 10.1016/j.enzmictec.2016.07.001] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2016] [Revised: 06/18/2016] [Accepted: 07/01/2016] [Indexed: 02/06/2023]
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18
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Herring CD, Kenealy WR, Joe Shaw A, Covalla SF, Olson DG, Zhang J, Ryan Sillers W, Tsakraklides V, Bardsley JS, Rogers SR, Thorne PG, Johnson JP, Foster A, Shikhare ID, Klingeman DM, Brown SD, Davison BH, Lynd LR, Hogsett DA. Strain and bioprocess improvement of a thermophilic anaerobe for the production of ethanol from wood. BIOTECHNOLOGY FOR BIOFUELS 2016; 9:125. [PMID: 27313661 PMCID: PMC4910263 DOI: 10.1186/s13068-016-0536-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 05/31/2016] [Indexed: 05/16/2023]
Abstract
BACKGROUND The thermophilic, anaerobic bacterium Thermoanaerobacterium saccharolyticum digests hemicellulose and utilizes the major sugars present in biomass. It was previously engineered to produce ethanol at yields equivalent to yeast. While saccharolytic anaerobes have been long studied as potential biomass-fermenting organisms, development efforts for commercial ethanol production have not been reported. RESULTS Here, we describe the highest ethanol titers achieved from T. saccharolyticum during a 4-year project to develop it for industrial production of ethanol from pre-treated hardwood at 51-55 °C. We describe organism and bioprocess development efforts undertaken to improve ethanol production. The final strain M2886 was generated by removing genes for exopolysaccharide synthesis, the regulator perR, and re-introduction of phosphotransacetylase and acetate kinase into the methyglyoxal synthase gene. It was also subject to multiple rounds of adaptation and selection, resulting in mutations later identified by resequencing. The highest ethanol titer achieved was 70 g/L in batch culture with a mixture of cellobiose and maltodextrin. In a "mock hydrolysate" Simultaneous Saccharification and Fermentation (SSF) with Sigmacell-20, glucose, xylose, and acetic acid, an ethanol titer of 61 g/L was achieved, at 92 % of theoretical yield. Fungal cellulases were rapidly inactivated under these conditions and had to be supplemented with cellulosomes from C. thermocellum. Ethanol titers of 31 g/L were reached in a 100 L SSF of pre-treated hardwood and 26 g/L in a fermentation of a hardwood hemicellulose extract. CONCLUSIONS This study demonstrates that thermophilic anaerobes are capable of producing ethanol at high yield and at titers greater than 60 g/L from purified substrates, but additional work is needed to produce the same ethanol titers from pre-treated hardwood.
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Affiliation(s)
- Christopher D. Herring
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755 USA
| | - William R. Kenealy
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Verdezyne, Carlsbad, CA USA
| | - A. Joe Shaw
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Novogy Inc, Cambridge, MA 02138 USA
| | | | - Daniel G. Olson
- />Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755 USA
- />Bioenergy Science Center, Oak Ridge, TN USA
| | - Jiayi Zhang
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Genzyme, Cambridge, MA USA
| | - W. Ryan Sillers
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Myriant Corporation, Quincy, MA USA
| | - Vasiliki Tsakraklides
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Novogy Inc, Cambridge, MA 02138 USA
| | | | | | | | - Jessica P. Johnson
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Washington, DC, USA
| | - Abigail Foster
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
| | - Indraneel D. Shikhare
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Nalco Champion, Houston, TX USA
| | - Dawn M. Klingeman
- />Bioenergy Science Center, Oak Ridge, TN USA
- />Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN USA
| | - Steven D. Brown
- />Bioenergy Science Center, Oak Ridge, TN USA
- />Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN USA
| | - Brian H. Davison
- />Bioenergy Science Center, Oak Ridge, TN USA
- />Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN USA
| | - Lee R. Lynd
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755 USA
- />Bioenergy Science Center, Oak Ridge, TN USA
| | - David A. Hogsett
- />Mascoma Corporation, 67 Etna Rd, Lebanon, NH 03766 USA
- />Novozymes Inc, Davis, CA USA
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19
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Deletion of nfnAB in Thermoanaerobacterium saccharolyticum and Its Effect on Metabolism. J Bacteriol 2015; 197:2920-9. [PMID: 26124241 DOI: 10.1128/jb.00347-15] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 06/23/2015] [Indexed: 12/18/2022] Open
Abstract
UNLABELLED NfnAB catalyzes the reversible transfer of electrons from reduced ferredoxin and NADH to 2 NADP(+). The NfnAB complex has been hypothesized to be the main enzyme for ferredoxin oxidization in strains of Thermoanaerobacterium saccharolyticum engineered for increased ethanol production. NfnAB complex activity was detectable in crude cell extracts of T. saccharolyticum. Activity was also detected using activity staining of native PAGE gels. The nfnAB gene was deleted in different strains of T. saccharolyticum to determine its effect on end product formation. In wild-type T. saccharolyticum, deletion of nfnAB resulted in a 46% increase in H2 formation but otherwise little change in other fermentation products. In two engineered strains with 80% theoretical ethanol yield, loss of nfnAB caused two different responses: in one strain, ethanol yield decreased to about 30% of the theoretical value, while another strain had no change in ethanol yield. Biochemical analysis of cell extracts showed that the ΔnfnAB strain with decreased ethanol yield had NADPH-linked alcohol dehydrogenase (ADH) activity, while the ΔnfnAB strain with unchanged ethanol yield had NADH-linked ADH activity. Deletion of nfnAB caused loss of NADPH-linked ferredoxin oxidoreductase activity in all cell extracts. Significant NADH-linked ferredoxin oxidoreductase activity was seen in all cell extracts, including those that had lost nfnAB. This suggests that there is an unidentified NADH:ferredoxin oxidoreductase (distinct from nfnAB) playing a role in ethanol formation. The NfnAB complex plays a key role in generating NADPH in a strain that had become reliant on NADPH-ADH activity. IMPORTANCE Thermophilic anaerobes that can convert biomass-derived sugars into ethanol have been investigated as candidates for biofuel formation. Many anaerobes have been genetically engineered to increase biofuel formation; however, key aspects of metabolism remain unknown and poorly understood. One example is the mechanism for ferredoxin oxidation and transfer of electrons to NAD(P)(+). The electron-bifurcating enzyme complex NfnAB is known to catalyze the reversible transfer of electrons from reduced ferredoxin and NADH to 2 NADP(+) and is thought to play key roles linking NAD(P)(H) metabolism with ferredoxin metabolism. We report the first deletion of nfnAB and demonstrate a role for NfnAB in metabolism and ethanol formation in Thermoanaerobacterium saccharolyticum and show that this may be an important feature among other thermophilic ethanologenic anaerobes.
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Currie DH, Raman B, Gowen CM, Tschaplinski TJ, Land ML, Brown SD, Covalla SF, Klingeman DM, Yang ZK, Engle NL, Johnson CM, Rodriguez M, Shaw AJ, Kenealy WR, Lynd LR, Fong SS, Mielenz JR, Davison BH, Hogsett DA, Herring CD. Genome-scale resources for Thermoanaerobacterium saccharolyticum. BMC SYSTEMS BIOLOGY 2015; 9:30. [PMID: 26111937 PMCID: PMC4518999 DOI: 10.1186/s12918-015-0159-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2014] [Accepted: 03/09/2015] [Indexed: 01/12/2023]
Abstract
Background Thermoanaerobacterium saccharolyticum is a hemicellulose-degrading thermophilic anaerobe that was previously engineered to produce ethanol at high yield. A major project was undertaken to develop this organism into an industrial biocatalyst, but the lack of genome information and resources were recognized early on as a key limitation. Results Here we present a set of genome-scale resources to enable the systems level investigation and development of this potentially important industrial organism. Resources include a complete genome sequence for strain JW/SL-YS485, a genome-scale reconstruction of metabolism, tiled microarray data showing transcription units, mRNA expression data from 71 different growth conditions or timepoints and GC/MS-based metabolite analysis data from 42 different conditions or timepoints. Growth conditions include hemicellulose hydrolysate, the inhibitors HMF, furfural, diamide, and ethanol, as well as high levels of cellulose, xylose, cellobiose or maltodextrin. The genome consists of a 2.7 Mbp chromosome and a 110 Kbp megaplasmid. An active prophage was also detected, and the expression levels of CRISPR genes were observed to increase in association with those of the phage. Hemicellulose hydrolysate elicited a response of carbohydrate transport and catabolism genes, as well as poorly characterized genes suggesting a redox challenge. In some conditions, a time series of combined transcription and metabolite measurements were made to allow careful study of microbial physiology under process conditions. As a demonstration of the potential utility of the metabolic reconstruction, the OptKnock algorithm was used to predict a set of gene knockouts that maximize growth-coupled ethanol production. The predictions validated intuitive strain designs and matched previous experimental results. Conclusion These data will be a useful asset for efforts to develop T. saccharolyticum for efficient industrial production of biofuels. The resources presented herein may also be useful on a comparative basis for development of other lignocellulose degrading microbes, such as Clostridium thermocellum. Electronic supplementary material The online version of this article (doi:10.1186/s12918-015-0159-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Devin H Currie
- Mascoma Corporation, 67 Etna Rd, 03766, Lebanon, NH, USA.
| | - Babu Raman
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA. .,Dow AgroSciences, 9330 Zionsville Road, Indianapolis, IN, 46268, USA.
| | - Christopher M Gowen
- Chemical and Life Science Engineering, Virginia Commonwealth University, P.O. Box 843028, Richmond, Virginia, 23284, USA. .,Centre for Applied Bioscience and Bioengineering, Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Canada.
| | - Timothy J Tschaplinski
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Miriam L Land
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Steven D Brown
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Sean F Covalla
- Mascoma Corporation, 67 Etna Rd, 03766, Lebanon, NH, USA.
| | - Dawn M Klingeman
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Zamin K Yang
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Nancy L Engle
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Courtney M Johnson
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Miguel Rodriguez
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - A Joe Shaw
- Mascoma Corporation, 67 Etna Rd, 03766, Lebanon, NH, USA. .,Novogy Inc, Cambridge, MA, 02138, USA.
| | | | - Lee R Lynd
- Mascoma Corporation, 67 Etna Rd, 03766, Lebanon, NH, USA. .,Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH, 03755, USA.
| | - Stephen S Fong
- Chemical and Life Science Engineering, Virginia Commonwealth University, P.O. Box 843028, Richmond, Virginia, 23284, USA.
| | - Jonathan R Mielenz
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | - Brian H Davison
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA.
| | | | - Christopher D Herring
- Mascoma Corporation, 67 Etna Rd, 03766, Lebanon, NH, USA. .,Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH, 03755, USA.
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Cofactor Specificity of the Bifunctional Alcohol and Aldehyde Dehydrogenase (AdhE) in Wild-Type and Mutant Clostridium thermocellum and Thermoanaerobacterium saccharolyticum. J Bacteriol 2015; 197:2610-9. [PMID: 26013492 DOI: 10.1128/jb.00232-15] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Accepted: 05/21/2015] [Indexed: 02/07/2023] Open
Abstract
UNLABELLED Clostridium thermocellum and Thermoanaerobacterium saccharolyticum are thermophilic bacteria that have been engineered to produce ethanol from the cellulose and hemicellulose fractions of biomass, respectively. Although engineered strains of T. saccharolyticum produce ethanol with a yield of 90% of the theoretical maximum, engineered strains of C. thermocellum produce ethanol at lower yields (∼50% of the theoretical maximum). In the course of engineering these strains, a number of mutations have been discovered in their adhE genes, which encode both alcohol dehydrogenase (ADH) and aldehyde dehydrogenase (ALDH) enzymes. To understand the effects of these mutations, the adhE genes from six strains of C. thermocellum and T. saccharolyticum were cloned and expressed in Escherichia coli, the enzymes produced were purified by affinity chromatography, and enzyme activity was measured. In wild-type strains of both organisms, NADH was the preferred cofactor for both ALDH and ADH activities. In high-ethanol-producing (ethanologen) strains of T. saccharolyticum, both ALDH and ADH activities showed increased NADPH-linked activity. Interestingly, the AdhE protein of the ethanologenic strain of C. thermocellum has acquired high NADPH-linked ADH activity while maintaining NADH-linked ALDH and ADH activities at wild-type levels. When single amino acid mutations in AdhE that caused increased NADPH-linked ADH activity were introduced into C. thermocellum and T. saccharolyticum, ethanol production increased in both organisms. Structural analysis of the wild-type and mutant AdhE proteins was performed to provide explanations for the cofactor specificity change on a molecular level. IMPORTANCE This work describes the characterization of the AdhE enzyme from different strains of C. thermocellum and T. saccharolyticum. C. thermocellum and T. saccharolyticum are thermophilic anaerobes that have been engineered to make high yields of ethanol and can solubilize components of plant biomass and ferment the sugars to ethanol. In the course of engineering these strains, several mutations arose in the bifunctional ADH/ALDH protein AdhE, changing both enzyme activity and cofactor specificity. We show that changing AdhE cofactor specificity from mostly NADH linked to mostly NADPH linked resulted in higher ethanol production by C. thermocellum and T. saccharolyticum.
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The bifunctional alcohol and aldehyde dehydrogenase gene, adhE, is necessary for ethanol production in Clostridium thermocellum and Thermoanaerobacterium saccharolyticum. J Bacteriol 2015; 197:1386-93. [PMID: 25666131 DOI: 10.1128/jb.02450-14] [Citation(s) in RCA: 65] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
UNLABELLED Thermoanaerobacterium saccharolyticum and Clostridium thermocellum are anaerobic thermophilic bacteria being investigated for their ability to produce biofuels from plant biomass. The bifunctional alcohol and aldehyde dehydrogenase gene, adhE, is present in these bacteria and has been known to be important for ethanol formation in other anaerobic alcohol producers. This study explores the inactivation of the adhE gene in C. thermocellum and T. saccharolyticum. Deletion of adhE reduced ethanol production by >95% in both T. saccharolyticum and C. thermocellum, confirming that adhE is necessary for ethanol formation in both organisms. In both adhE deletion strains, fermentation products shifted from ethanol to lactate production and resulted in lower cell density and longer time to reach maximal cell density. In T. saccharolyticum, the adhE deletion strain lost >85% of alcohol dehydrogenase (ADH) activity. Aldehyde dehydrogenase (ALDH) activity did not appear to be affected, although ALDH activity was low in cell extracts. Adding ubiquinone-0 to the ALDH assay increased activity in the T. saccharolyticum parent strain but did not increase activity in the adhE deletion strain, suggesting that ALDH activity was inhibited. In C. thermocellum, the adhE deletion strain lost >90% of ALDH and ADH activity in cell extracts. The C. thermocellum adhE deletion strain contained a point mutation in the lactate dehydrogenase gene, which appears to deregulate its activation by fructose 1,6-bisphosphate, leading to constitutive activation of lactate dehydrogenase. IMPORTANCE Thermoanaerobacterium saccharolyticum and Clostridium thermocellum are bacteria that have been investigated for their ability to produce biofuels from plant biomass. They have been engineered to produce higher yields of ethanol, yet questions remain about the enzymes responsible for ethanol formation in these bacteria. The genomes of these bacteria encode multiple predicted aldehyde and alcohol dehydrogenases which could be responsible for alcohol formation. This study explores the inactivation of adhE, a gene encoding a bifunctional alcohol and aldehyde dehydrogenase. Deletion of adhE reduced ethanol production by >95% in both T. saccharolyticum and C. thermocellum, confirming that adhE is necessary for ethanol formation in both organisms. In strains without adhE, we note changes in biochemical activity, product formation, and growth.
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Zhou J, Olson DG, Lanahan AA, Tian L, Murphy SJL, Lo J, Lynd LR. Physiological roles of pyruvate ferredoxin oxidoreductase and pyruvate formate-lyase in Thermoanaerobacterium saccharolyticum JW/SL-YS485. BIOTECHNOLOGY FOR BIOFUELS 2015; 8:138. [PMID: 26379770 PMCID: PMC4570089 DOI: 10.1186/s13068-015-0304-1] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 08/03/2015] [Indexed: 05/04/2023]
Abstract
BACKGROUND Thermoanaerobacter saccharolyticum is a thermophilic microorganism that has been engineered to produce ethanol at high titer (30-70 g/L) and greater than 90 % theoretical yield. However, few genes involved in pyruvate to ethanol production pathway have been unambiguously identified. In T. saccharolyticum, the products of six putative pfor gene clusters and one pfl gene may be responsible for the conversion of pyruvate to acetyl-CoA. To gain insights into the physiological roles of PFOR and PFL, we studied the effect of deletions of several genes thought to encode these activities. RESULTS It was found that pyruvate ferredoxin oxidoreductase enzyme (PFOR) is encoded by the pforA gene and plays a key role in pyruvate dissimilation. We further demonstrated that pyruvate formate-lyase activity (PFL) is encoded by the pfl gene. Although the pfl gene is normally expressed at low levels, it is crucial for biosynthesis in T. saccharolyticum. In pforA deletion strains, pfl expression increased and was able to partially compensate for the loss of PFOR activity. Deletion of both pforA and pfl resulted in a strain that required acetate and formate for growth and produced lactate as the primary fermentation product, achieving 88 % theoretical lactate yield. CONCLUSION PFOR encoded by Tsac_0046 and PFL encoded by Tsac_0628 are only two routes for converting pyruvate to acetyl-CoA in T. saccharolyticum. The physiological role of PFOR is pyruvate dissimilation, whereas that of PFL is supplying C1 units for biosynthesis.
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Affiliation(s)
- Jilai Zhou
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Daniel G Olson
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Anthony A Lanahan
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Liang Tian
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Sean Jean-Loup Murphy
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Jonathan Lo
- />Department of Biological Sciences at Dartmouth College, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
| | - Lee R Lynd
- />Thayer School of Engineering, Hanover, NH 03755 USA
- />Department of Biological Sciences at Dartmouth College, Hanover, NH 03755 USA
- />BioEnergy Science Center, Oak Ridge, TN 37830 USA
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