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1.
Arch Microbiol ; 206(10): 391, 2024 Sep 04.
Article in English | MEDLINE | ID: mdl-39230763

ABSTRACT

The fermentative model yeast Saccharomyces cerevisiae has been extensively used to study the genetic basis of stress response and homeostasis. In this study, we performed quantitative trait loci (QTL) analysis of the high-temperature fermentation trait of the progeny from the mating of the S. cerevisiae natural isolate BCC39850 (haploid#17) and the laboratory strain CEN.PK2-1C. A single QTL on chromosome X was identified, encompassing six candidate genes (GEA1, PTK2, NTA1, NPA3, IRT1, and IML1). The functions of these candidates were tested by reverse genetic experiments. Deletion mutants of PTK2, NTA1, and IML1 showed growth defects at 42 °C. The PTK2 knock-out mutant also showed significantly reduced ethanol production and plasma membrane H+ ATPase activity and increased sensitivity to acetic acid, ethanol, amphotericin B (AMB), and ß-1,3-glucanase treatment. The CRISPR-Cas9 system was used to construct knock-in mutants by replacement of PTK2, NTA1, IML1, and NPA3 genes with BCC39850 alleles. The PTK2 and NTA1 knock-in mutants showed increased growth and ethanol production titers at 42 °C. These findings suggest an important role for the PTK2 serine/threonine protein kinase in regulating plasma membrane H+ ATPase activity and the NTA1 N-terminal amidase in protein degradation via the ubiquitin-proteasome system machinery, which affects tolerance to heat stress in S. cerevisiae.


Subject(s)
Ethanol , Fermentation , Hot Temperature , Quantitative Trait Loci , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae/growth & development , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Ethanol/metabolism
2.
Appl Microbiol Biotechnol ; 108(1): 21, 2024 Dec.
Article in English | MEDLINE | ID: mdl-38159116

ABSTRACT

Lignocellulosic material can be converted to valorized products such as fuels. Pretreatment is an essential step in conversion, which is needed to increase the digestibility of the raw material for microbial fermentation. However, pretreatment generates by-products (hydrolysate toxins) that are detrimental to microbial growth. In this study, natural Saccharomyces strains isolated from habitats in Thailand were screened for their tolerance to synthetic hydrolysate toxins (synHTs). The Saccharomyces cerevisiae natural strain BCC39850 (toxin-tolerant) was crossed with the laboratory strain CEN.PK2-1C (toxin-sensitive), and quantitative trait locus (QTL) analysis was performed on the segregants using phenotypic scores of growth (OD600) and glucose consumption. VMS1, DET1, KCS1, MRH1, YOS9, SYO1, and YDR042C were identified from QTLs as candidate genes associated with the tolerance trait. CEN.PK2-1C knockouts of the VMS1, YOS9, KCS1, and MRH1 genes exhibited significantly greater hydrolysate toxin sensitivity to growth, whereas CEN.PK2-1C knock-ins with replacement of VMS1 and MRH1 genes from the BCC39850 alleles showed significant increased ethanol production titers compared with the CEN.PK2-1C parental strain in the presence of synHTs. The discovery of VMS1, YOS9, MRH1, and KCS1 genes associated with hydrolysate toxin tolerance in S. cerevisiae indicates the roles of the endoplasmic-reticulum-associated protein degradation pathway, plasma membrane protein association, and the phosphatidylinositol signaling system in this trait. KEY POINTS: • QTL analysis was conducted using a hydrolysate toxin-tolerant S. cerevisiae natural strain • Deletion of VMS1, YOS9, MRH1, and KCS1 genes associated with hydrolysate toxin-sensitivity • Replacement of VMS1 and MRH1 with natural strain alleles increased ethanol production titers in the presence of hydrolysate toxins.


Subject(s)
Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Quantitative Trait Loci , Phenotype , Fermentation , Ethanol/metabolism , Phosphotransferases (Phosphate Group Acceptor)/genetics , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism
3.
Yeast ; 38(5): 316-325, 2021 05.
Article in English | MEDLINE | ID: mdl-33445217

ABSTRACT

The thermotolerant methylotrophic yeast Ogataea thermomethanolica TBRC656 is a potential host for heterologous protein production. However, overproduction of heterologous protein can induce cellular stress and limit the level of its secretion. To improve the secretion of heterologous protein, we identified the candidate proteins with altered production during production of heterologous protein in O. thermomethanolica by using a label-free comparative proteomic approach. Four hundred sixty-four proteins with various biological functions showed differential abundance between O. thermomethanolica expressing fungal xylanase (OT + Xyl) and a control strain. The induction of proteins in transport and proteasomal proteolysis was prominently observed. Eight candidate proteins involved in cell wall biosynthesis (Chs3, Gas4), chaperone (Sgt2, Pex19), glycan metabolism (Csf1), protein transport (Ypt35), and vacuole and protein sorting (Cof1, Npr2) were mutated by a CRISPR/Cas9 approach. An Sgt2 mutant showed higher phytase and xylanase activity compared with the control strain (13%-20%), whereas mutants of other genes including Cof1, Pex19, Gas4, and Ypt35 showed lower xylanase activity compared with the control strain (15%-25%). In addition, an Npr2 mutant showed defective growth, while overproduction of Npr2 enhanced xylanase activity. These results reveal genes that can be mutated to modulate heterologous protein production and growth of O. thermomethanolica TBRC656.


Subject(s)
Fungal Proteins/genetics , Fungal Proteins/metabolism , Methanol/metabolism , Proteomics/methods , Saccharomycetales/chemistry , Thermotolerance , Fungal Proteins/isolation & purification , Gene Expression Regulation, Fungal , Saccharomycetales/genetics , Saccharomycetales/metabolism
4.
FEMS Yeast Res ; 21(8)2021 12 24.
Article in English | MEDLINE | ID: mdl-34865010

ABSTRACT

Carotenoids (C40H56) including lycopene and beta-carotene are relatively strong antioxidants that provide benefits to human health. Here, we screened highly efficient crt variants from red yeasts to improve lycopene and beta-carotene production in Saccharomyces cerevisiae. We identified that crt variants from Sporidiobolus pararoseus TBRC-BCC 63403 isolated from rice leaf in Thailand exhibited the highest activity in term of lycopene and beta-carotene production in the context of yeast. Specifically, the phytoene desaturase SpCrtI possessed up to 4-fold higher in vivo activity based on lycopene content than the benchmark enzyme BtCrtI from Blakeslea trispora in our engineered WWY005 strain. Also, the geranylgeranyl pyrophosphate (GGPP) synthase SpCrtE, the bifunctional phytoene synthase-lycopene cyclase SpCrtYB, and SpCrtI when combined led to 7-fold improvement in beta-carotene content over the benchmark enzymes from Xanthophyllomyces dendrorhous in the laboratory strain CEN.PK2-1C. Sucrose as an alternative to glucose was found to enhance lycopene production in cells lacking GAL80. Lastly, we demonstrated a step-wise improvement in lycopene production from shake-flasks to a 5-L fermenter using the strain with GAL80 intact. Altogether, our study represents novel findings on more effective crt genes from Sp. pararoseus over the previously reported benchmark genes and their potential applications in scale-up lycopene production.


Subject(s)
Biological Products , beta Carotene , Humans , Lycopene , Saccharomyces cerevisiae/genetics , Sucrose
5.
FEMS Yeast Res ; 21(4)2021 04 28.
Article in English | MEDLINE | ID: mdl-33856451

ABSTRACT

D-lactic acid is a chiral three-carbon organic acid that can improve the thermostability of polylactic acid. Here, we systematically engineered Saccharomyces cerevisiae to produce D-lactic acid from glucose, a renewable carbon source, at near theoretical yield. Specifically, we screened D-lactate dehydrogenase (DLDH) variants from lactic acid bacteria in three different genera and identified the Leuconostoc pseudomesenteroides variant (LpDLDH) as having the highest activity in yeast. We then screened single-gene deletions to minimize the production of the side products ethanol and glycerol as well as prevent the conversion of D-lactic acid back to pyruvate. Based on the results of the DLDH screening and the single-gene deletions, we created a strain called ASc-d789M which overexpresses LpDLDH and contains deletions in glycerol pathway genes GPD1 and GPD2 and lactate dehydrogenase gene DLD1, as well as downregulation of ethanol pathway gene ADH1 using the L-methionine repressible promoter to minimize impact on growth. ASc-d789M produces D-lactic acid at a titer of 17.09 g/L in shake-flasks (yield of 0.89 g/g glucose consumed or 89% of the theoretical yield). Fed-batch fermentation resulted in D-lactic acid titer of 40.03 g/L (yield of 0.81 g/g glucose consumed). Altogether, our work represents progress towards efficient microbial production of D-lactic acid.


Subject(s)
Lactic Acid/biosynthesis , Metabolic Engineering , Saccharomyces cerevisiae/genetics , Cloning, Molecular , Fermentation , Gene Deletion , Industrial Microbiology , L-Lactate Dehydrogenase/genetics , Leuconostoc/enzymology , Microorganisms, Genetically-Modified , Plasmids , Saccharomyces cerevisiae/metabolism
6.
World J Microbiol Biotechnol ; 37(6): 107, 2021 May 27.
Article in English | MEDLINE | ID: mdl-34043086

ABSTRACT

As the effects of climate change become increasingly severe, metabolic engineers and synthetic biologists are looking towards greener sources for transportation fuels. The design and optimization of microorganisms to produce gasoline, diesel, and jet fuel compounds from renewable feedstocks can significantly reduce dependence on fossil fuels and thereby produce fewer emissions. Over the past two decades, a tremendous amount of research has contributed to the development of microbial strains to produce advanced fuel compounds, including branched-chain higher alcohols (BCHAs) such as isopentanol (3-methyl-1-butanol; 3M1B) and isobutanol (2-methyl-1-propanol). In this review, we provide an overview of recent advances in the development of microbial strains for the production of isopentanol in both conventional and non-conventional hosts. We also highlight metabolic engineering strategies that may be employed to enhance product titers, reduce end-product toxicity, and broaden the substrate range to non-sugar carbon sources. Finally, we offer glimpses into some promising future directions in the development of isopentanol producing microbial strains.


Subject(s)
Biofuels/microbiology , Pentanols/metabolism , Metabolic Engineering , Renewable Energy , Synthetic Biology
7.
Mol Biol Rep ; 47(1): 461-468, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31654213

ABSTRACT

In yeasts, Hac1 transcription factor of the unfolded protein response (UPR) regulates many genes involved in secretory pathways. The thermotolerant methylotrophic yeast Ogataea thermomethanolica TBRC656 is a host for heterologous protein secretion. To understand the role of OtHac1 on the secretome of O. thermomethanolica, a comparative proteomic analysis using LC-MS/MS was employed to identify proteins with altered secretion levels when OtHac1 was mutated. 268 proteins were detected in the extracellular medium of O. thermomethanolica wild-type control and Othac1 mutant strains. A number of metabolic enzymes functioning in amino acid, carbohydrate, glycan, and lipid metabolism showed altered secretion in the mutant suggesting that OtHac1 may play a role in mediating extracellular metabolism. Most of the extracellular proteins identified do not contain canonical signal sequences suggesting that they are secreted via unconventional protein secretion pathways. Collectively, the data provide insights into protein secretion and OtHac1 function in O. thermomethanolica which will be useful for developing efficient host for protein production.


Subject(s)
Basic-Leucine Zipper Transcription Factors/genetics , Fungal Proteins , Proteome , Repressor Proteins/genetics , Saccharomycetales , Fungal Proteins/analysis , Fungal Proteins/genetics , Fungal Proteins/metabolism , Mutation , Proteome/analysis , Proteome/metabolism , Saccharomycetales/metabolism , Saccharomycetales/physiology
8.
J Ind Microbiol Biotechnol ; 47(6-7): 497-510, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32430798

ABSTRACT

As the effects of climate change become apparent, metabolic engineers and synthetic biologists are exploring sustainable sources for transportation fuels. The design and engineering of microorganisms to produce gasoline, diesel, and jet fuel compounds from renewable feedstocks can significantly reduce our dependence on fossil fuels as well as lower the emissions of greenhouse gases. Over the past 2 decades, a considerable amount of work has led to the development of microbial strains for the production of advanced fuel compounds from both C5 and C6 sugars. In this work, we combined two strategies-adaptive laboratory evolution and rational metabolic engineering-to improve the yeast Saccharomyces cerevisiae's ability to utilize D-xylose, a major C5 sugar in biomass, and produce the advanced biofuel isobutanol. Whole genome resequencing of several evolved strains followed by reverse engineering identified two single nucleotide mutations, one in CCR4 and another in TIF1, that improved the yeast's specific growth rate by 23% and 14%, respectively. Neither one of these genes has previously been implicated to play a role in utilization of D-xylose. Fine-tuning the expression levels of the bottleneck enzymes in the isobutanol pathway further improved the evolved strain's isobutanol titer to 92.9 ± 4.4 mg/L (specific isobutanol production of 50.2 ± 2.6 mg/g DCW), a 90% improvement in titer and a 110% improvement in specific production over the non-evolved strain. We hope that our work will set the stage for an economic route to the advanced biofuel isobutanol and enable efficient utilization of xylose-containing biomass.


Subject(s)
Biofuels , Butanols/chemistry , Metabolic Engineering , Saccharomyces cerevisiae/metabolism , Xylose/metabolism , Biomass , Fermentation , Genome, Fungal , Industrial Microbiology , Mutation , Plasmids/metabolism
9.
Mol Biol Rep ; 45(5): 1311-1319, 2018 Oct.
Article in English | MEDLINE | ID: mdl-30066298

ABSTRACT

In yeast, the accumulation of unfolded proteins in the ER triggers the unfolded protein response (UPR) pathway, which is mediated by Hac1 transcription factor. Here, we characterized the function of a gene encoding Hac1 in the thermotolerant methylotrophic yeast Ogataea thermomethanolica TBRC656 (OtHAC1). OtHAC1 mRNA contains a non-canonical intron of 176 nt, which was demonstrated to be spliced by RT-PCR. To characterize the function of this gene, we compared the proteome of a Othac1 mutant with wild-type. A total of 463 proteins with differential abundance were detected. The functions of these proteins were annotated in oxidative stress, metabolic pathways, transcription, translation, and of particular interest in secretory pathway. While many intracellular proteins differentially expressed in the mutant were similar to proteins with altered expression in UPR-stressed Saccharomyces cerevisiae, two novel OtHAC1-dependent proteins (Iml1 and Npr2) were identified that are potentially involved in the regulation of autophagy. The data show that OtHAC1 is an important regulator of several different processes in O. thermomethanolica TBRC656.


Subject(s)
Basic-Leucine Zipper Transcription Factors/genetics , Repressor Proteins/genetics , Saccharomycetales/genetics , Autophagy/physiology , Basic-Leucine Zipper Transcription Factors/metabolism , Endoplasmic Reticulum/metabolism , Proteomics/methods , RNA, Messenger/genetics , RNA, Messenger/metabolism , Repressor Proteins/metabolism , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Saccharomycetales/cytology , Saccharomycetales/metabolism , Thermotolerance/genetics , Thermotolerance/physiology , Transcription Factors/genetics , Transcription Factors/metabolism , Unfolded Protein Response
10.
Biosci Biotechnol Biochem ; 80(12): 2298-2305, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27648762

ABSTRACT

A cDNA encoding ß-mannanase was cloned from Aspergillus niger BCC4525 and expressed in Pichia pastoris KM71. The secreted enzyme hydrolyzed locust bean gum substrate with very high activity (1625 U/mL) and a relatively high kcat/Km (461 mg-1 s-1 mL). The enzyme is thermophilic and thermostable with an optimal temperature of 70 °C and 40% retention of endo-ß-1,4-mannanase activity after preincubation at 70 °C. In addition, the enzyme exhibited broad pH stability with an optimal pH of 5.5. The recombinant enzyme hydrolyzes low-cost biomass, including palm kernel meal (PKM) and copra meal, to produce mannooligosaccharides, which is used as prebiotics to promote the growth of beneficial microflora in animals. An in vitro digestibility test simulating the gastrointestinal tract system of broilers suggested that the recombinant ß-mannanase could effectively liberate reducing sugars from PKM-containing diet. These characteristics render this enzyme suitable for utilization as a feed additive to improve animal performance.


Subject(s)
Aspergillus niger/enzymology , Biomass , Oligosaccharides/biosynthesis , Oligosaccharides/chemistry , Pichia/genetics , beta-Mannosidase/biosynthesis , beta-Mannosidase/metabolism , Agriculture , Aspergillus niger/genetics , Cloning, Molecular , Hydrogen-Ion Concentration , Hydrolysis , Mannose/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Temperature , beta-Mannosidase/genetics
11.
J Fluoresc ; 24(1): 7-11, 2014 Jan.
Article in English | MEDLINE | ID: mdl-23949487

ABSTRACT

Highly water soluble polymer (DD) was prepared and evaluated for its fluorescence response towards various amino acids. The polymer consists of dansyl hydrazine unit conjugated into dextran template. The conjugation enhances higher water solubility of dansyl hydrazine moiety. Of screened amino acids, DD exhibited selective fluorescence quenching in the presence of aspartic acid (Asp) and glutamic acid (Glu). A plot of fluorescence intensity change of DD against the concentration of corresponding amino acids gave a good linear relationship in the range of 1 × 10(-4) M to 25 × 10(-3) M. This establishes DD as a potential polymeric sensor for selective sensing of Asp and Glu.


Subject(s)
Aspartic Acid/analysis , Dansyl Compounds/chemistry , Dextrans/chemistry , Fluorescence , Glutamic Acid/analysis , Hydrazines/chemistry , Molecular Structure , Spectrometry, Fluorescence
12.
Curr Microbiol ; 69(2): 143-8, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24671405

ABSTRACT

Methanol-utilizing metabolism is generally found in methylotrophic yeasts. Several potential promoters regulating enzymes in this pathway have been extensively studied, especially alcohol oxidase. Here, we characterized the alcohol oxidase gene promoter from thermotolerant Ogataea thermomethanolica (OthAOX). This promoter can be induced by methanol, and was shown to regulate expression of phytase up to 45 °C. The pattern of heterologous phytase N-glycosylation depends on the induction temperature. Unlike the AOX promoter from Pichia pastoris, this OthAOX initially turns on the expression of the heterologous protein at the de-repression stage in the presence of glycerol. Full induction of protein is observed when methanol is present. With this methanol-inducible promoter, target protein can be initially produced prior to the induction phase, which would help shorten the time for protein production. Being able to drive protein expression at various temperatures prompts this newly identified AOX promoter to be potential tool for heterologous protein production in high temperature conditions.


Subject(s)
Alcohol Oxidoreductases/genetics , Gene Expression Regulation, Fungal/drug effects , Methanol/metabolism , Promoter Regions, Genetic/drug effects , Recombinant Proteins/biosynthesis , Saccharomycetales/drug effects , Saccharomycetales/metabolism , DNA, Fungal/chemistry , DNA, Fungal/genetics , Hot Temperature , Molecular Sequence Data , Recombinant Proteins/genetics , Saccharomycetales/genetics , Sequence Analysis, DNA
13.
Bioresour Technol ; : 130799, 2024 May 04.
Article in English | MEDLINE | ID: mdl-38710418

ABSTRACT

ß-carotene, a precursor to vitamin A, holds significant promise for health and nutrition applications. This study introduces an optimized approach for ß-carotene production in Saccharomyces cerevisiae, leveraging metabolic engineering and a novel use of agricultural waste. The GAL80 gene deletion facilitated efficient ß-carotene synthesis from sucrose, avoiding the costly galactose induction, and achieved titers up to 727.8 ±â€¯68.0 mg/L with content levels of 71.8 ±â€¯0.4 mg/g dry cell weight (DCW). Furthermore, the application of agricultural by-products, specifically molasses and fish meal as carbon and nitrogen sources, was investigated. This approach yielded a substantial ß-carotene titer of 354.9 ±â€¯8.2 mg/L and a content of 60.5 ±â€¯4.3 mg/g DCW, showcasing the potential of these sustainable substrates for industrial-scale production. This study sets a new benchmark for cost-effective, green manufacturing of vital nutrients, demonstrating a scalable, eco-friendly alternative for ß-carotene production.

14.
Biosci Biotechnol Biochem ; 77(6): 1262-8, 2013.
Article in English | MEDLINE | ID: mdl-23748789

ABSTRACT

Short-chain-length medium-chain-length polyhydroxyalkanoate (SCL-MCL PHA) copolymers are promising as bio-plastics with properties ranging from thermoplastics to elastomers. In this study, the hybrid pathway for the biosynthesis of SCL-MCL PHA copolymers was established in recombinant Escherichia coli by co-expression of ß-ketothiolase (PhaARe) and NADPH-dependent acetoacetyl-CoA reductase (PhaBRe) from Ralstonia eutropha together with PHA synthases from R. eutropha (PhaCRe), Aeromonas hydrophila (PhaCAh), and Pseudomonas putida (PhaC2Pp) and with (R)-specific enoyl-CoA hydratases from P. putida (PhaJ1Pp and PhaJ4Pp), and A. hydrophila (PhaJAh). When glycerol supplemented with dodecanoate was used as primary carbon source, E. coli harboring various combinations of PhaABCJ produced SCL-MCL PHA copolymers of various monomer compositions varying from C4 to C10. In addition, polymer property analysis suggested that the copolymers produced from this recombinant source have thermal properties (lower glass transition and melting temperatures) superior to polyhydroxybutyrate homopolymer.


Subject(s)
Escherichia coli/enzymology , Escherichia coli/genetics , Polyhydroxyalkanoates/biosynthesis , Polymers/chemistry , Alcohol Oxidoreductases/genetics , Enoyl-CoA Hydratase/genetics , Enoyl-CoA Hydratase/metabolism , Gene Expression Regulation, Bacterial , Genetic Engineering , Glycerol/chemistry , Glycerol/metabolism , Laurates/chemistry , Laurates/metabolism , Polyhydroxyalkanoates/chemistry , Polyhydroxyalkanoates/genetics
15.
J Sci Food Agric ; 93(13): 3345-51, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23716483

ABSTRACT

BACKGROUND: Mannan is a hemicellulose constituent commonly found in plant-derived feed ingredients. The gum-like property of mannan can obstruct digestive enzymes and bile acids, resulting in impaired nutrient utilisation. In this study, ß-mannanase production by Aspergillus niger strain BCC4525 was investigated using several agricultural residues under solid state condition. The biochemical properties of the target enzyme and the effects of enzyme supplementation on broiler performance and energy utilisation were assessed. RESULTS: Among five carbon sources tested, copra meal was found to be the best carbon source for ß-mannanase production with the maximum yield of 1837.5 U g(-1) . The crude ß-mannanase exhibited maximum activity at 80 °C within a broad range of pH from 2 to 6. In vitro digestibility assay, which simulates the gastrointestinal tract system of broilers, showed that ß-mannanase could liberate reducing sugars from corn/soybean diet. Surprisingly, ß-mannanase supplementation had no significant effect on broiler feed intake, feed conversion rate or energy utilisation. CONCLUSION: A high level of ß-mannanase was produced by A. niger BCC4525 under solid state condition using copra meal as carbon source. Although the enzyme has the desired properties of an enzyme additive for improving broiler performance, it does not appear to be beneficial.


Subject(s)
Animal Feed , Aspergillus niger/enzymology , Chickens/physiology , beta-Mannosidase/administration & dosage , beta-Mannosidase/biosynthesis , Animal Nutritional Physiological Phenomena , Animals , Diet/veterinary , Dietary Supplements , Digestion/drug effects , Energy Metabolism/drug effects , Gastrointestinal Tract/drug effects , Gastrointestinal Tract/metabolism , Mannans/metabolism , beta-Mannosidase/metabolism
16.
J Microbiol ; 61(9): 853-863, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37707762

ABSTRACT

D-Lactic acid is a chiral, three-carbon organic acid, that bolsters the thermostability of polylactic acid. In this study, we developed a microbial production platform for the high-titer production of D-lactic acid. We screened 600 isolates of lactic acid bacteria (LAB) and identified twelve strains that exclusively produced D-lactic acid in high titers. Of these strains, Lactobacillus saerimneri TBRC 5746 was selected for further development because of its homofermentative metabolism. We investigated the effects of high temperature and the use of cheap, renewable carbon sources on lactic acid production and observed a titer of 99.4 g/L and a yield of 0.90 g/g glucose (90% of the theoretical yield). However, we also observed L-lactic acid production, which reduced the product's optical purity. We then used CRISPR/dCas9-assisted transcriptional repression to repress the two Lldh genes in the genome of L. saerimneri TBRC 5746, resulting in a 38% increase in D-lactic acid production and an improvement in optical purity. This is the first demonstration of CRISPR/dCas9-assisted transcriptional repression in this microbial host and represents progress toward efficient microbial production of D-lactic acid.


Subject(s)
Lactic Acid , Lactobacillus , Lactic Acid/metabolism , Lactobacillus/genetics , Lactobacillus/metabolism , Fermentation , Carbon/metabolism
17.
ACS Synth Biol ; 12(10): 2897-2908, 2023 10 20.
Article in English | MEDLINE | ID: mdl-37681736

ABSTRACT

Bioethanol has gained popularity in recent decades as an ecofriendly alternative to fossil fuels due to increasing concerns about global climate change. However, economically viable ethanol fermentation remains a challenge. High-temperature fermentation can reduce production costs, but Saccharomyces cerevisiae yeast strains normally ferment poorly under high temperatures. In this study, we present a machine learning (ML) approach to optimize bioethanol production in S. cerevisiae by fine-tuning the promoter activities of three endogenous genes. We created 216 combinatorial strains of S. cerevisiae by replacing native promoters with five promoters of varying strengths to regulate ethanol production. Promoter replacement resulted in a 63% improvement in ethanol production at 30 °C. We created an ML-guided workflow by utilizing XGBoost to train high-performance models based on promoter strengths and cellular metabolite concentrations obtained from ethanol production of 216 combinatorial strains at 30 °C. This strategy was then applied to optimize ethanol production at 40 °C, where we selected 31 strains for experimental fermentation. This reduced experimental load led to a 7.4% increase in ethanol production in the second round of the ML-guided workflow. Our study offers a comprehensive library of promoter strength modifications for key ethanol production enzymes, showcasing how machine learning can guide yeast strain optimization and make bioethanol production more cost-effective and efficient. Furthermore, we demonstrate that metabolic engineering processes can be accelerated and optimized through this approach.


Subject(s)
Ethanol , Saccharomyces cerevisiae , Saccharomyces cerevisiae/metabolism , Temperature , Ethanol/metabolism , Fermentation , Promoter Regions, Genetic/genetics
18.
3 Biotech ; 13(1): 23, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36573155

ABSTRACT

Despite the fact that yeast Saccharomyces cerevisiae is by far the most commonly used in ethanol fermentation, few have been reported to be resistant to high ethanol concentrations at high temperatures. Hence, in this study, 150 S. cerevisiae strains from the Thailand Bioresource Research Center (TBRC) were screened for ethanol production based on their glucose utilization capability at high temperatures. Four strains, TBRC 12149, 12150, 12151, and 12153, exhibited the most outstanding ethanol production at high temperatures in shaking-flask culture. Among these, strain TBRC 12151 demonstrated a high ethanol tolerance of up to 12% at 40 °C. Compared to industrial and laboratory strains, TBRC 12149 displayed strong sucrose fermentation capacity whereas TBRC 12153 and 12151, respectively, showed the greatest ethanol production from molasses and cassava starch hydrolysate at high temperatures in shaking-flask conditions. In 5-L batch fermentation, similarly to both industrial strains, strain TBRC 12153 yielded an ethanol concentration of 66.5 g L-1 (58.4% theoretical yield) from molasses after 72 h at 40 °C. In contrast, strain TBRC12151 outperformed other industrial strains in cell growth and ethanol production from cassava starch hydrolysis at 40 °C with an ethanol production of 65 g L-1 (77.7% theoretical yield) after 72 h. Thus, the thermotolerant and ethanol-tolerant S. cerevisiae TBRC 12151 displayed great potential and possible uses as an alternative strain for industrial ethanol fermentation using cassava starch hydrolysate. Supplementary Information: The online version contains supplementary material available at 10.1007/s13205-022-03436-4.

19.
J Fungi (Basel) ; 9(4)2023 Mar 27.
Article in English | MEDLINE | ID: mdl-37108864

ABSTRACT

d-lactic acid, a chiral organic acid, can enhance the thermal stability of polylactic acid plastics. Microorganisms such as the yeast Pichia pastoris, which lack the natural ability to produce or accumulate high amounts of d-lactic acid, have been metabolically engineered to produce it in high titers. However, tolerance to d-lactic acid remains a challenge. In this study, we demonstrate that cell flocculation improves tolerance to d-lactic acid and increases d-lactic acid production in Pichia pastoris. By incorporating a flocculation gene from Saccharomyces cerevisiae (ScFLO1) into P. pastoris KM71, we created a strain (KM71-ScFlo1) that demonstrated up to a 1.6-fold improvement in specific growth rate at high d-lactic acid concentrations. Furthermore, integrating a d-lactate dehydrogenase gene from Leuconostoc pseudomesenteroides (LpDLDH) into KM71-ScFlo1 resulted in an engineered strain (KM71-ScFlo1-LpDLDH) that could produce d-lactic acid at a titer of 5.12 ± 0.35 g/L in 48 h, a 2.6-fold improvement over the control strain lacking ScFLO1 expression. Transcriptomics analysis of this strain provided insights into the mechanism of increased tolerance to d-lactic acid, including the upregulations of genes involved in lactate transport and iron metabolism. Overall, our work represents an advancement in the efficient microbial production of d-lactic acid by manipulating yeast flocculation.

20.
Biosci Biotechnol Biochem ; 76(6): 1075-84, 2012.
Article in English | MEDLINE | ID: mdl-22790926

ABSTRACT

Microorganisms residing in the rumens of cattle represent a rich source of lignocellulose-degrading enzymes, since their diet consists of plant-based materials that are high in cellulose and hemicellulose. In this study, a metagenomic library was constructed from buffalo rumen contents using pCC1FOS fosmid vector. Ninety-three clones from the pooled library of approximately 10,000 clones showed degrading activity against AZCL-HE-Cellulose, whereas four other clones showed activity against AZCL-Xylan. Contig analysis of pyrosequencing data derived from the selected strongly positive clones revealed 15 ORFs that were closely related to lignocellulose-degrading enzymes belonging to several glycosyl hydrolase families. Glycosyl hydrolase family 5 (GHF5) was the most abundant glycosyl hydrolase found, and a majority of the GHF5s in our metagenomes were closely related to several ruminal bacteria, especially ones from other buffalo rumen metagenomes. Characterization of BT-01, a selected clone with highest cellulase activity from the primary plate screening assay, revealed a cellulase encoding gene with optimal working conditions at pH 5.5 at 50 °C. Along with its stability over acidic pH, the capability efficiently to hydrolyze cellulose in feed for broiler chickens, as exhibited in an in vitro digestibility test, suggests that BT-01 has potential application as a feed supplement.


Subject(s)
Bacterial Proteins/isolation & purification , Cellulases/isolation & purification , Lignin/metabolism , Metagenome , Amino Acid Sequence , Animal Feed , Animals , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Buffaloes , Cellulases/genetics , Cellulases/metabolism , Cloning, Molecular , Enzyme Stability , Gene Library , Genetic Vectors , Hydrogen-Ion Concentration , Metagenomics , Microbial Consortia/genetics , Molecular Sequence Data , Open Reading Frames , Phylogeny , Rumen/enzymology , Rumen/microbiology , Sequence Analysis, DNA , Temperature , Xylans/metabolism
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