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1.
Biotechnol Bioeng ; 2024 Jun 10.
Artículo en Inglés | MEDLINE | ID: mdl-38859566

RESUMEN

The widespread adoption of fast fashion has led to a significant waste problem associated with discarded textiles. Using proteins to color textiles can serve as a sustainable alternative to chemical dyes as well as reduce the demand for new raw materials. Here, we explore the use of chromogenic fusion proteins, consisting of a chromoprotein and a carbohydrate-binding module (CBM), as coloring agents for cellulose-based textiles such as cotton. We examined the color properties of chromoproteins AeBlue, SpisPink and Ultramarine alone and fused to CBM under various conditions. AeBlue, SpisPink and Ultramarine exhibited visible color between pH 4-9 and temperatures ranging from 4 to 45℃. Fusing CBM Clos from Clostridium thermocellum and CBM Ch2 from Trichoderma reesei to the chromoproteins had no effect on the chromoprotein color properties. Furthermore, binding assays showed that chromoprotein fusions did not affect binding of CBMs to cellulosic materials. Cotton samples bound with Ultramarine-Clos exhibited visible purple color that faded progressively over time as the samples dried. Applying 10% 8000 polyethylene glycol to cotton samples markedly preserved the color over extended periods. Overall, this work highlights the potential of chromoprotein-CBM fusions for textile dying which could be applied as a color maintenance technology or for reversible coloring of textiles for events or work wear, contributing to sustainable practices and introducing new creative opportunities for the industry.

2.
Biotechnol Bioeng ; 120(11): 3276-3287, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37489850

RESUMEN

Pichia pastoris (Komagataella phaffii) is a fast-growing methylotrophic yeast with the ability to assimilate several carbon sources such as methanol, glucose, or glycerol. It has been shown to have outstanding secretion capability with a variety of heterologous proteins. In previous studies, we engineered P. pastoris to co-express Escherichia coli AppA phytase and the HAC1 transcriptional activator using a bidirectional promoter. Phytase production was characterized in shake flasks and did not reflect industrial conditions. In the present study, phytase expression was explored and optimized using instrumented fermenters in continuous and fed-batch modes. First, the production of phytase was investigated under glucose de-repression in continuous culture at three dilution factors, 0.5 d-1 , 1 d-1 , and 1.5 d-1 . The fermenter parameters of these cultures were used to inform a kinetic model in batch and fed-batch modes for growth and phytase production. The kinetic model developed aided to design the glucose-feeding profile of a fed-batch culture. Kinetic model simulations under glucose de-repression and fed-batch conditions identified optimal phytase productivity at the specific growth rate of 0.041 h-1 . Validation of the model simulation with experimental data confirmed the feasibility of the model to predict phytase production in our newly engineered strain. Methanol was used only to induce the expression of phytase at high cell densities. Our results showed that high phytase production required two stages, the first stage used glucose under de-repression conditions to generate biomass while expressing phytase, and stage two used methanol to induce phytase expression. The production of phytase was improved 3.5-fold by methanol induction compared to the expression with glucose alone under de-repression conditions to a final phytase activity of 12.65 MU/L. This final volumetric phytase production represented an approximate 36-fold change compared to the flask fermentations. Finally, the phytase protein produced was assayed to confirm its molecular weight, and pH and temperature profiles. This study highlights the importance of optimizing protein production in P. pastoris when using novel promoters and presents a general approach to performing bioprocess optimization in this important production host.

3.
Microb Cell Fact ; 22(1): 92, 2023 May 03.
Artículo en Inglés | MEDLINE | ID: mdl-37138331

RESUMEN

Pichia pastoris (Komagataella phaffii) is widely used for industrial production of heterologous proteins due to high secretory capabilities but selection of highly productive engineered strains remains a limiting step. Despite availability of a comprehensive molecular toolbox for construct design and gene integration, there is high clonal variability among transformants due to frequent multi-copy and off-target random integration. Therefore, functional screening of several hundreds of transformant clones is essential to identify the best protein production strains. Screening methods are commonly based on deep-well plate cultures with analysis by immunoblotting or enzyme activity assays of post-induction samples, and each heterologous protein produced may require development of bespoke assays with multiple sample processing steps. In this work, we developed a generic system based on a P. pastoris strain that uses a protein-based biosensor to identify highly productive protein secretion clones from a heterogeneous set of transformants. The biosensor uses a split green fluorescent protein where the large GFP fragment (GFP1-10) is fused to a sequence-specific protease from Tobacco Etch Virus (TEV) and is targeted to the endoplasmic reticulum. Recombinant proteins targeted for secretion are tagged with the small fragment of the split GFP (GFP11). Recombinant protein production can be measured by monitoring GFP fluorescence, which is dependent on interaction between the large and small GFP fragments. The reconstituted GFP is cleaved from the target protein by TEV protease, allowing for secretion of the untagged protein of interest and intracellular retention of the mature GFP. We demonstrate this technology with four recombinant proteins (phytase, laccase, ß-casein and ß-lactoglobulin) and show that the biosensor directly reports protein production levels that correlate with traditional assays. Our results confirm that the split GFP biosensor can be used for facile, generic, and rapid screening of P. pastoris clones to identify those with the highest production levels.


Asunto(s)
Pichia , Pichia/genética , Pichia/metabolismo , Proteínas Recombinantes , Proteínas Fluorescentes Verdes/genética , Proteínas Fluorescentes Verdes/metabolismo
4.
J Environ Manage ; 301: 113945, 2022 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-34731956

RESUMEN

Conversion of keratin waste to value-added products not only reduces waste volumes but also creates new revenue streams for the animal production industry. In the present study, combination of alkaline pretreatment of cattle hair with enzymatic hydrolysis was studied to produce keratin hydrolysates with relatively high antioxidant activities. Firstly, the effect of pretreatment conditions at a high solid/liquid mass ratio of 1:2 with different NaOH loadings and temperatures was studied. Increasing NaOH concentration from 1.0% to 2.5% and temperature from room temperature to 110 °C increased hair hydrolysis by keratinase and protein recovery in hydrolysates. Mild pretreatment with 1.5% NaOH at 70 °C for 30 min led to a protein recovery of 30% in the enzymatic hydrolysate. The resulting hydrolysate showed a high antioxidant activity, scavenging 69% of the ABTS radical with a low EC50 of 0.8 mg/mL. Severe pretreatment with 2.5% NaOH at 110 °C for 30 min resulted in a higher protein recovery of 45%, but a lower ABTS radical scavenging activity of 56% and a higher EC50 of 1.3 mg/mL. The reduced antioxidant activity was attributed to the reduced proportion of small peptides (<3 kDa) and the increased extent of amino acid chemical modification. This study demonstrated that controlling alkali pretreatment conditions could lead to the production of enzymatic hydrolysates with higher antioxidant activities for potential value-adding applications. The information generated from this study will aid scale-up and commercialisation of processes with optimised antioxidant peptide production.


Asunto(s)
Antioxidantes , Hidrolisados de Proteína , Animales , Bovinos , Hidrólisis , Queratinas , Péptidos
5.
Microb Cell Fact ; 20(1): 8, 2021 Jan 07.
Artículo en Inglés | MEDLINE | ID: mdl-33494776

RESUMEN

BACKGROUND: Pichia pastoris (Komagataella phaffii) is an important platform for heterologous protein production due to its growth to high cell density and outstanding secretory capabilities. Recent developments in synthetic biology have extended the toolbox for genetic engineering of P. pastoris to improve production strains. Yet, overloading the folding and secretion capacity of the cell by over-expression of recombinant proteins is still an issue and rational design of strains is critical to achieve cost-effective industrial manufacture. Several enzymes are commercially produced in P. pastoris, with phytases being one of the biggest on the global market. Phytases are ubiquitously used as a dietary supplement for swine and poultry to increase digestibility of phytic acid, the main form of phosphorous storage in grains. RESULTS: Potential bottlenecks for expression of E. coli AppA phytase in P. pastoris were explored by applying bidirectional promoters (BDPs) to express AppA together with folding chaperones, disulfide bond isomerases, trafficking proteins and a cytosolic redox metabolism protein. Additionally, transcriptional studies were used to provide insights into the expression profile of BDPs. A flavoprotein encoded by ERV2 that has not been characterised in P. pastoris was used to improve the expression of the phytase, indicating its role as an alternative pathway to ERO1. Subsequent AppA production increased by 2.90-fold compared to the expression from the state of the AOX1 promoter. DISCUSSION: The microbial production of important industrial enzymes in recombinant systems can be improved by applying newly available molecular tools. Overall, the work presented here on the optimisation of phytase production in P. pastoris contributes to the improved understanding of recombinant protein folding and secretion in this important yeast microbial production host.


Asunto(s)
6-Fitasa/biosíntesis , 6-Fitasa/química , Fosfatasa Ácida/biosíntesis , Fosfatasa Ácida/química , Proteínas de Escherichia coli/biosíntesis , Proteínas de Escherichia coli/química , Pichia/genética , Pliegue de Proteína , 6-Fitasa/metabolismo , Fosfatasa Ácida/metabolismo , Disulfuros/metabolismo , Retículo Endoplásmico/metabolismo , Proteínas de Escherichia coli/metabolismo , Regulación Fúngica de la Expresión Génica , Ingeniería Genética , Chaperonas Moleculares/metabolismo , Regiones Promotoras Genéticas/genética , Transcripción Genética
6.
Appl Microbiol Biotechnol ; 104(13): 5739-5748, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32405756

RESUMEN

The effective removal of dags (manure balls) from cattle, sheep and goats is a significant issue for the livestock industry. Dags are hard recalcitrant deposits composed of materials, such as faeces, hair, soil, urine, feed and straw, and attach to the animal through the hair rather than the skin. Dags build up during wet periods, especially on long haired breeds, and can weigh up to 40 kg per animal for cattle. Dag removal prior to slaughter reduces the risk of microbial meat contamination and damage to the hide during leather processing. Existing removal methods include hair trimming or extensive hose washing that can result in stress to the animal and increased costs. An alternative solution is the application of enzyme formulations that target specific components of the dag so they are more easily removed by washing. Enzymes are already used in other cleaning applications and are proven for the breakdown of materials such as lignocellulose, protein or starch that are found in dags. This mini-review discusses the challenges of current dag removal methods and the state of the art and feasibility of applying enzyme formulations for the effective removal of dags. Although enzyme formulations are yet to be tested in large-scale cattle trials and questions remain regarding how they would be cost-effectively applied to live animals, the results at laboratory scale suggest further research is warranted. Overall, enzymes present an environmentally friendly solution to the high costs and animal welfare issues of current dag removal methods through significant reductions in cleaning time and water use. KEY POINTS: • Dag formation on livestock is a major issue for industry and for animal welfare. • Current methods are costly and challenging for operators and the animal. • Enzymes can degrade dag components to aid release with keratinases showing promise. • Dag removal needs to be field tested, and positive business cases must be generated.


Asunto(s)
Agricultura , Enzimas/metabolismo , Ganado/fisiología , Mataderos/tendencias , Agricultura/tendencias , Animales , Biomasa , Queratinas/metabolismo , Lignina/metabolismo , Estiércol/análisis
7.
Appl Environ Microbiol ; 81(19): 6649-59, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-26187964

RESUMEN

Streptomyces species are native inhabitants of soil, a natural environment where nutrients can be scarce and competition fierce. They have evolved ways to metabolize unusual nutrients, such as purines and its derivatives, which are highly abundant in soil. Catabolism of these uncommon carbon and nitrogen sources needs to be tightly regulated in response to nutrient availability and environmental stimulus. Recently, the allantoin degradation pathway was characterized in Streptomyces coelicolor. However, there are questions that remained unanswered, particularly regarding pathway regulation. Here, using a combination of proteomics and genetic approaches, we identified the negative regulator of the allantoin pathway, AllR. In vitro studies confirmed that AllR binds to the promoter regions of allantoin catabolic genes and determined the AllR DNA binding motif. In addition, effector studies showed that allantoic acid, and glyoxylate, to a lesser extent, inhibit the binding of AllR to the DNA. Inactivation of AllR repressor leads to the constitutive expression of the AllR regulated genes and intriguingly impairs actinorhodin and undecylprodigiosin production. Genetics and proteomics analysis revealed that among all genes from the allantoin pathway that are upregulated in the allR mutant, the hyi gene encoding a hydroxypyruvate isomerase (Hyi) is responsible of the impairment of antibiotic production.


Asunto(s)
Alantoína/biosíntesis , Antibacterianos/biosíntesis , Proteínas Bacterianas/metabolismo , Regulación Bacteriana de la Expresión Génica , Proteínas Represoras/metabolismo , Streptomyces coelicolor/metabolismo , Secuencia de Aminoácidos , Proteínas Bacterianas/química , Proteínas Bacterianas/genética , Datos de Secuencia Molecular , Regiones Promotoras Genéticas , Proteínas Represoras/química , Proteínas Represoras/genética , Alineación de Secuencia , Streptomyces coelicolor/química , Streptomyces coelicolor/genética , Transcripción Genética
8.
Appl Microbiol Biotechnol ; 98(1): 351-60, 2014 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-24292080

RESUMEN

Purines are a primary source of carbon and nitrogen in soil; however, their metabolism is poorly understood in Streptomyces. Using a combination of proteomics, metabolomics, and metabolic engineering, we characterized the allantoin pathway in Streptomyces coelicolor. When cells grew in glucose minimal medium with allantoin as the sole nitrogen source, quantitative proteomics identified 38 enzymes upregulated and 28 downregulated. This allowed identifying six new functional enzymes involved in allantoin metabolism in S. coelicolor. From those, using a combination of biochemical and genetic engineering tools, it was found that allantoinase (EC 3.5.2.5) and allantoicase (EC 3.5.3.4) are essential for allantoin metabolism in S. coelicolor. Metabolomics showed that under these growth conditions, there is a significant intracellular accumulation of urea and amino acids, which eventually results in urea and ammonium release into the culture medium. Antibiotic production of a urease mutant strain showed that the catabolism of allantoin, and the subsequent release of ammonium, inhibits antibiotic production. These observations link the antibiotic production impairment with an imbalance in nitrogen metabolism and provide the first evidence of an interaction between purine metabolism and antibiotic biosynthesis.


Asunto(s)
Alantoína/biosíntesis , Alantoína/metabolismo , Antibacterianos/biosíntesis , Streptomyces coelicolor/metabolismo , Aminoácidos/metabolismo , Compuestos de Amonio/metabolismo , Carbono/metabolismo , Medios de Cultivo/química , Perfilación de la Expresión Génica , Ingeniería Metabólica , Redes y Vías Metabólicas/genética , Metabolómica , Nitrógeno/metabolismo , Proteómica , Streptomyces coelicolor/genética , Streptomyces coelicolor/crecimiento & desarrollo
9.
Appl Environ Microbiol ; 78(13): 4571-9, 2012 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-22544242

RESUMEN

In this paper, we have characterized two malic enzymes (ME), SCO2951 and SCO5261, from Streptomyces coelicolor and analyzed their role in antibiotic and triacylglycerol (TAG) production. Biochemical studies have demonstrated that Sco2951 and Sco5261 genes encode NAD(+)- and NADP(+)-dependent malic enzymes, respectively. Single or double mutants in the ME-encoding genes show no effect on growth rate compared to the parental M145 strain. However, the single Sco2951 and the double Sco2951 Sco5261 mutants display a strong reduction in the production of the polyketide antibiotic actinorhodin; additionally, the Sco2951 Sco5261 mutant shows a decrease in stored TAGs during exponential growth. The lower production of actinorhodin in the double mutant occurs as a consequence of a decrease in the expression of actII-ORF4, the transcriptional activator of the actinorhodin gene cluster. On the other hand, the reduced TAG accumulation is not due to reduced transcript levels of fatty acid biosynthetic genes nor to changes in the amount of the precursor acetyl coenzyme A (acetyl-CoA). This mutant accumulates intermediates of the tricarboxylic acid (TCA) cycle that could alter the regulation of the actinorhodin biosynthetic pathway, suggesting that MEs are important anaplerotic enzymes that redirect C4 intermediates from the TCA cycle to maintain secondary metabolism and TAG production in Streptomyces.


Asunto(s)
Antibacterianos/metabolismo , Malato Deshidrogenasa/metabolismo , Streptomyces coelicolor/enzimología , Streptomyces coelicolor/metabolismo , Triglicéridos/metabolismo , Antraquinonas/metabolismo , Coenzimas/metabolismo , Eliminación de Gen , NAD/metabolismo , NADP/metabolismo , Streptomyces coelicolor/crecimiento & desarrollo
10.
Commun Mater ; 3(1): 54, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35991518

RESUMEN

The use of personal protective equipment (PPE), face masks and ventilation are key strategies to control the transmission of respiratory viruses. However, most PPE provides physical protection that only partially prevents the transmission of viral particles. Here, we develop textiles with integrated peptide binders that capture viral particles. We fuse peptides capable of binding the receptor domain of the spike protein on the SARS-CoV-2 capsid to the cellulose-binding domain from the Trichoderma reesei cellobiohydrolase II protein. The hybrid peptides can be attached to the cellulose fibres in cotton and capture SARS-CoV-2 viral particles with high affinity. The resulting bioengineered cotton captures 114,000 infective virus particles per cm2 and reduces onwards SARS-CoV-2 infection of cells by 500-fold. The hybrid peptides could be easily modified to capture and control the spread of other infectious pathogens or for attachment to different materials. We anticipate the use of bioengineered protective textiles in PPE, facemasks, ventilation, and furnishings will provide additional protection to the airborne or fomite transmission of viruses.

11.
Biotechnol Biofuels ; 14(1): 80, 2021 Mar 31.
Artículo en Inglés | MEDLINE | ID: mdl-33789740

RESUMEN

BACKGROUND: Phytases are widely used commercially as dietary supplements for swine and poultry to increase the digestibility of phytic acid. Enzyme development has focused on increasing thermostability to withstand the high temperatures during industrial steam pelleting. Increasing thermostability often reduces activity at gut temperatures and there remains a demand for improved phyases for a growing market. RESULTS: In this work, we present a thermostable variant of the E. coli AppA phytase, ApV1, that contains an extra non-consecutive disulfide bond. Detailed biochemical characterisation of ApV1 showed similar activity to the wild type, with no statistical differences in kcat and KM for phytic acid or in the pH and temperature activity optima. Yet, it retained approximately 50% activity after incubations for 20 min at 65, 75 and 85 °C compared to almost full inactivation of the wild-type enzyme. Production of ApV1 in Pichia pastoris (Komagataella phaffi) was much lower than the wild-type enzyme due to the presence of the extra non-consecutive disulfide bond. Production bottlenecks were explored using bidirectional promoters for co-expression of folding chaperones. Co-expression of protein disulfide bond isomerase (Pdi) increased production of ApV1 by ~ 12-fold compared to expression without this folding catalyst and restored yields to similar levels seen with the wild-type enzyme. CONCLUSIONS: Overall, the results show that protein engineering for enhanced enzymatic properties like thermostability may result in folding complexity and decreased production in microbial systems. Hence parallel development of improved production strains is imperative to achieve the desirable levels of recombinant protein for industrial processes.

12.
Waste Manag ; 102: 149-160, 2020 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-31678801

RESUMEN

Textile waste presents a serious environmental problem with only a small fraction of products from the fashion industry collected and re-used or recycled. The problem is exacerbated in the case of post-consumer waste by the mixture of different natural and synthetic fibres in blended textiles. The separation of mixed fibre waste, where garments are often multicomponent, presents a major recycling problem as fibres must be separated to single components to enable effective recycling. This work investigates the selective digestion of wool fibres from wool/polyester blended fabrics using an enzymatic approach. Complete degradation of wool fibres was achieved by application of a keratinase in a two-step process with addition of reducing agent and undigested polyester fibres were recovered. Electron microscopy showed complete breakdown of the natural fibres in the fabric blends, while spectroscopic and mechanical analysis of the recovered synthetic fibres confirmed that the enzymatic treatment had no significant impact on the properties of the polyester compared to virgin samples. The polyester fibres are therefore suitable to be recycled to polyester yarn and re-used in the manufacture of new garments or other products. The nutrient rich keratin hydrolysate could be used in microbial growth media or incorporated into bio-fertilisers or animal feed, contributing to the development of the circular economy.


Asunto(s)
Poliésteres , Lana , Animales , Reciclaje , Textiles , Fibra de Lana
13.
Sci Rep ; 9(1): 6725, 2019 04 30.
Artículo en Inglés | MEDLINE | ID: mdl-31040353

RESUMEN

Acetyl-CoA carboxylases (ACCs) are enzyme complexes generally composed of three catalytic domains and distributed in all organisms. In prokaryotes and plastids of most plants, these domains are encoded in distinct subunits forming heteromeric complexes. Distinctively, cytosolic ACCs from eukaryotes and plastids of graminaceous monocots, are organized in a single multidomain polypeptide. Until now, no multidomain ACCs had been discovered in bacteria. Here, we show that a putative multidomain ACC in Saccharopolyspora erythraea is encoded by the sace_4237 gene, representing the first prokaryotic ACC homodimeric multidomain complex described. The SACE_4237 complex has both acetyl-CoA and propionyl-CoA carboxylase activities. Importantly, we demonstrate that sace_4237 is essential for S. erythraea survival as determined by the construction of a sace_4237 conditional mutant. Altogether, our results show that this prokaryotic homodimeric multidomain ACC provides malonyl-CoA for de novo fatty acid biosynthesis. Furthermore, the data presented here suggests that evolution of these enzyme complexes, from single domain subunits to eukaryotic multidomain ACCs, occurred in bacteria through domain fusion.


Asunto(s)
Ligasas de Carbono-Carbono/metabolismo , Ácidos Grasos/biosíntesis , Malonil Coenzima A/metabolismo , Saccharopolyspora/metabolismo , Proteínas Bacterianas/química , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Ligasas de Carbono-Carbono/química , Ligasas de Carbono-Carbono/genética , Filogenia , Dominios Proteicos , Saccharopolyspora/genética , Saccharopolyspora/crecimiento & desarrollo
14.
PLoS One ; 13(8): e0202608, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30114294

RESUMEN

Keratin is the structural protein in hair, nails, feathers and horns. Keratin is recalcitrant, highly disulfide bonded and is generally inaccessible to common proteases. Only certain types of proteases, called keratinases, are able to cleave the peptide bonds within the keratin structure. Due to this outstanding activity, keratinases have potential application in industries such as livestock, cosmetics and pharmaceuticals. Yet, the process of enzymatic keratin degradation is poorly understood, affecting the development of industrial enzyme formulations that may require full or only partial modification or weakening. Here we investigate the dynamics of keratin weakening and hydrolysis, showing that the decrease in hair mechanical strength is associated with cuticle removal and damage to the cortex and complete breakdown is dependent on reducing agents. Proteases with keratinolytic activity were selected and applied to hair with degradation examined by mechanical, biochemical and microscopic techniques. The extent of keratin degradation was highly enhanced by the presence of reducing agents, principally sodium thioglycolate, exceeding 90% degradation within 16 h of enzymatic treatment. Application was extended to feathers showing that the findings are relevant to improving the use of keratinases in a variety of industries. Overall, the outcomes provide valuable insights into the keratin degradation process by enzymes for the optimization of cosmetic and pharmaceutical products and for livestock waste recycling among other important applications.


Asunto(s)
Cabello/química , Queratinas/química , Péptido Hidrolasas/química , Animales , Citoesqueleto/química , Disulfuros/química , Hidrólisis , Fenómenos Mecánicos , Proteolisis
15.
Metab Eng Commun ; 6: 1-12, 2018 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-29255672

RESUMEN

Production of propionic acid by fermentation of propionibacteria has gained increasing attention in the past few years. However, biomanufacturing of propionic acid cannot compete with the current oxo-petrochemical synthesis process due to its well-established infrastructure, low oil prices and the high downstream purification costs of microbial production. Strain improvement to increase propionic acid yield is the best alternative to reduce downstream purification costs. The recent generation of genome-scale models for a number of Propionibacterium species facilitates the rational design of metabolic engineering strategies and provides a new opportunity to explore the metabolic potential of the Wood-Werkman cycle. Previous strategies for strain improvement have individually targeted acid tolerance, rate of propionate production or minimisation of by-products. Here we used the P. freudenreichii subsp. shermanii and the pan-Propionibacterium genome-scale metabolic models (GEMs) to simultaneously target these combined issues. This was achieved by focussing on strategies which yield higher energies and directly suppress acetate formation. Using P. freudenreichii subsp. shermanii, two strategies were assessed. The first tested the ability to manipulate the redox balance to favour propionate production by over-expressing the first two enzymes of the pentose-phosphate pathway (PPP), Zwf (glucose-6-phosphate 1-dehydrogenase) and Pgl (6-phosphogluconolactonase). Results showed a 4-fold increase in propionate to acetate ratio during the exponential growth phase. Secondly, the ability to enhance the energy yield from propionate production by over-expressing an ATP-dependent phosphoenolpyruvate carboxykinase (PEPCK) and sodium-pumping methylmalonyl-CoA decarboxylase (MMD) was tested, which extended the exponential growth phase. Together, these strategies demonstrate that in silico design strategies are predictive and can be used to reduce by-product formation in Propionibacterium. We also describe the benefit of carbon dioxide to propionibacteria growth, substrate conversion and propionate yield.

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