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2.
J Ind Microbiol Biotechnol ; 48(9-10)2021 Dec 23.
Article in English | MEDLINE | ID: mdl-34113991

ABSTRACT

This perspective text focuses on the pivotal role and historical position that the late Prof. Arnold L. (Arny) Demain has taken since the 1950s in the rise and impact of the field of industrial microbiology and biotechnology. His drive toward academic research with industrial potential-first at Merck & Co. and later at MIT-, his feeling for establishing cordial personal contacts with his students and postdocs (Arny's Army) and his ability for worldwide networking are outlined here, intertwined with the author's personal experiences and impressions. His scientific output is legendary as to research papers, comprehensive reviews, books, and lectures at conferences worldwide. Some of his research experiences in industry and academia are mentioned in a historical context as well as his relentless efforts to advocate the importance and impact of industrial microbiology and biotechnology as an essential green technology for our planet Earth.


Subject(s)
Biotechnology , Industrial Microbiology , Humans , Industry
4.
Microb Biotechnol ; 9(5): 564-7, 2016 09.
Article in English | MEDLINE | ID: mdl-27373767

ABSTRACT

Vitamins and related compounds, such as provitamins, biopigments and antioxidants, belong to those few chemicals that appeal in a positive way to most people. These terms sound synonymous to vitality, good health and mental strenght, even to the layman. Everyone of us needs his/her daily intake of (pro)vitamins and antioxidants, normally provided by a balanced and varied diet. However, current food habits or preferences, food availabilities, as well as food processing, preservation or cooking methodologies and technologies, do not always assure a sufficient balanced natural daily (pro)vitamin supply to a healthy individual, and even more so for a stressed or sick human being. Today, modern society is seldom confronted with the notorious avitaminoses of the past, well known to the Western World, but they do still occur frequently in overpopulated, war-ridden, poverty- or famine-struck regions on our globe, as well as for surprisingly large population groups in developed countries.


Subject(s)
Antioxidants/metabolism , Biotechnology/methods , Pigments, Biological/biosynthesis , Vitamins/biosynthesis , Humans
5.
J Ind Microbiol Biotechnol ; 37(8): 793-803, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20440535

ABSTRACT

Escherichia coli is one of the most widely used hosts for the production of recombinant proteins, among other reasons because its genetics are far better characterized than those of any other microorganism. To improve the understanding of recombinant protein synthesis in E. coli, the production of a model recombinant protein, beta-galactosidase, was studied in response to the constitutive overexpression of the anaplerotic reaction afforded by PEP carboxylase. To this end, an IPTG wash-in experiment was performed starting from a well-defined steady-state condition for both the wild-type E. coli and a mutant with a defective acetate pathway and a constitutively overexpressed ppc. In order to compare the dynamics of the fluxes over time during the wash-in experiment, a method referred to as transient metabolic flux analysis, which is based on steady-state metabolic flux analysis, was used. This allowed us to track the intracellular changes/fluxes in both strains. It was observed that the flux towards fermentation products was 3.6 times lower in the ppc overexpression mutant compared to the wild-type E. coli. In the former on the other hand, the PPC flux is in general higher. In addition, the flux towards beta-galactosidase was higher (12.4 times), resulting in five times more protein activity. These results indicate that by constitutively overexpressing the anaplerotic ppc gene in E. coli, the TCA cycle intermediates are increasingly replenished. The additional supply of these protein precursors has a positive result on recombinant protein production.


Subject(s)
Acetate Kinase/genetics , Escherichia coli K12/genetics , Escherichia coli K12/metabolism , Gene Deletion , Phosphoenolpyruvate Carboxylase/biosynthesis , Pyruvate Oxidase/genetics , beta-Galactosidase/metabolism , Citric Acid Cycle , Escherichia coli Proteins/biosynthesis , Escherichia coli Proteins/genetics , Phosphoenolpyruvate Carboxylase/genetics , Recombinant Proteins/metabolism
7.
BMC Biotechnol ; 10: 26, 2010 Mar 24.
Article in English | MEDLINE | ID: mdl-20334648

ABSTRACT

BACKGROUND: Metabolic engineering aims at channeling the metabolic fluxes towards a desired compound. An important strategy to achieve this is the modification of the expression level of specific genes. Several methods for the modification or the replacement of promoters have been proposed, but most of them involve time-consuming screening steps. We describe here a novel optimized method for the insertion of constitutive promoters (referred to as "promoter knock-in") whose strength can be compared with the native promoter by applying a promoter strength predictive (PSP) model. RESULTS: Our method was successfully applied to fine tune the ppc gene of Escherichia coli. While developing the promoter knock-in methodology, we showed the importance of conserving the natural leader region containing the ribosome binding site (RBS) of the gene of interest and of eliminating upstream regulatory elements (transcription factor binding sites). The gene expression was down regulated instead of up regulated when the natural RBS was not conserved and when the upstream regulatory elements were eliminated. Next, three different promoter knock-ins were created for the ppc gene selecting three different artificial promoters. The measured constitutive expression of the ppc gene in these knock-ins reflected the relative strength of the different promoters as predicted by the PSP model. The applicability of our PSP model and promoter knock-in methodology was further demonstrated by showing that the constitutivity and the relative levels of expression were independent of the genetic background (comparing wild-type and mutant E. coli strains). No differences were observed during scaling up from shake flask to bioreactor-scale, confirming that the obtained expression was independent of environmental conditions. CONCLUSION: We are proposing a novel methodology for obtaining appropriate levels of expression of genes of interest, based on the prediction of the relative strength of selected synthetic promoters combined with an optimized promoter knock-in strategy. The obtained expression levels are independent of the genetic background and scale conditions. The method constitutes therefore a valuable addition to the genetic toolbox for the metabolic engineering of E. coli.


Subject(s)
Escherichia coli/genetics , Gene Knock-In Techniques/methods , Promoter Regions, Genetic , Base Sequence , Binding Sites/genetics , Gene Expression Regulation, Bacterial , Genes, Bacterial , Molecular Sequence Data
8.
Protein Eng Des Sel ; 22(7): 393-9, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19487233

ABSTRACT

Disaccharide phosphorylases are interesting enzymes for the production of sugar phosphates from cheap starting materials and for the synthesis of novel glycosides. Cellobiose phosphorylase (CP) from Cellulomonas uda was subjected to directed evolution in order to create enzyme variants with significantly increased lactose phosphorylase (LP) activity, useful for the production of alpha-D-galactose 1-phosphate. In a first round, random mutagenesis was performed on part of the CP gene and the resultant library was selected on minimal lactose medium. One clone containing six amino acid mutations was found with increased LP activity compared with the wild-type CP enzyme. The negative and neutral mutations were eliminated by site-directed mutagenesis and the resultant enzyme variant containing two amino acid substitutions (T508A/N667T) showed more LP activity than the parent mutant. Saturation mutagenesis of the beneficial sites and screening for improved mutants allowed us to identify the T508I/N667A mutant which has 7.5 times higher specific activity on lactose than the wild-type. The kinetic parameters of the mutants were determined and showed that the increased LP activity was caused by a higher k(cat) value. This is the first report of an engineered CP with modified substrate specificity.


Subject(s)
Directed Molecular Evolution , Glucosyltransferases/biosynthesis , Glucosyltransferases/genetics , Phosphorylases/genetics , Amino Acid Substitution , Directed Molecular Evolution/methods , Glucosyltransferases/chemistry , Kinetics , Mutagenesis, Site-Directed , Phosphorylases/metabolism , Recombinant Proteins/metabolism , Substrate Specificity
9.
FEMS Yeast Res ; 9(4): 610-7, 2009 Jun.
Article in English | MEDLINE | ID: mdl-19416371

ABSTRACT

The nonpathogenic yeast Candida bombicola synthesizes sophorolipids. These biosurfactants are composed of the disaccharide sophorose linked to a long-chain hydroxy fatty acid and have potential applications in the food, pharmaceutical, cosmetic and cleaning industries. In order to expand the range of application, a shift of the fatty acid moiety towards medium-chain lengths would be recommendable. However, the synthesis of medium-chain sophorolipids by C. bombicola is a challenging objective. First of all, these sophorolipids can only be obtained by fermentations on unconventional carbon sources, which often have a toxic effect on the cells. Furthermore, medium-chain substrates are partially metabolized in the beta-oxidation pathway. In order to redirect unconventional substrates towards sophorolipid synthesis, the beta-oxidation pathway was blocked on the genome level by knocking out the multifunctional enzyme type 2 (MFE-2) gene. The total gene sequence of the C. bombicola MFE-2 (6033 bp) was cloned (GenBank accession number EU371724), and the obtained nucleotide sequence was used to construct a knock-out cassette. Several knock-out mutants with the correct geno- and phenotype were evaluated in a fermentation on 1-dodecanol. All mutants showed a 1.7-2.9 times higher production of sophorolipids, indicating that in those strains the substrate is redirected towards the sophorolipid synthesis.


Subject(s)
Candida/genetics , Candida/metabolism , Fungal Proteins/genetics , Gene Knockout Techniques , Glycolipids/metabolism , Amino Acid Sequence , Base Sequence , DNA, Fungal/chemistry , DNA, Fungal/genetics , Dodecanol/metabolism , Molecular Sequence Data , Molecular Structure , Phylogeny , Sequence Alignment , Sequence Analysis, DNA , Surface-Active Agents/metabolism
10.
FEMS Yeast Res ; 9(1): 87-94, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19054129

ABSTRACT

Three cytochrome P450 monooxygenases belonging to the CYP52 family were isolated from the genome of the sophorolipid-producing yeast Candida bombicola using degenerate PCR and genomic walking. One gene displayed high identity with the CYP52E members and was classified into this group (CYP52E3), whereas the other genes belonged to new groups: CYP52M and CYP52N. CYP52E3 and CYP52N1 turned out to be of no relevance for sophorolipid production, but show clear upregulation when the yeast cells are grown on alkanes as the sole carbon source. On the other hand, CYP52M1 is clearly upregulated during sophorolipid synthesis and very likely takes part in sophorolipid formation.


Subject(s)
Candida/enzymology , Candida/metabolism , Cytochrome P-450 Enzyme System/physiology , Lipid Metabolism , Amino Acid Sequence , Candida/genetics , Cytochrome P-450 Enzyme System/genetics , DNA, Fungal/genetics , Genes, Fungal , Molecular Sequence Data , Phylogeny , Polymerase Chain Reaction/methods , Sequence Alignment , Sequence Analysis, DNA , Sequence Homology, Amino Acid
11.
J Ind Microbiol Biotechnol ; 35(10): 1085-92, 2008 Oct.
Article in English | MEDLINE | ID: mdl-18594888

ABSTRACT

The glyceraldehyde-3-phosphate dehydrogenase gene (GPD) of the sophorolipid producing yeast Candida bombicola was isolated using degenerated PCR and genome walking. The obtained 3,740 bp contain the 1,008 bases of the coding sequence and 1,613 and 783 bp of the upstream and downstream regions, respectively. The corresponding protein shows high homology to the other known GPD genes and is 74% identical to the gyceraldehyde-3-phosphate dehydrogenase of Yarrowia lipolytica. The particular interest in the C. bombicola GPD gene sequence originates from the potential use of its promoter for high and constitutive expression of homologous and heterologous genes. Southern blot analysis did not give any indication for the presence of multiple GPD genes and it can therefore be expected that the promoter can be used for efficient and high expression. This hypothesis was further confirmed by the biased codon usage in the GPD gene. GDP promoter fragments of different lengths were used to construct hygromycin resistance cassettes. The constructs were used for the transformation of C. bombicola and all of them, even the ones with only 190 bp of the GPD promoter, were able to render the cells resistant to hygromycin. The efficacy of a short GPD promoter can be a convenient characteristic for the construction of compact expression cassettes or vectors for C. bombicola. The GenBank accession number of the sequence described in this article is EU315245.


Subject(s)
Candida/enzymology , Cloning, Molecular , Fungal Proteins/genetics , Glyceraldehyde-3-Phosphate Dehydrogenases/genetics , Promoter Regions, Genetic , Amino Acid Sequence , Base Sequence , Candida/chemistry , Candida/genetics , Fungal Proteins/chemistry , Fungal Proteins/metabolism , Gene Dosage , Glyceraldehyde-3-Phosphate Dehydrogenases/chemistry , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Molecular Sequence Data , Sequence Alignment
12.
Yeast ; 25(4): 273-8, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18327888

ABSTRACT

Sophorolipids are surface-active compounds synthesized by the non-pathogenic yeast Candida bombicola. Over recent decades much effort has been spent to optimize culture conditions in order to improve the yield and production process. As far as we know, however, hardly any attention has been given to the genetics of the producing yeast strain itself and there are no published results available on the genetic engineering of C. bombicola. Nevertheless, this can be a useful tool for the study of the sophorolipid synthesis pathway and open up perspectives for improved production. A first step is the development of a suitable transformation and selection method. This article describes the creation and selection of an uracil auxotrophic C. bombicola mutant, which can be transformed back to prototrophy with the species' own orotidine 5'-phosphate decarboxylase or URA3 gene. Successful transformation was confirmed by a PCR-based method discriminating between the wild-type and mutated URA3 gene.


Subject(s)
Candida/genetics , Genetic Engineering , Glycolipids/metabolism , Transformation, Genetic , Amino Acid Sequence , DNA, Fungal/genetics , Fungal Proteins/chemistry , Fungal Proteins/genetics , Molecular Sequence Data , Mutation , Orotidine-5'-Phosphate Decarboxylase/chemistry , Orotidine-5'-Phosphate Decarboxylase/genetics , Sequence Alignment , Uracil/metabolism
13.
FEMS Microbiol Lett ; 281(2): 140-6, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18294194

ABSTRACT

At our laboratory, research has focused on the development of Myrothecium gramineum as a novel expression host. The glyceraldehyde-3-phosphate dehydrogenase (gpd)-promoter of M. gramineum was isolated and characterized (Genbank accession number EF486690). In order to prove its functionality and to explore the potential of M. gramineum as a novel fungal expression host, use of this gpd-promoter for the expression of a fungal alpha-amylase was investigated. Myrothecium gramineum was transformed with pGPDlpAmyAO, containing the gpd-promoter followed by the amy3 encoding sequence of Aspergillus oryzae. Study of the amylase production indicated that the promoter can be successfully used for the expression of heterologous proteins in M. gramineum. To the best of our knowledge, this is the first time a homologous expression system has been described for M. gramineum.


Subject(s)
Cloning, Molecular , Gene Expression , Glyceraldehyde-3-Phosphate Dehydrogenases/genetics , Hypocreales/genetics , Promoter Regions, Genetic , Amino Acid Sequence , Amylases/genetics , Amylases/metabolism , Aspergillus oryzae/enzymology , Base Sequence , DNA, Fungal/chemistry , DNA, Fungal/genetics , Gene Dosage , Genetic Vectors/genetics , Glyceraldehyde-3-Phosphate Dehydrogenases/chemistry , Molecular Sequence Data , Sequence Analysis, DNA , Transformation, Genetic
14.
Biologicals ; 36(3): 198-202, 2008 May.
Article in English | MEDLINE | ID: mdl-18036830

ABSTRACT

Many different extraction and analysis methods exist to determine the protein fraction of microbial cells. For metabolic engineering purposes it is important to have precise and accurate measurements. Therefore six different protein extraction protocols and seven protein quantification methods were tested and compared. Comparison was based on the reliability of the methods and boxplots of the normalized residuals. Some extraction techniques (SDS/chloroform and toluene) should never be used: the measurements are neither precise nor accurate. Bugbuster extraction combined with UV280 quantification gives the best results, followed by the combinations Sonication-UV280 and EasyLyse-UV280. However, if one does not want to use the quantification method UV280, one can opt to use Bugbuster, EasyLyse or sonication extraction combined with any quantification method with exception of the EasyLyse-BCA_P and Sonication-BCA_P combinations.


Subject(s)
Biochemistry/methods , Cell Culture Techniques , Escherichia coli/metabolism , Microbiological Techniques , Proteins/analysis , Cells, Cultured , Chloroform/chemistry , Hydroxides/pharmacology , Metabolism , Models, Statistical , Models, Theoretical , Potassium Compounds/pharmacology , Quinolines/chemistry , Sodium Dodecyl Sulfate/pharmacology , Spectrophotometry, Ultraviolet , Toluene/pharmacology
15.
Crit Rev Biotechnol ; 27(3): 147-71, 2007.
Article in English | MEDLINE | ID: mdl-17849259

ABSTRACT

The genus Gluconobacter comprises some of the most frequently used microorganisms when it comes to biotechnological applications. Not only has it been involved in "historical" production processes, such as vinegar production, but in the last decades many bioconversion routes for special and rare sugars involving Gluconobacter have been developed. Among the most recent are the biotransformations involved in the production of L-ribose and miglitol, both very promising pharmaceutical lead molecules. Most of these processes make use of Gluconobacter's membrane-bound polyol dehydrogenases. However, recently other enzymes have also caught the eye of industrial biotechnology. Among them are dextran dextrinase, capable of transglucosylating substrate molecules, and intracellular NAD-dependent polyol dehydrogenases, of interest for co-enzyme regeneration. As such, Gluconobacter is an important industrial microbial strain, but it also finds use in other fields of biotechnology, such as biosensor-technology. This review aims to give an overview of the myriad of applications for Gluconobacter, with a special focus on some recent developments.


Subject(s)
Biotechnology , Gluconobacter oxydans/metabolism , Biosensing Techniques , Catalysis , Gluconobacter oxydans/cytology , Gluconobacter oxydans/enzymology , Gluconobacter oxydans/genetics , Oxidation-Reduction , Polymers/metabolism
16.
Biotechnol Prog ; 23(5): 1053-63, 2007.
Article in English | MEDLINE | ID: mdl-17715942

ABSTRACT

E. coli cells produce acetate as an extracellular coproduct of aerobic cultures. Acetate is undesirable because it retards growth and inhibits protein formation. Most process designs or genetic modifications to minimize acetate formation aim at balancing growth rate and oxygen consumption. In this research, three genetic approaches to reduce acetate formation were investigated: (1) direct reduction of the carbon flow to acetate (ackA-pta, poxB knock-out); (2) anticipation on the underlying metabolic and regulatory mechanisms that lead to acetate (constitutive ppc expression mutant); and (3) both (1) and (2). Initially, these mutants were compared to the wild-type E. coli via batch cultures under aerobic conditions. Subsequently, these mutants were further characterized using metabolic flux analysis on continuous cultures. It is concluded that a combination of directly reducing the carbon flow to acetate and anticipating on the underlying metabolic and regulatory mechanism that lead to acetate, is the most promising approach to overcome acetate formation and improve recombinant protein production. These genetic modifications have no significant influence on the metabolism when growing the micro-organisms under steady state at relatively low dilution rates (less than 0.4 h(-1)).


Subject(s)
Acetates/metabolism , Carbon/metabolism , Escherichia coli Proteins/genetics , Escherichia coli/genetics , Escherichia coli/metabolism , Glucose/metabolism , Models, Biological , Computer Simulation , Genetic Enhancement/methods , Mutation
17.
BMC Biotechnol ; 7: 34, 2007 Jun 18.
Article in English | MEDLINE | ID: mdl-17572914

ABSTRACT

BACKGROUND: Nowadays, the focus in metabolic engineering research is shifting from massive overexpression and inactivation of genes towards the model-based fine tuning of gene expression. In this context, the construction of a library of synthetic promoters of Escherichia coli as a useful tool for fine tuning gene expression is discussed here. RESULTS: A degenerated oligonucleotide sequence that encodes consensus sequences for E. coli promoters separated by spacers of random sequences has been designed and synthesized. This 57 bp long sequence contains 24 conserved, 13 semi-conserved (W, R and D) and 20 random nucleotides. This mixture of DNA fragments was cloned into a promoter probing vector (pVIK165). The ligation mixtures were transformed into competent E. coli MA8 and the resulting clones were screened for GFP activity by measuring the relative fluorescence units; some clones produced high fluorescence intensity, others weak fluorescence intensity. The clones cover a range of promoter activities from 21.79 RFU/OD600 ml to 7606.83 RFU/OD600 ml. 57 promoters were sequenced and used for promoter analysis. The present results conclusively show that the postulates, which link promoter strength to anomalies in the -10 box and/or -35 box, and to the length of the spacer, are not generally valid. However, by applying Partial Least Squares regression, a model describing the promoter strength was built and validated. CONCLUSION: For Escherichia coli, the promoter strength can not been linked to anomalies in the -10 box and/or -35 box, and to the length of the spacer. Also a probabilistic approach to relate the promoter sequence to its strength has some drawbacks. However, by applying Partial Least Squares regression, a good correlation was found between promoter sequence and promoter strength. This PLS model can be a useful tool to rationally design a suitable promoter in order to fine tune gene expression.


Subject(s)
DNA, Bacterial/genetics , Escherichia coli Proteins/genetics , Escherichia coli/physiology , Gene Library , Models, Genetic , Promoter Regions, Genetic/genetics , Protein Engineering/methods , Cloning, Molecular/methods , Computer Simulation , Models, Statistical
18.
FEMS Yeast Res ; 7(6): 922-8, 2007 Sep.
Article in English | MEDLINE | ID: mdl-17559413

ABSTRACT

Candida bombicola is a yeast with at least two appealing features. The species can grow on alkanes when provided as the sole carbon source, and it produces glycolipids, which have several industrial, cosmetic and pharmaceutical applications. Both metabolic processes require in their pathway the activity of cytochrome P450 monooxygenase. This enzyme needs and gets reducing equivalents from NADPH cytochrome P450 reductase (CPR). The CPR gene of Candida bombicola was isolated using degenerate PCR and genomic walking. The gene encodes an enzyme of 687 amino acids, which shows homology with known CPRs of other species. The functionality of the gene was proven by heterologous expression in Escherichia coli. The recombinant protein exhibited NADPH-dependent cytochrome c reducing activity. Cloning and characterization of this enzyme is an important step in the study of the cytochrome P450 monooxygenase system of Candida bombicola. The GenBank accession number of the sequence described in this article is EF050789.


Subject(s)
Candida/enzymology , Gene Expression Regulation, Fungal , NADPH-Ferrihemoprotein Reductase/genetics , Amino Acid Sequence , Base Sequence , Candida/classification , Candida/genetics , Cloning, Molecular , Escherichia coli/genetics , Escherichia coli/metabolism , Gene Expression Regulation, Enzymologic , Genes, Fungal/genetics , Molecular Sequence Data , NADPH-Ferrihemoprotein Reductase/chemistry , NADPH-Ferrihemoprotein Reductase/metabolism , Phylogeny
19.
Appl Microbiol Biotechnol ; 76(1): 23-34, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17476500

ABSTRACT

Sophorolipids are surface-active compounds synthesized by a selected number of yeast species. They have been known for over 40 years, but because of growing environmental awareness, they recently regained attention as biosurfactants due to their biodegradability, low ecotoxicity, and production based on renewable resources. In this paper, an overview is given of the producing yeast strains and various aspects of fermentative sophorolipid production. Also, the biochemical pathways and regulatory mechanisms involved in sophorolipid biosynthesis are outlined. To conclude, a summary is given on possible applications of sophorolipids, either as native or modified molecules.


Subject(s)
Candida/metabolism , Glycolipids/metabolism , Surface-Active Agents/metabolism , Biodegradation, Environmental , Candida/growth & development , Culture Media , Fermentation , Glycolipids/biosynthesis , Glycolipids/chemistry , Surface-Active Agents/chemistry
20.
Yeast ; 24(3): 201-8, 2007 Mar.
Article in English | MEDLINE | ID: mdl-17351910

ABSTRACT

Candida bombicola is a yeast species known to synthesize glycolipids. Although these glycolipids find several industrial, cosmetic and pharmaceutical applications, very little is known about the genetics of C. bombicola. A basic tool for genetic study and modification is the availability of an efficient transformation and selection system. In order to develop such a system, the URA3 gene of Candida bombicola was isolated using degenerate PCR and genomic walking. The gene encodes for an enzyme of 262 amino acids and shows high homology with the known orotidine-5'-phosphate decarboxylases of several other yeast species. The functionality of the gene was proved by complementation of a URA3-negative Saccharomyces cerevisiae strain.


Subject(s)
Candida/genetics , Fungal Proteins/genetics , Genes, Fungal , Orotidine-5'-Phosphate Decarboxylase/genetics , Amino Acid Sequence , Candida/enzymology , Genetic Complementation Test , Molecular Sequence Data , Phylogeny , Sequence Homology, Amino Acid
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