Combining metabolomics and network analysis to improve tacrolimus production in <Emphasis Type="Italic">Streptomyces tsukubaensis</Emphasis> using different exogenous feedings

Tacrolimus is widely used as an immunosuppressant in the treatment of various autoimmune diseases. However, the low fermentation yield of tacrolimus has thus far restricted its industrial applications. To solve this problem, the time-series response mechanisms of the intracellular metabolism that were highly correlated with tacrolimus biosynthesis were investigated using different exogenous feeding strategies in S. tsukubaensis. The metabolomic datasets, which contained 93 metabolites, were subjected to weighted correlation network analysis (WGCNA), and eight distinct metabolic modules and seven hub metabolites were identified to be specifically associated with tacrolimus biosynthesis. The analysis of metabolites within each metabolic module suggested that the pentose phosphate pathway (PPP), shikimate and aspartate pathway might be the main limiting factors in the rapid synthesis phase of tacrolimus accumulation. Subsequently, all possible key-limiting steps in the above metabolic pathways were further screened using a genome-scale metabolic network model (GSMM) of S. tsukubaensis. Based on the prediction results, two newly identified targets (aroC and dapA) were overexpressed experimentally, and both of the engineered strains showed higher tacrolimus production. Moreover, the best strain, HT-aroC/dapA, that was engineered to simultaneously enhanced chorismate and lysine biosynthesis was able to produce 128.19 mg/L tacrolimus, 1.64-fold higher than control (78.26 mg/L). These findings represent a valuable addition to our understanding of tacrolimus accumulation in S. tsukubaensis, and pave the way to further production improvements.     

Comparison of optimal conditions for mass production of carboxymethylcellulase by <Emphasis Type="Italic">Escherichia coli</Emphasis> JM109/A-68 with other recombinants in pilot-scale bioreactor

The optimal conditions for mass production of carboxymethylcellulase (CMCase) by E. coli JM109/A-68 were investigated and compared with other E. coli JM109 recombinants producing CMCase. The optimal agitation speed and aeration rate for cell growth of E. coli JM109/A- 68 were 500 rpm and 0.50 vvm in a 7 L bioreactor, whereas those for production of CMCase were 416 rpm and 0.95 vvm. The optimal vessel pressures for cell growth as well as production of CMCase in a 100 L bioreactor were 0.04 MPa. The maximal production of CMCase by E. coli JM109/A-68 under the optimized conditions in a 100 L bioreactor was 11.0 times higher than its wild type, B. velezensis A-68. Optimal conditions for mass production of CMCase by recombinants were different from those for wild strains. The higher production of CMCase by E. coli JM109/A-68 and other recombinant of E. coli seemed to result from its higher cell growth under the optimal conditions for dissolved oxygen and its mixed-growth associated production pattern compared to the growthassociated production of B. velezensis A-68.     

Construction of a recombinant <Emphasis Type="Italic">Escherichia coli</Emphasis> JM109/A-68 for production of carboxymethylcellulase and comparison of its production with its wild type, <Emphasis Type="Italic">Bacillus velezensis</Emphasis> A-68 in a pilot-scale bioreactor

A gene encoding carboxymethylcellulase (CMCase) of Bacillus velezensis A-68 had been cloned in Escherichia coli JM109. Based on productivity and economic aspect, rice bran and ammonium chloride were chosen to be optimal carbon and nitrogen sources for production of CMCase by E. coli JM109/A-68. The optimal conditions for rice bran, ammonium chloride, and initial pH of medium for production of CMCase were established by the response surface methodology (RSM). The concentrations of four salts in the medium, K₂HPO₄, NaCl, MgSO₄·7H₂O, and (NH₄)₂SO₄, for production of CMCase also were optimized. The optimal temperatures for cell growth and production of CMCase were 37°C. The maximal production of CMCase by E. coli JM109/A-68 was 880.2 U/mL, which was 10.5 time higher than its wild type, B. velezensis A-68. The production of CMCase by E. coli JM109/A-68 was compared with that by B. velezensis A-68 in a 100 L pilot-scale bioreactor under the optimized conditions. The production of CMCase by E. coli JM109/A-68 was found to be the mixed-growth associated unlike the growthassociated production of CMCase by B. velezensis A-68.     

Callus and cell suspension culture of <Emphasis Type="Italic">Viola odorata</Emphasis> as in vitro production platforms of known and novel cyclotides

Callus from Opuntia streptacantha (cv. Tuna loca), Opuntia megacantha (cv. Rubí reina), and Opuntia ficus-indica (cv. Rojo vigor) were exposed to jasmonic acid (JA) and abiotic stress (drought and UV light) to improve the metabolite production. The callus growth curves, phenolic acids and flavonoids content, antioxidant activity and phenylalanine ammonia lyase (PAL) activity were analyzed under normal and stress conditions. In O. streptacantha callus, the phenolics concentration increased 1.6 to 3 times times in presence of 5% PEG or after irradiation with UV light for 240 min, respectively, while flavonoids triplicate with UV light. A significant increase in antioxidant activity was observed in calli from the three Opuntia species in media with 50 µM JA. The relationships between metabolites/PAL activity, and metabolites/antioxidant activity were analyzed using a surface response methodology. Results showed that PAL activity, induced with PEG and UV, correlated with flavonoids content in O. megacantha and O. ficus-indica calli; PAL activity was related to both flavonoids and phenolics compounds in O. ficus-indica and O. megacantha calli exposed to JA, but only to flavonoids in O. streptacantha callus. In general, the JA stimulated simultaneously the metabolic pathways for phenolics and flavonoids synthesis, while abiotic stress induced mainly flavonoids route. As the stressed Opuntia calli exhibited as high antioxidant activity as cladodes, they are a promising system for research on antioxidant biosynthesis and/or to identify new compounds with antioxidant properties.     

Effects of aeration on metabolic profiles of <Emphasis Type="Italic">Mortierella alpina</Emphasis> during the production of arachidonic acid

To investigate the metabolic regulation against oxygen supply, comparative metabolomics was performed to explore the metabolic responses of Mortierella alpina in the process of arachidonic acid (ARA) production. More than 110 metabolites involved in Embden–Meyerhof–Parnas pathway, pentose phosphate pathway, tricarboxylic acid cycle, inositol phosphate metabolism, fatty acid biosynthesis, and amino acid metabolism were identified by gas chromatography–mass spectrometry. Samples at different aeration rates were clearly distinguished by principal components analysis and partial least squares analysis, indicating that oxygen supply had a profound effect on the metabolism of M. alpina. Eleven major metabolites were identified as potential biomarkers to be primarily responsible for the difference of metabolism. Further study of metabolic changes with the relevant pathways demonstrated that the levels of several intermediate metabolites in relation to central carbon metabolism changed remarkably via both processes and citrate and malate was supposed to play vital roles in polyunsaturated acid (PUFA) synthesis. Increase of myo-inositol and sorbitol were probably for osmo-regulation and redox balance, while enhanced phosphoric acid and pyroglutamic acid were supposed to have function in the activation of signal transduction pathway for stress resistance. The present study provides a novel insight into the metabolic responses of M. alpina to aeration rates and the metabolic characteristics during the ARA fermentation.     

Tracking dynamics of enzyme activities and their gene expression in <Emphasis Type="Italic">Picrorhiza kurroa</Emphasis> with respect to picroside accumulation

Picrosides, the terpenoids synthesized by Picrorhiza kurroa, have ample usage in medicine. Identification of the regulatory enzymes involved in picroside biosynthesis needs to be explored for improving the level of these secondary metabolites. Current efforts are based on the analysis of secondary metabolism in picroside biosynthesis but its interpretation is limited by the lack of information on the involvement of primary metabolic pathways. The present study investigated the connection of primary metabolic enzymes with the picrosides levels in P. kurroa. The results showed changes in the catalytic activities as well as in the gene expression profiles of hexokinase, pyruvate kinase, isocitrate dehydrogenase, malate dehydrogenase, and NADP⁺-malic enzyme in congruence with picroside-I content under different conditions of P. kurroa growth, which indicates the role of these enzymes in the accumulation of picrosides. The significant correlation coefficients (p?<?0.05) observed between gene expression and enzyme activity underline the role of integrative studies for a better understanding of connecting links between metabolic pathways leading to picroside biosynthesis. This is apparently the first report on the involvement of glycolytic and TCA cycle enzymes in the accumulation of picrosides in P. kurroa.     

Improvement of shikimic acid production in <Emphasis Type="Italic">Escherichia coli</Emphasis> with growth phase-dependent regulation in the biosynthetic pathway from glycerol

Shikimic acid is an important metabolic intermediate with various applications. This paper presents a novel control strategy for the construction of shikimic acid producing strains, without completely blocking the aromatic amino acid biosynthesis pathways. Growth phase-dependent expression and gene deletion was performed to regulate the aroK gene expression in the shikimic acid producing Escherichia coli strain, SK4/rpsM. In this strain, the aroL and aroK genes were deleted, and the aroB, aroG*, ppsA, and tktA genes were overexpressed. The relative amount of shikimic acid that accumulated in SK4/rpsM was 1.28-fold higher than that in SK4/pLac. Furthermore, a novel shikimic acid production pathway, combining the expression of the dehydroquinate dehydratase-shikimate dehydrogenase (DHQ-SDH) enzyme from woody plants, was constructed in E. coli strains. The results demonstrated that a growth phase-dependent control of the aroK gene leads to higher SA accumulation (5.33 g/L) in SK5/pSK6. This novel design can achieve higher shikimic acid production by using the same amount of medium used by the current methods and can also be widely used for modifying other metabolic pathways.     

Optimization of γ-polyglutamic acid synthesis using response surface methodology of a newly isolated glutamate dependent <Emphasis Type="Italic">Bacillus velezensis</Emphasis> Z3

A new glutamate-dependent γ-polyglutamic acid (γ-PGA) producer Z3 isolated from soil samples in Daxinganling forest region of China was identified, and its optimal medium components were investigated using response surface methodology. Strain Z3 was identified as Bacillus velezensis by physiology and biochemistry and 16S rDNA sequence analysis. This is the first report of glutamate-dependent B. velezensis with the ability to synthesize γ-PGA. Then, the optimum γ-PGA yield (5.58 g/L) was achieved with glutamate 86 g/L, glucose 36 g/L, yeast extract powder 5.5 g/L, and NaH₂PO₄ 7.5 g/L. Furthermore, activities of enzymes participating in glutamate synthesis were assessed, and the results showed that lower ketoglutaric dehydrogenase activity (KGDH) and higher glutamate dehydrogenase activity (GDH) resulted in higher γ-PGA yield. Identification of glutamate-dependent γ-PGA producer named B. velezensis Z3 enriches microbiological resources with γ-PGA-producing capacity. B. velezensis optimization of nutrients and analysis of enzymes activities will not only help to increase γ-PGA productivity but also to understand the γ-PGA synthesis mechanism in B. velezensis Z3.     

Improved pestalotiollide B production by deleting competing polyketide synthase genes in <Emphasis Type="Italic">Pestalotiopsis microspora</Emphasis>

Pestalotiollide B, an analog of dibenzodioxocinones which are inhibitors of cholesterol ester transfer proteins, is produced by Pestalotiopsis microspora NK17. To increase the production of pestalotiollide B, we attempted to eliminate competing polyketide products by deleting the genes responsible for their biosynthesis. We successfully deleted 41 out of 48 putative polyketide synthases (PKSs) in the genome of NK17. Nine of the 41 PKS deleted strains had significant increased production of pestalotiollide B (P < 0.05). For instance, deletion of pks35, led to an increase of pestalotiollide B by 887%. We inferred that these nine PKSs possibly lead to branch pathways that compete for precursors with pestalotiollide B, or that convert the product. Deletion of some other PKS genes such as pks8 led to a significant decrease of pestalotiollide B, suggesting they are responsible for its biosynthesis. Our data demonstrated that improvement of pestalotiollide B production can be achieved by eliminating competing polyketides.     

Modulation of Picroside-I Biosynthesis in Grown Elicited Shoots of <Emphasis Type="Italic">Picrorhiza kurroa</Emphasis> In Vitro

Elicitors are considered as biostimulants for growth improvement and enhancement of secondary metabolite content. To date, only seaweed extract (SWE) powder has been studied for its effect on picroside-I (P-I) production in in vitro grown Picrorhiza kurroa plants. However, little is known at the molecular level about P-I production in P. kurroa plants upon SWE treatment. Here, we investigated the relative effects of supplying different elicitors including methyl jasmonate (MeJa), sodium nitroprusside (SNP), and abscisic acid (ABA) with SWE on plant growth and P-I production in addition to their effects at the molecular level reflecting the metabolic status of P-I biosynthesis. Our results indicated that only SWE, ABA, and SNP stimulated P-I production by 2.60-, 2.01-, and 1.35-fold, respectively, whereas MeJa decreased P-I content. Interestingly, SWE modulated all four integrating secondary metabolic pathways, covering almost all critical steps in the methylerythritol phosphate (MEP), mevalonate (MVA), iridoid, and phenylpropanoid pathways to stimulate P-I biosynthesis. SNP targeted the MVA/MEP pathways in conjunction with the iridoid pathway, whereas ABA modulated the phenylpropanoid pathway to increase the P-I content in P. kurroa. This is apparently the first report on treatment of different elicitors in in vitro grown P. kurroa plants for eliciting P-I content and exploring the role of different elicitors at the molecular level.     

Biosynthesis of <Emphasis Type="Italic">Veratrum californicum</Emphasis> specialty chemicals in <Emphasis Type="Italic">Camelina sativa</Emphasis> seed

Economically feasible systems for heterologous production of complex secondary metabolites originating from difficult to cultivate species are in demand since Escherichia coli and Saccharomyces cerevisiae are not always suitable for expression of plant and animal genes. An emerging oilseed crop, Camelina sativa, has recently been engineered to produce novel oil profiles, jet fuel precursors, and small molecules of industrial interest. To establish C. sativa as a system for the production of medicinally relevant compounds, we introduced four genes from Veratrum californicum involved in steroid alkaloid biosynthesis. Together, these four genes produce verazine, the hypothesized precursor to cyclopamine, a medicinally relevant steroid alkaloid whose analogs are currently being tested for cancer therapy in clinical trials. The future supply of this potential cancer treatment is uncertain as V. californicum is slow-growing and not amendable to cultivation. Moreover, the complex stereochemistry of cyclopamine results in low-yield syntheses. Herein, we successfully engineered C. sativa to synthesize verazine, as well as other V. californicum secondary metabolites, in seed. In addition, we have clarified the stereochemistry of verazine and related V. californicum metabolites.     

Identification and expression pattern analysis of the glucosinolate biosynthetic gene <Emphasis Type="Italic">BoCYP83B1</Emphasis> from broccoli

Glucosinolates are a branch of amino acid-derived metabolites, which are specifically found in Brassicales. In Arabidopsis, tryptophan derived indolic glucosinolates are required for plant defense against a wide range of pathogens and herbivores due to their strong antimicrobial activity and potential signaling function. An important enzyme in indolic glucosinolate biosynthesis pathway is CYP83B1, which oxidizes indole-3-acetaldoxime, a precursor of indole-3-acetic acid (IAA). In this study, we reported isolation and expression characterization of a CYP83B1 gene from Brassica oleracea L. var. italica Plenck, which we termed BoCYP83B1. Overexpression of BoCYP83B1 in Arabidopsis resulted in an altered glucosinolate profile and early flowering phenotype. By expressing the reporter gene β-glucuronidase under the control of the BoCYP83B1 promoter in Arabidopsis, we analyzed the spatial expression pattern of BoCYP83B1 under normal growth conditions as well as in response to several hormones and stresses. The BoCYP83B1 was primarily expressed in vascular tissue through the almost whole plant. It was strongly induced by methyl jasmonate, 1-amino-1-cyclopropanecarboxylic acid, salicylic acid (SA), gibberellin, and IAA, suggesting its involvement in complex signaling pathways. Mannitol, NaCl, UV, and Flagelin 22 significantly up-regulated BoCYP83B1 expression, indicating its possible role in stress response. Interestingly, the response of BoCYP83B1 to SA and NaCl showed tissue specificity. Thus, BoCYP83B1 might have different functions in different tissues.     

Whole genome sequencing and functional features of UMX-103: a new <Emphasis Type="Italic">Bacillus</Emphasis> strain with biosurfactant producing capability

The genus Bacillus is a Gram-positive, aerobic, endospore-forming, rod-shaped bacterium commonly found in the environment that have important industrial, medical, agriculture and environmental values. Here, we report the whole genome sequence analysis of UMX-103 which was isolated from a hydrocarbon contaminated site in Terengganu, Malaysia. An integration of both genomics and chemical approaches were conducted to analyse the biosurfactant production by the strain UMX-103. The genome was assembled using a combination of both de novo and reference-guided assembly methods. The genome size of UMX-103 is 4,234,627 bp with 4399 genes comprising of 4301 protein-coding genes and 98 RNA genes. The mapping results showed 93.44% of genome similarity with B. subtilis strain 168. We have identified 25 genes involved in biosurfactants production. Among the 25 identified genes, 14 genes were involved in surfactin biosynthesis and 11 genes were implicated in surfactin regulation. Fifteen genomic islands were identified which are different from other closely related Bacillus species. In addition, our study also revealed the genetic contents of this bacterium and genes which are involved in biosurfactant production.     

A metabolomic approach to characterize the acid-tolerance response in <Emphasis Type="Italic">Sinorhizobium meliloti</Emphasis>

Introduction

Sinorhizobium meliloti establishes a symbiosis with Medicago species where the bacterium fixes atmospheric nitrogen for plant nutrition. To achieve a successful symbiosis, however, both partners need to withstand biotic and abiotic stresses within the soil, especially that of excess acid, to which the Medicago-Sinorhizobium symbiotic system is widely recognized as being highly sensitive.

Objective

To cope with low pH, S. meliloti can undergo an acid-tolerance response (ATR(+)) that not only enables a better survival but also constitutes a more competitive phenotype for Medicago sativa nodulation under acid and neutral conditions. To characterize this phenotype, we employed metabolomics to investigate the biochemical changes operating in ATR(+) cells.

Methods

A gas chromatography/mass spectrometry approach was used on S. meliloti 2011 cultures showing ATR(+) and ATR(?) phenotypes. After an univariate and multivariate statistical analysis, enzymatic activities and/or reserve carbohydrates characterizing ATR(+) phenotypes were determined.

Results

Two distinctive populations were clearly defined in cultures grown in acid and neutral pH based on the metabolites present. A shift occurred in the carbon-catabolic pathways, potentially supplying NAD(P)H equivalents for use in other metabolic reactions and/or for maintaining intracellular-pH homeostasis. Furthermore, among the mechanisms related to acid resistance, the ATR(+) phenotype was also characterized by lactate production, envelope modification, and carbon-overflow metabolism.

Conclusions

Acid-challenged S. meliloti exhibited several changes in different metabolic pathways that, in specific instances, could be identified and related to responses observed in other bacteria under various abiotic stresses. Some of the observed changes included modifications in the pentose-phosphate pathway (PPP), the exopolysaccharide biosynthesis, and in the myo-inositol degradation intermediates. Such modifications are part of a metabolic adaptation in the rhizobia that, as previously reported, is associated to improved phenotypes of acid tolerance and nodulation competitiveness.

     

Identification of novel gene clusters for secondary metabolism in <Emphasis Type="Italic">Trichoderma</Emphasis> genomes

Trichoderma species are widely used in agriculture as biofungicides. These fungi are rich source of secondary metabolites and the mycoparasitic species are enriched in genes for biosynthesis of secondary metabolites. Most often, genes for secondary metabolism are clustered in fungal genomes. Previously, no systematic study was undertaken to identify the secondary-metabolism related gene clusters in Trichoderma genomes. In the present study, a survey of the three Trichoderma genomes viz. T. reesei, T. atroviride and T. virens, was made to identify the putative gene clusters associated with secondary metabolism. In T. reesei genome, we identified one new NRPS and 6 new PKS clusters, which is much less than that found in T. atroviride (4 and 8) and T. virens (8 and 7). This work would pave the way for discovery of novel secondary metabolites and pathways in Trichoderma.     

5-Aminolevulinic acid production from inexpensive glucose by engineering the C4 pathway in <Emphasis Type="Italic">Escherichia coli</Emphasis>

5-Aminolevulinic acid (ALA), the first committed intermediate for natural biosynthesis of tetrapyrrole compounds, has recently drawn intensive attention due to its broad potential applications. In this study, we describe the construction of recombinant Escherichia coli strains for ALA production from glucose via the C4 pathway. The hemA gene from Rhodobacter capsulatus was optimally overexpressed using a ribosome binding site engineering strategy, which enhanced ALA production substantially from 20 to 689 mg/L. Following optimization of biosynthesis pathways towards coenzyme A and precursor (glycine and succinyl-CoA), and downregulation of hemB expression, the production of ALA was further increased to 2.81 g/L in batch-fermentation.