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1.
Proc Natl Acad Sci U S A ; 121(37): e2407455121, 2024 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-39240971

RESUMEN

Succinic acid (SA), a dicarboxylic acid of industrial importance, can be efficiently produced by metabolically engineered Mannheimia succiniciproducens. Although the importance of magnesium (Mg2+) ion on SA production has been evident from our previous studies, the role of Mg2+ ion remains largely unexplored. In this study, we investigated the impact of Mg2+ ion on SA production and developed a hyper-SA producing strain of M. succiniciproducens by reconstructing the Mg2+ ion transport system. To achieve this, optimal alkaline neutralizer comprising Mg2+ ion was developed and the physiological effect of Mg2+ ion was analyzed. Subsequently, the Mg2+ ion transport system was reconstructed by introducing an efficient Mg2+ ion transporter from Salmonella enterica. A high-inoculum fed-batch fermentation of the final engineered strain produced 152.23 ± 0.99 g/L of SA, with a maximum productivity of 39.64 ± 0.69 g/L/h. These findings highlight the importance of Mg2+ ions and transportation system optimization in succinic acid production by M. succiniciproducens.


Asunto(s)
Fermentación , Magnesio , Mannheimia , Ácido Succínico , Ácido Succínico/metabolismo , Magnesio/metabolismo , Mannheimia/metabolismo , Mannheimia/genética , Ingeniería Metabólica/métodos , Proteínas Bacterianas/metabolismo , Proteínas Bacterianas/genética , Proteínas de Transporte de Catión/metabolismo , Proteínas de Transporte de Catión/genética
2.
Nat Commun ; 14(1): 7370, 2023 11 14.
Artículo en Inglés | MEDLINE | ID: mdl-37963869

RESUMEN

Functional annotation of open reading frames in microbial genomes remains substantially incomplete. Enzymes constitute the most prevalent functional gene class in microbial genomes and can be described by their specific catalytic functions using the Enzyme Commission (EC) number. Consequently, the ability to predict EC numbers could substantially reduce the number of un-annotated genes. Here we present a deep learning model, DeepECtransformer, which utilizes transformer layers as a neural network architecture to predict EC numbers. Using the extensively studied Escherichia coli K-12 MG1655 genome, DeepECtransformer predicted EC numbers for 464 un-annotated genes. We experimentally validated the enzymatic activities predicted for three proteins (YgfF, YciO, and YjdM). Further examination of the neural network's reasoning process revealed that the trained neural network relies on functional motifs of enzymes to predict EC numbers. Thus, DeepECtransformer is a method that facilitates the functional annotation of uncharacterized genes.


Asunto(s)
Aprendizaje Profundo , Escherichia coli K12 , Escherichia coli K12/genética , Proteínas/genética , Genoma , Escherichia coli/genética , Anotación de Secuencia Molecular , Sistemas de Lectura Abierta
3.
Environ Microbiol ; 25(1): 17-25, 2023 01.
Artículo en Inglés | MEDLINE | ID: mdl-36655716

RESUMEN

Reducing atmospheric loads of greenhouse gases (GHGs), especially CO2 and CH4 , has been considered the key to alleviating global crises we are facing, such as climate change, sea level elevation and ocean acidification. To this end, development of strategies and technologies for carbon capture, sequestration and utilization (CCSU) is urgently needed. Although physicochemical methods have been the most actively studied in the early stages of developing CCSU technologies, there have recently been growing interests in developing microbe-based CCSU processes. In this article, we discuss advantages of microbe-based CCSU technologies over physicochemical approaches and even plant-based approaches. Next, various parts of the global carbon cycle where microorganisms can contribute, such as sequestering atmospheric GHGs, facilitating the carbon cycle, and slowing down the depletion of carbon reservoirs are described, emphasizing the impacts of microbes on the carbon cycle. Strategies to upgrade microbes and increase their performance in assimilating GHGs or converting GHGs to value-added chemicals are also provided. Moreover, several examples of exploiting microbes to address environmental crises are discussed. Finally, we discuss things to overcome in microbe-based CCSU technologies and provide future perspectives.


Asunto(s)
Gases de Efecto Invernadero , Efecto Invernadero , Concentración de Iones de Hidrógeno , Dióxido de Carbono/análisis , Agua de Mar , Carbono , Metano/análisis , Óxido Nitroso
4.
Trends Biotechnol ; 41(6): 798-816, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-36357213

RESUMEN

Sustainable production of chemicals and materials from renewable non-food biomass using biorefineries has become increasingly important in an effort toward the vision of 'net zero carbon' that has recently been pledged by countries around the world. Systems metabolic engineering has allowed the efficient development of microbial strains overproducing an increasing number of chemicals and materials, some of which have been translated to industrial-scale production. Fermentation is one of the key processes determining the overall economics of bioprocesses, but has recently been attracting less research attention. In this Review, we revisit and discuss factors affecting the competitiveness of bacterial fermentation in connection to strain development by systems metabolic engineering. Future perspectives for developing efficient fermentation processes are also discussed.


Asunto(s)
Carbono , Ingeniería Metabólica , Fermentación , Biomasa
5.
Biotechnol Bioeng ; 120(1): 203-215, 2023 01.
Artículo en Inglés | MEDLINE | ID: mdl-36128631

RESUMEN

Microbial production of various TCA intermediates and related chemicals through the reductive TCA cycle has been of great interest. However, rumen bacteria that naturally possess strong reductive TCA cycle have been rarely studied to produce these chemicals, except for succinic acid, due to their dependence on fumarate reduction to transport electrons for ATP synthesis. In this study, malic acid (MA), a dicarboxylic acid of industrial importance, was selected as a target chemical for mass production using Mannheimia succiniciproducens, a rumen bacterium possessing a strong reductive branch of the TCA cycle. The metabolic pathway was reconstructed by eliminating fumarase to prevent MA conversion to fumarate. The respiration system of M. succiniciproducens was reconstructed by introducing the Actinobacillus succinogenes dimethylsulfoxide (DMSO) reductase to improve cell growth using DMSO as an electron acceptor. Also, the cell membrane was engineered by employing Pseudomonas aeruginosa cis-trans isomerase to enhance MA tolerance. High inoculum fed-batch fermentation of the final engineered strain produced 61 g/L of MA with an overall productivity of 2.27 g/L/h, which is the highest MA productivity reported to date. The systems metabolic engineering strategies reported in this study will be useful for developing anaerobic bioprocesses for the production of various industrially important chemicals.


Asunto(s)
Mannheimia , Ingeniería Metabólica , Animales , Mannheimia/genética , Mannheimia/metabolismo , Dimetilsulfóxido/metabolismo , Electrones , Fumaratos/metabolismo
6.
Adv Sci (Weinh) ; 8(12): 2100199, 2021 06.
Artículo en Inglés | MEDLINE | ID: mdl-34194943

RESUMEN

The use of CO2 as a carbon source in biorefinery is of great interest, but the low solubility of CO2 in water and the lack of efficient CO2 assimilation pathways are challenges to overcome. Formic acid (FA), which can be easily produced from CO2 and more conveniently stored and transported than CO2, is an attractive CO2-equivalent carbon source as it can be assimilated more efficiently than CO2 by microorganisms and also provides reducing power. Although there are native formatotrophs, they grow slowly and are difficult to metabolically engineer due to the lack of genetic manipulation tools. Thus, much effort is exerted to develop efficient FA assimilation pathways and synthetic microorganisms capable of growing solely on FA (and CO2). Several innovative strategies are suggested to develop synthetic formatotrophs through rational metabolic engineering involving new enzymes and reconstructed FA assimilation pathways, and/or adaptive laboratory evolution (ALE). In this paper, recent advances in development of synthetic formatotrophs are reviewed, focusing on biological FA and CO2 utilization pathways, enzymes involved and newly developed, and metabolic engineering and ALE strategies employed. Also, future challenges in cultivating formatotrophs to higher cell densities and producing chemicals from FA and CO2 are discussed.

7.
Nat Microbiol ; 5(12): 1459-1463, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-32989263

RESUMEN

We engineered Escherichia coli to grow on CO2 and formic acid alone by introducing the synthetic CO2 and formic acid assimilation pathway, expressing two formate dehydrogenase genes, fine-tuning metabolic fluxes and optimizing the levels of cytochrome bo3 and bd-I ubiquinol oxidase. Our engineered strain can grow to an optical density at 600 nm of 7.38 in 450 h, and shows promise as a platform strain growing on CO2 and formic acid alone.


Asunto(s)
Dióxido de Carbono/metabolismo , Escherichia coli/genética , Escherichia coli/metabolismo , Formiatos/metabolismo , Escherichia coli/crecimiento & desarrollo , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/metabolismo , Formiato Deshidrogenasas/genética , Formiato Deshidrogenasas/metabolismo , Ingeniería Metabólica , Oxidorreductasas/genética , Oxidorreductasas/metabolismo
8.
Chem Soc Rev ; 49(14): 4615-4636, 2020 Jul 21.
Artículo en Inglés | MEDLINE | ID: mdl-32567619

RESUMEN

Sustainable production of chemicals from renewable non-food biomass has become a promising alternative to overcome environmental issues caused by our heavy dependence on fossil resources. Systems metabolic engineering, which integrates traditional metabolic engineering with systems biology, synthetic biology, and evolutionary engineering, is enabling the development of microbial cell factories capable of efficiently producing a myriad of chemicals and materials including biofuels, bulk and fine chemicals, polymers, amino acids, natural products and drugs. In this paper, many tools and strategies of systems metabolic engineering, including in silico genome-scale metabolic simulation, sophisticated enzyme engineering, optimal gene expression modulation, in vivo biosensors, de novo pathway design, and genomic engineering, employed for developing microbial cell factories are reviewed. Also, detailed procedures of systems metabolic engineering used to develop microbial strains producing chemicals and materials are showcased. Finally, future challenges and perspectives in further advancing systems metabolic engineering and establishing biorefineries are discussed.


Asunto(s)
Bacterias/metabolismo , Biocombustibles , Productos Biológicos/metabolismo , Biotecnología , Ingeniería Metabólica , Bacterias/citología , Productos Biológicos/química
9.
Nat Commun ; 11(1): 1970, 2020 04 23.
Artículo en Inglés | MEDLINE | ID: mdl-32327663

RESUMEN

Succinic acid (SA), a dicarboxylic acid of industrial importance, can be efficiently produced by metabolically engineered Mannheimia succiniciproducens. Malate dehydrogenase (MDH) is one of the key enzymes for SA production, but has not been well characterized. Here we report biochemical and structural analyses of various MDHs and development of hyper-SA producing M. succiniciproducens by introducing the best MDH. Corynebacterium glutamicum MDH (CgMDH) shows the highest specific activity and least substrate inhibition, whereas M. succiniciproducens MDH (MsMDH) shows low specific activity at physiological pH and strong uncompetitive inhibition toward oxaloacetate (ki of 67.4 and 588.9 µM for MsMDH and CgMDH, respectively). Structural comparison of the two MDHs reveals a key residue influencing the specific activity and susceptibility to substrate inhibition. A high-inoculum fed-batch fermentation of the final strain expressing cgmdh produces 134.25 g L-1 of SA with the maximum productivity of 21.3 g L-1 h-1, demonstrating the importance of enzyme optimization in strain development.


Asunto(s)
Proteínas Bacterianas/genética , Malato Deshidrogenasa/genética , Pasteurellaceae/metabolismo , Ácido Succínico/metabolismo , Proteínas Bacterianas/química , Proteínas Bacterianas/metabolismo , Reactores Biológicos , Corynebacterium glutamicum/enzimología , Corynebacterium glutamicum/genética , Fermentación , Cinética , Malato Deshidrogenasa/química , Malato Deshidrogenasa/metabolismo , Ingeniería Metabólica , Ácido Oxaloacético/metabolismo , Pasteurellaceae/enzimología , Pasteurellaceae/genética , Conformación Proteica , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Especificidad por Sustrato
10.
Metab Eng ; 58: 2-16, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-30905694

RESUMEN

Microbial production of chemicals and materials from renewable carbon sources is becoming increasingly important to help establish sustainable chemical industry. In this paper, we review current status of metabolic engineering for the bio-based production of linear and saturated dicarboxylic acids and diamines, important platform chemicals used in various industrial applications, especially as monomers for polymer synthesis. Strategies for the bio-based production of various dicarboxylic acids having different carbon numbers including malonic acid (C3), succinic acid (C4), glutaric acid (C5), adipic acid (C6), pimelic acid (C7), suberic acid (C8), azelaic acid (C9), sebacic acid (C10), undecanedioic acid (C11), dodecanedioic acid (C12), brassylic acid (C13), tetradecanedioic acid (C14), and pentadecanedioic acid (C15) are reviewed. Also, strategies for the bio-based production of diamines of different carbon numbers including 1,3-diaminopropane (C3), putrescine (1,4-diaminobutane; C4), cadaverine (1,5-diaminopentane; C5), 1,6-diaminohexane (C6), 1,8-diaminoctane (C8), 1,10-diaminodecane (C10), 1,12-diaminododecane (C12), and 1,14-diaminotetradecane (C14) are revisited. Finally, future challenges are discussed towards more efficient production and commercialization of bio-based dicarboxylic acids and diamines.


Asunto(s)
Diaminas/metabolismo , Ácidos Dicarboxílicos/metabolismo , Ingeniería Metabólica , Microorganismos Modificados Genéticamente/genética , Microorganismos Modificados Genéticamente/metabolismo
11.
J Ind Microbiol Biotechnol ; 45(7): 555-566, 2018 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-29380151

RESUMEN

Engineering of microorganisms to produce desired bio-products with high titer, yield, and productivity is often limited by product toxicity. This is also true for succinic acid (SA), a four carbon dicarboxylic acid of industrial importance. Acid products often cause product toxicity to cells through several different factors, membrane damage being one of the primary factors. In this study, cis-trans isomerase from Pseudomonas aeruginosa was expressed in Mannheimia succiniciproducens to produce trans-unsaturated fatty acid (TUFA) and to reinforce the cell membrane of M. succiniciproducens. The engineered strain showed significant decrease in membrane fluidity as production of TUFA enabled tight packing of fatty acids, which made cells to possess more rigid cell membrane. As a result, the membrane-engineered M. succiniciproducens strain showed higher tolerance toward SA and increased production of SA compared with the control strain without membrane engineering. The membrane engineering approach employed in this study will be useful for increasing tolerance to, and consequently enhancing production of acid products.


Asunto(s)
Proteínas Bacterianas/biosíntesis , Membrana Celular/fisiología , Mannheimia/metabolismo , Ingeniería Metabólica/métodos , Pseudomonas aeruginosa/metabolismo , Ácido Succínico/metabolismo , Ácidos Grasos trans/metabolismo , cis-trans-Isomerasas/metabolismo , Ácidos Grasos Insaturados/metabolismo
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