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1.
Microorganisms ; 10(6)2022 May 31.
Article in English | MEDLINE | ID: mdl-35744651

ABSTRACT

Pantoea ananatis, a gram-negative bacterium belonging to the Erwiniaceae family, is a well-known phytopathogen isolated from many ecological niches and plant hosts. However, this bacterium also provides us with various beneficial characteristics, such as the growth promotion of their host plants and increased crop yield. Some isolated non-pathogenic strains are promising for the microbial production of useful substances. P. ananatis AJ13355 was isolated as an acidophilic bacterium and was used as an excellent host to produce L-glutamic acid under acidic conditions. The genome sequence of P. ananatis AJ13355 was determined, and specific genome-engineering technologies were developed. As a result, P. ananatis was successfully used to construct a bacterial strain that produces cysteine, a sulfur-containing amino acid that has been difficult to produce through fermentation because of complex regulation. Furthermore, by heterologous expression including plant-derived genes, construction of a strain that produces isoprenoids such as isoprene and linalool as secondary metabolites was achieved. P. ananatis is shown to be a useful host for the production of secondary metabolites, as well as amino acids, and is expected to be used as a platform for microbial production of bioactive substances, aromatic substances, and other high-value-added substances of plant origin in the future.

2.
Sci Rep ; 11(1): 22126, 2021 11 11.
Article in English | MEDLINE | ID: mdl-34764337

ABSTRACT

(-)-Carvone is a monoterpenoid with a spearmint flavor. A sustainable biotechnological production process for (-)-carvone is desirable. Although all enzymes in (-)-carvone biosynthesis have been functionally expressed in Escherichia coli independently, the yield was low in previous studies. When cytochrome P450 limonene-6-hydroxylase (P450)/cytochrome P450 reductase (CPR) and carveol dehydrogenase (CDH) were expressed in a single strain, by-product formation (dihydrocarveol and dihydrocarvone) was detected. We hypothesized that P450 and CDH expression levels differ in E. coli. Thus, two strains independently expressing P450/CPR and CDH were mixed with different ratios, confirming increased carvone production and decreased by-product formation when CDH input was reduced. The optimum ratio of enzyme expression to maximize (-)-carvone production was determined using the proteome analysis quantification concatamer (QconCAT) method. Thereafter, a single strain expressing both P450/CPR and CDH was constructed to imitate the optimum expression ratio. The upgraded strain showed a 15-fold improvement compared to the initial strain, showing a 44 ± 6.3 mg/L (-)-carvone production from 100 mg/L (-)-limonene. Our study showed the usefulness of the QconCAT proteome analysis method for strain development in the industrial biotechnology field.


Subject(s)
Cyclohexane Monoterpenes/metabolism , Escherichia coli/metabolism , Limonene/metabolism , Proteome/metabolism , Alcohol Oxidoreductases/metabolism , Cytochrome P-450 Enzyme System/metabolism , Monoterpenes/metabolism , NADPH-Ferrihemoprotein Reductase/metabolism , Plant Proteins/metabolism
3.
Microb Cell Fact ; 20(1): 54, 2021 Mar 02.
Article in English | MEDLINE | ID: mdl-33653319

ABSTRACT

BACKGROUND: Linalool, an acyclic monoterpene alcohol, is extensively used in the flavor and fragrance industries and exists as two enantiomers, (S)- and (R)-linalool, which have different odors and biological properties. Linalool extraction from natural plant tissues suffers from low product yield. Although linalool can also be chemically synthesized, its enantioselective production is difficult. Microbial production of terpenes has recently emerged as a novel, environmental-friendly alternative. Stereoselective production can also be achieved using this approach via enzymatic reactions. We previously succeeded in producing enantiopure (S)-linalool using a metabolically engineered Pantoea ananatis, a member of the Enterobacteriaceae family of bacteria, via the heterologous mevalonate pathway with the highest linalool titer ever reported from engineered microbes. RESULTS: Here, we genetically modified a previously developed P. ananatis strain expressing the (S)-linalool synthase (AaLINS) from Actinidia arguta to further improve (S)-linalool production. AaLINS was mostly expressed as an insoluble form in P. ananatis; its soluble expression level was increased by N-terminal fusion of a halophilic ß-lactamase from Chromohalobacter sp. 560 with hexahistidine. Furthermore, in combination with elevation of the precursor supply via the mevalonate pathway, the (S)-linalool titer was increased approximately 1.4-fold (4.7 ± 0.3 g/L) in comparison with the original strain (3.4 ± 0.2 g/L) in test-tube cultivation with an aqueous-organic biphasic fermentation system using isopropyl myristate as the organic solvent for in situ extraction of cytotoxic and semi-volatile (S)-linalool. The most productive strain, IP04S/pBLAAaLINS-ispA*, produced 10.9 g/L of (S)-linalool in "dual-phase" fed-batch fermentation, which was divided into a growth-phase and a subsequent production-phase. Thus far, this is the highest reported titer in the production of not only linalool but also all monoterpenes using microbes. CONCLUSIONS: This study demonstrates the potential of our metabolically engineered P. ananatis strain as a platform for economically feasible (S)-linalool production and provides insights into the stereoselective production of terpenes with high efficiency. This system is an environmentally friendly and economically valuable (S)-linalool production alternative. Mass production of enantiopure (S)-linalool can also lead to accurate assessment of its biological properties by providing an enantiopure substrate for study.


Subject(s)
Acyclic Monoterpenes/metabolism , Fermentation , Metabolic Engineering , Pantoea/metabolism , Actinidia/enzymology , Acyclic Monoterpenes/chemistry , Hydro-Lyases/metabolism , Molecular Conformation , Stereoisomerism
4.
J Biotechnol ; 324: 21-27, 2020 Dec 20.
Article in English | MEDLINE | ID: mdl-32980368

ABSTRACT

Linalool is a monoterpene alcohol, which imparts floral scents to a variety of plants and is extensively used in various kinds of products, such as processed foods and beverages for fragrances and flavors. However, linalool from natural resources is racemate, and production of linalool enantiomers is difficult. To produce stereospecific linalool, we evaluated linalool synthase genes (LINS) from plants, such as Actinidia arguta (AaLINS) and Coriandrum sativum (CsLINS) for (S)-specific LINS and a gram-positive bacterium Streptomyces clavuligerus (ScLINS) for (R)-specific LINS, with Pantoea ananatis strain as the host. Among the 16 LINS examined, AaLINS and ScLINS showed the best (S)-linalool production and (R)-linalool production, respectively, with 100 % enantio excess. Co-expression of the mutated farnesyl diphosphate synthase gene, ispA* (S80 F), from Escherichia coli along with the LINS genes also improved linalool production. In order to prevent volatilization and cell toxicity of linalool, two-phase cultivation with isopropyl myristate was done, which had positive effects on linalool production. The carbon flux to the MVA pathway from glucose was increased by inactivating a membrane-bound glucose dehydrogenase. Overall, 5.60 g/L (S)-linalool and 3.71 g/L (R)-linalool were produced from 60.0 g/L glucose by introduction of AaLINS-ispA* and ScLINS-ispA* in P. ananatis, respectively.


Subject(s)
Pantoea , Acyclic Monoterpenes , Pantoea/genetics , Streptomyces
5.
Microbiology (Reading) ; 163(9): 1283-1291, 2017 09.
Article in English | MEDLINE | ID: mdl-28869407

ABSTRACT

The inhibition of mevalonate kinase (MVK) by downstream metabolites is an important mechanism in the regulation of isoprenoid production in a broad range of organisms. The first feedback-resistant MVK was previously discovered in the methanogenic archaeon Methanosarcinamazei. Here, we report the cloning, expression, purification, kinetic characterization and inhibition analysis of MVKs from two other methanogens, Methanosaetaconcilii and Methanocellapaludicola. Similar to the M. mazei MVK, these enzymes were not inhibited by diphosphomevalonate (DPM), dimethylallyl diphosphate (DMAPP), isopentenyldiphosphate (IPP), geranylpyrophosphate (GPP) or farnesylpyrophosphate (FPP). However, they exhibited significantly higher affinity to mevalonate and higher catalytic efficiency than the previously characterized enzyme.


Subject(s)
Archaea/genetics , Archaea/metabolism , Mevalonic Acid/metabolism , Phosphotransferases (Alcohol Group Acceptor)/genetics , Phosphotransferases (Alcohol Group Acceptor)/metabolism , Cloning, Molecular , Enzyme Activation , Enzyme Inhibitors/pharmacology , Gene Expression , Kinetics , Phosphorylation , Phosphotransferases (Alcohol Group Acceptor)/antagonists & inhibitors , Phosphotransferases (Alcohol Group Acceptor)/isolation & purification , Plasmids/genetics , Recombinant Proteins
6.
J Gen Appl Microbiol ; 63(3): 157-164, 2017 Jul 11.
Article in English | MEDLINE | ID: mdl-28392541

ABSTRACT

Strains of the bacterium, Corynebacterium glutamicum, are widely used for the industrial production of L-glutamic acid and various other substances. C. glutamicum ssp. lactofermentum AJ 1511, formerly classified as Brevibacterium lactofermentum, and the closely related C. glutamicum ATCC 13032 have been used as industrial strains for more than 50 years. We determined the whole genome sequence of C. glutamicum AJ 1511 and performed genome-wide comparative analysis with C. glutamicum ATCC 13032 to determine strain-specific genetic differences. This analysis revealed that the genomes of the two industrial strains are highly similar despite the phenotypic differences between the two strains. Both strains harbored unique genes but gene transpositions or inversions were not observed. The largest unique region, a 220-kb AT-rich region located between 1.78 and 2.00 Mb position in C. glutamicum ATCC 13032 genome, was missing in the genome of C. glutamicum AJ 1511. The next two largest unique regions were present in C. glutamicum AJ 1511. The first region (413-484 kb position) contains several predicted transport proteins, enzymes involved in sugar metabolism, and transposases. The second region (1.47-1.50 Mb position) encodes restriction modification systems. A gene predicted to encode NADH-dependent glutamate dehydrogenase, which is involved in L-glutamate biosynthesis, is present in C. glutamicum AJ 1511. Strain-specific genes identified in this study are likely to govern phenotypes unique to each strain.


Subject(s)
Brevibacterium/genetics , Corynebacterium glutamicum/genetics , Genome, Bacterial , Glutamic Acid/biosynthesis , Sequence Analysis, DNA , Corynebacterium glutamicum/enzymology , DNA Restriction-Modification Enzymes/genetics , DNA Restriction-Modification Enzymes/metabolism , DNA, Bacterial , Glutamate Dehydrogenase/genetics , Glutamate Dehydrogenase/metabolism , Phenotype , Species Specificity , Transposases/genetics , Transposases/metabolism
7.
Microb Cell Fact ; 14: 80, 2015 Jun 11.
Article in English | MEDLINE | ID: mdl-26063229

ABSTRACT

BACKGROUND: Succinate is an important C4 building block chemical, and its production via fermentative processes in bacteria has many practical applications in the biotechnology field. One of the major goals of optimizing the bacterium-based succinate production process is to lower the culture pH from the current neutral conditions, as this would reduce total production costs. In our previous studies, we selected Enterobacter aerogenes, a rapid glucose assimilator at pH 5.0, in order to construct a metabolically engineered strain that could produce succinate under weakly acidic conditions. This engineered strain produced succinate from glucose with a 72.7% (g/g) yield at pH 5.7, with a volumetric productivity of 0.23 g/L/h. Although this demonstrates proof-of-concept that bacterium-based succinate fermentation can be improved under weakly acidic conditions, several parameters still required further optimization. RESULTS: In this study, we genetically modified an E. aerogenes strain previously developed in our laboratory in order to increase the production of ATP during succinate synthesis, as we inferred that this would positively impact succinate biosynthesis. This led to the development of the ES08ΔptsG strain, which contains the following modifications: chromosomally expressed Actinobacillus succinogenes phosphoenolpyruvate carboxykinase, enhanced fumarate reductase, inactivated pyruvate formate lyase, pyruvate oxidase, and glucose-phosphotransferase permease (enzyme IIBC(Glc)). This strain produced 55.4 g/L succinate from glucose, with 1.8 g/L acetate as the major byproduct at pH 5.7 and anaerobic conditions. The succinate yield and volumetric productivity of this strain were 86.8% and 0.92 g/L/h, respectively. CONCLUSIONS: Focusing on increasing net ATP production during succinate synthesis leads to increased succinate yield and volumetric productivity in E. aerogenes. We propose that the metabolically engineered E. aerogenes ES08ΔptsG strain, which effectively produces succinate under weakly acidic and anaerobic conditions, has potential utility for economical succinate production.


Subject(s)
Adenosine Triphosphate/metabolism , Culture Media/chemistry , Enterobacter aerogenes/metabolism , Metabolic Engineering/methods , Succinic Acid/metabolism , Anaerobiosis , Culture Media/metabolism , Enterobacter aerogenes/genetics , Fermentation , Hydrogen-Ion Concentration
8.
Appl Environ Microbiol ; 81(3): 929-37, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25416770

ABSTRACT

Lowering the pH in bacterium-based succinate fermentation is considered a feasible approach to reduce total production costs. Newly isolated Enterobacter aerogenes strain AJ110637, a rapid carbon source assimilator under weakly acidic (pH 5.0) conditions, was selected as a platform for succinate production. Our previous work showed that the ΔadhE/PCK strain, developed from AJ110637 with inactivated ethanol dehydrogenase and introduced Actinobacillus succinogenes phosphoenolpyruvate carboxykinase (PCK), generated succinate as a major product of anaerobic mixed-acid fermentation from glucose under weakly acidic conditions (pH <6.2). To further improve the production of succinate by the ΔadhE/PCK strain, metabolically engineered strains were designed based on the elimination of pathways that produced undesirable products and the introduction of two carboxylation pathways from phosphoenolpyruvate and pyruvate to oxaloacetate. The highest production of succinate was observed with strain ES04/PCK+PYC, which had inactivated ethanol, lactate, acetate, and 2,3-butanediol pathways and coexpressed PCK and Corynebacterium glutamicum pyruvate carboxylase (PYC). This strain produced succinate from glucose with over 70% yield (gram per gram) without any measurable formation of ethanol, lactate, or 2,3-butanediol under weakly acidic conditions. The impact of lowering the pH from 7.0 to 5.5 on succinate production in this strain was evaluated under pH-controlled batch culture conditions and showed that the lower pH decreased the succinate titer but increased its yield. These findings can be applied to identify additional engineering targets to increase succinate production.


Subject(s)
Enterobacter aerogenes/metabolism , Gene Expression , Metabolic Engineering , Phosphoenolpyruvate Carboxykinase (ATP)/metabolism , Pyruvate Carboxylase/metabolism , Pyruvic Acid/metabolism , Succinic Acid/metabolism , Actinobacillus/enzymology , Actinobacillus/genetics , Corynebacterium glutamicum/enzymology , Corynebacterium glutamicum/genetics , Culture Media/chemistry , Enterobacter aerogenes/enzymology , Enterobacter aerogenes/genetics , Gene Deletion , Glucose/metabolism , Hydrogen-Ion Concentration , Phosphoenolpyruvate Carboxykinase (ATP)/genetics , Pyruvate Carboxylase/genetics
9.
Appl Microbiol Biotechnol ; 98(18): 7803-13, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24962116

ABSTRACT

Succinate is a core biochemical building block; optimizing succinate production from biomass by microbial fermentation is a focus of basic and applied biotechnology research. Lowering pH in anaerobic succinate fermentation culture is a cost-effective and environmentally friendly approach to reducing the use of sub-raw materials such as alkali, which are needed for neutralization. To evaluate the potential of bacteria-based succinate fermentation under weak acidic (pH <6.2) and anaerobic conditions, we characterized the anaerobic metabolism of Enterobacter aerogenes AJ110637, which rapidly assimilates glucose at pH 5.0. Based on the profile of anaerobic products, we constructed single-gene knockout mutants to eliminate the main anaerobic metabolic pathways involved in NADH re-oxidation. These single-gene knockout studies showed that the ethanol synthesis pathway serves as the dominant NADH re-oxidation pathway in this organism. To generate a metabolically engineered strain for succinate production, we eliminated ethanol formation and introduced a heterogeneous carboxylation enzyme, yielding E. aerogenes strain ΔadhE/PCK. The strain produced succinate from glucose with a 60.5% yield (grams of succinate produced per gram of glucose consumed) at pH <6.2 and anaerobic conditions. Thus, we showed the potential of bacteria-based succinate fermentation under weak acidic conditions.


Subject(s)
Enterobacter aerogenes/metabolism , Succinic Acid/metabolism , Anaerobiosis , Fermentation/physiology , Succinates/metabolism
10.
BMC Syst Biol ; 7: 92, 2013 Sep 22.
Article in English | MEDLINE | ID: mdl-24053676

ABSTRACT

BACKGROUND: Understanding the process of amino acid fermentation as a comprehensive system is a challenging task. Previously, we developed a literature-based dynamic simulation model, which included transcriptional regulation, transcription, translation, and enzymatic reactions related to glycolysis, the pentose phosphate pathway, the tricarboxylic acid (TCA) cycle, and the anaplerotic pathway of Escherichia coli. During simulation, cell growth was defined such as to reproduce the experimental cell growth profile of fed-batch cultivation in jar fermenters. However, to confirm the biological appropriateness of our model, sensitivity analysis and experimental validation were required. RESULTS: We constructed an L-glutamic acid fermentation simulation model by removing sucAB, a gene encoding α-ketoglutarate dehydrogenase. We then performed systematic sensitivity analysis for L-glutamic acid production; the results of this process corresponded with previous experimental data regarding L-glutamic acid fermentation. Furthermore, it allowed us to predicted the possibility that accumulation of 3-phosphoglycerate in the cell would regulate the carbon flux into the TCA cycle and lead to an increase in the yield of L-glutamic acid via fermentation. We validated this hypothesis through a fermentation experiment involving a model L-glutamic acid-production strain, E. coli MG1655 ΔsucA in which the phosphoglycerate kinase gene had been amplified to cause accumulation of 3-phosphoglycerate. The observed increase in L-glutamic acid production verified the biologically meaningful predictive power of our dynamic metabolic simulation model. CONCLUSIONS: In this study, dynamic simulation using a literature-based model was shown to be useful for elucidating the precise mechanisms involved in fermentation processes inside the cell. Further exhaustive sensitivity analysis will facilitate identification of novel factors involved in the metabolic regulation of amino acid fermentation.


Subject(s)
Escherichia coli/metabolism , Fermentation , Glutamic Acid/biosynthesis , Models, Biological , Escherichia coli/genetics , Gene Amplification , Genes, Bacterial/genetics , Reproducibility of Results
11.
Mol Syst Biol ; 4: 160, 2008.
Article in English | MEDLINE | ID: mdl-18197177

ABSTRACT

The phosphotransferase system (PTS) is the sugar transportation machinery that is widely distributed in prokaryotes and is critical for enhanced production of useful metabolites. To increase the glucose uptake rate, we propose a rational strategy for designing the molecular architecture of the Escherichia coli glucose PTS by using a computer-aided design (CAD) system and verified the simulated results with biological experiments. CAD supports construction of a biochemical map, mathematical modeling, simulation, and system analysis. Assuming that the PTS aims at controlling the glucose uptake rate, the PTS was decomposed into hierarchical modules, functional and flux modules, and the effect of changes in gene expression on the glucose uptake rate was simulated to make a rational strategy of how the gene regulatory network is engineered. Such design and analysis predicted that the mlc knockout mutant with ptsI gene overexpression would greatly increase the specific glucose uptake rate. By using biological experiments, we validated the prediction and the presented strategy, thereby enhancing the specific glucose uptake rate.


Subject(s)
Computer-Aided Design , Escherichia coli/metabolism , Glucose/metabolism , Phosphotransferases/metabolism , Adenylyl Cyclases/metabolism , Algorithms , Computer Simulation , Cyclic AMP/metabolism , Enzyme Activation , Escherichia coli/enzymology , Escherichia coli/genetics , Escherichia coli/growth & development , Gene Expression Regulation, Bacterial , Genes, Bacterial , Models, Biological , Mutation , Reproducibility of Results , Time Factors
12.
Mol Biol Evol ; 21(9): 1683-91, 2004 Sep.
Article in English | MEDLINE | ID: mdl-15163767

ABSTRACT

Corynebacterium glutamicum, which is the closest relative of Corynebacterium efficiens, is widely used for the large scale production of many kinds of amino acids, particularly glutamic acid and lysine, by fermentation. Corynebacterium diphtheriae, which is well known as a human pathogen, is also closely related to these two species of Corynebacteria, but it lacks such productivity of amino acids. It is an important and interesting question to ask how those closely related bacterial species have undergone such significant functional differentiation in amino acid biosynthesis. The main purpose of the present study is to clarify the evolutionary process of functional differentiation among the three species of Corynebacteria by conducting a comparative analysis of genome sequences. When Mycobacterium and Streptomyces were used as out groups, our comparative study suggested that the common ancestor of Corynebacteria already possessed almost all of the gene sets necessary for amino acid production. However, C. diphtheriae was found to have lost the genes responsible for amino acid production. Moreover, we found that the common ancestor of C. efficiens and C. glutamicum have acquired some of genes responsible for amino acid production by horizontal gene transfer. Thus, we conclude that the evolutionary events of gene loss and horizontal gene transfer must have been responsible for functional differentiation in amino acid biosynthesis of the three species of Corynebacteria.


Subject(s)
Amino Acids/biosynthesis , Corynebacterium/genetics , Corynebacterium/metabolism , Genome, Bacterial , Base Composition , Corynebacterium/pathogenicity , Corynebacterium diphtheriae/genetics , Corynebacterium diphtheriae/metabolism , Corynebacterium diphtheriae/pathogenicity , Corynebacterium glutamicum/genetics , Corynebacterium glutamicum/metabolism , DNA, Bacterial/chemistry , DNA, Bacterial/genetics , Evolution, Molecular , Gene Deletion , Gene Transfer, Horizontal , Genes, Bacterial , Humans , Models, Biological , Open Reading Frames , Phylogeny , Species Specificity
13.
Gene ; 317(1-2): 149-55, 2003 Oct 23.
Article in English | MEDLINE | ID: mdl-14604803

ABSTRACT

Corynebacterium species are members of gram-positive bacteria closely related to Mycobacterium species, both of which are classified into the same taxonomic order Actinomycetales. Recently, three corynebacteria, Corynebacterium efficiens, Corynebacterium glutamicum, and Corynebacterium diphtheriae have been sequenced independently. We found that the order of orthologous genes in these species has been highly conserved though it has been disrupted in Mycobacterium species. This synteny suggests that corynebacteria have rarely undergone extensive genome rearrangements and have maintained ancestral genome structures even after the divergence of corynebacteria and mycobacteria. This is the first report that the genome structures have been conserved in free-living bacteria such as C. efficiens and C. glutamicum, although it has been reported that obligate parasites such as Mycoplasma and Chlamydia have the stable genomes. The comparison of recombinational repair systems among the three corynebacteria and Mycobacterium tuberculosis suggested that the absence of recBCD genes in corynebacteria be responsible for the suppression of genome shuffling in the species. The genome stability in Corynebacterium species will give us hints of the speciation mechanism with the non-shuffled genome, particularly the importance of horizontal gene transfer and nucleotide substitution in the genome.


Subject(s)
Corynebacterium/genetics , DNA Repair , Genome, Bacterial , Recombination, Genetic/genetics , Corynebacterium/classification , Gene Order , Genes, Bacterial/genetics , Genetic Variation , Mutation , Mycobacterium/classification , Mycobacterium/genetics , Phylogeny , RNA, Bacterial/genetics , RNA, Ribosomal, 16S/genetics
14.
Genome Res ; 13(7): 1572-9, 2003 Jul.
Article in English | MEDLINE | ID: mdl-12840036

ABSTRACT

Corynebacterium efficiens is the closest relative of Corynebacterium glutamicum, a species widely used for the industrial production of amino acids. C. efficiens but not C. glutamicum can grow above 40 degrees C. We sequenced the complete C. efficiens genome to investigate the basis of its thermostability by comparing its genome with that of C. glutamicum. The difference in GC content between the species was reflected in codon usage and nucleotide substitutions. Our comparative genomic study clearly showed that there was tremendous bias in amino acid substitutions in all orthologous ORFs. Analysis of the direction of the amino acid substitutions suggested that three substitutions are important for the stability of the C. efficiens proteins: from lysine to arginine, serine to alanine, and serine to threonine. Our results strongly suggest that the accumulation of these three types of amino acid substitutions correlates with the acquisition of thermostability and is responsible for the greater GC content of C. efficiens.


Subject(s)
Amino Acid Substitution/genetics , Corynebacterium/genetics , Genome, Bacterial , Hot Temperature , Sequence Analysis, DNA , Amino Acid Sequence/genetics , Amino Acids/genetics , Amino Acids/metabolism , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Base Composition/genetics , Codon/genetics , Codon/metabolism , Computational Biology , Corynebacterium/enzymology , Corynebacterium/metabolism , DNA, Bacterial/genetics , DNA, Bacterial/metabolism , Molecular Sequence Data , Open Reading Frames/genetics , Polymorphism, Single Nucleotide/genetics , Sequence Analysis, DNA/methods
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