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Optimisation of halogenase enzyme activity by application of a genetic algorithm.

A genetic algorithm (GA) was applied for the optimisation of an enzyme assay composition respectively the enzyme activity of a recombinantly produced FADH(2)-dependent halogenating enzyme. The examined enzyme belongs to the class of halogenases and is capable to halogenate tryptophan regioselective in position 5. Therefore, the expressed trp-5-halogenase can be an interesting tool in the manufacturing of serotonin precursors. The application of stochastic search strategies (e.g. GAs) is well suited for fast determination of the global optimum in multidimensional search spaces, where statistical approaches or even the popular classical one-factor-at-a-time method often failures by misleading to local optima. The concentrations of six different medium components were optimised and the maximum yield of the halogenated tryptophan could be increased from 3.5 up to 65%.

Algorithms↗

Selection of aptamers with high affinity and high specificity against C595, an anti-MUC1 IgG3 monoclonal antibody, for antibody targeting.

Targeting of antibodies has found a number of applications in assays, anti-idiotypic therapies and vaccine design with a number of anti-idiotypic Abs generated and used in clinical applications, and some currently in clinical trials. Meanwhile, aptamers are a novel and particularly interesting targeting modality, with a unique ability to bind to a variety of targets. Aptamers offer unique benefits compared to other targeting agents, due to their high affinity and selectivity, relatively small size and in vitro synthesis, making them attractive alternatives to Abs and peptides. Aptamers have already been selected against a number of Abs for various applications. We now present a novel methodology for the selection of aptamers against Abs, which minimises the number of steps used and results in molecules that bind to the target Ab with high affinity and specificity. We have used the well-characterised anti-MUC1 monoclonal Ab C595 as an exemplar for raising aptamers against Abs. The methodology is based on the adsorption of the Ab to the surface of a PCR tube and the performance of SELEX selections in the PCR tube, based on elution steps resulting from the denaturation of the Ab on the first PCR amplification cycle. After 10 rounds of selection and amplification, selected aptamers have been characterised using a number of techniques, including fluorescence quenching, ELISA and competition ELISA procedures and a FRET type assay. Aptamers were found to bind their target Ab with a higher affinity than its natural antigenic peptide, as observed in fluorescent quenching and FRET experiments. Furthermore, they were able to displace the antigens from the antibody binding pocket in competition assays. This methodology offers the possibility of rapidly selecting aptamers for antibody targeting that could be used as diagnostic, imaging or therapeutic agents, or as recognition units in immunoassays, and can be potentially useful in raising aptamers against other protein targets.

Antibodies, Anti-Idiotypic↗

Design of lambda Cro fold: solution structure of a monomeric variant of the de novo protein.

One of the classical DNA-binding proteins, bacteriophage lambda Cro, forms a homodimer with a unique fold of alpha-helices and beta-sheets. We have computationally designed an artificial sequence of 60 amino acid residues to stabilize the backbone tertiary structure of the lambda Cro dimer by simulated annealing using knowledge-based structure-sequence compatibility functions. The designed amino acid sequence has 25% identity with that of natural lambda Cro and preserves Phe58, which is important for formation of the stably folded structure of lambda Cro. The designed dimer protein and its monomeric variant, which was redesigned by the insertion of a beta-hairpin sequence at the C-terminal region to prevent dimerization, were synthesized and biochemically characterized to be well folded. The designed protein was monomeric under a wide range of protein concentrations and its solution structure was determined by NMR spectroscopy. The solved structure is similar to that of a monomeric variant of natural lambda Cro with a root-mean-square deviation of the polypeptide backbones at 2.1A and has a well-packed protein core. Thus, our knowledge-based functions provide approximate but essential relationships between amino acid sequences and protein structures, and are useful for finding novel sequences that are foldable into a given target structure.

Amino Acid Sequence↗

Gain of function in an ERV/ALR sulfhydryl oxidase by molecular engineering of the shuttle disulfide.

The ERV/ALR sulfhydryl oxidase domain is a versatile module adapted for catalysis of disulfide bond formation in various organelles and biological settings. Its four-helix bundle structure juxtaposes a Cys-X-X-Cys dithiol/disulfide motif with a bound flavin adenine dinucleotide (FAD) cofactor, enabling transfer of electrons from thiol substrates to non-thiol electron acceptors. ERV/ALR family members contain an additional di-cysteine motif outside the four-helix-bundle core. Although the location and context of this "shuttle" disulfide differs among family members, it is proposed to perform the same basic function of mediating electron transfer from substrate to the enzyme active site. We have determined by X-ray crystallography the structure of AtErv1, an ERV/ALR enzyme that contains a Cys-X4-Cys shuttle disulfide and oxidizes thioredoxin in vitro, and compared it to ScErv2, which has a Cys-X-Cys shuttle and does not oxidize thioredoxin at an appreciable rate. The AtErv1 shuttle disulfide is in a region of the structure that is disordered and thus apparently mobile and exposed. This feature may facilitate access of protein substrates to the shuttle disulfide. To test whether the shuttle disulfide region is modular and can confer on other enzymes oxidase activity toward new substrates, we generated chimeric enzyme variants combining shuttle disulfide and core elements from AtErv1 and ScErv2 and monitored oxidation of thioredoxin by the chimeras. We found that the AtErv1 shuttle disulfide region could indeed confer thioredoxin oxidase activity on the ScErv2 core. Remarkably, various chimeras containing the ScErv2 Cys-X-Cys shuttle disulfide were found to function efficiently as well. Since neither the ScErv2 core nor the Cys-X-Cys motif is therefore incapable of participating in oxidation of thioredoxin, we conclude that wild-type ScErv2 has evolved to repress activity on substrates of this type, perhaps in favor of a different, as yet unknown, substrate.

Arabidopsis↗

Improving protein solubility: the use of the Escherichia coli dihydrofolate reductase gene as a fusion reporter.

We have devised a strategy for screening mutant libraries for enzyme variants with enhanced solubility. The method is based on the observation that Escherichia coli can become insensitive to the antibiotic trimethoprim (TMP) if dihydrofolate reductase (DHFR) is expressed at an appropriate level. DHFR is a very soluble protein and can be expressed at levels that exceed normally lethal concentrations of TMP. In our approach, the gene encoding an insoluble target protein is placed in a vector so that the translated protein will be fused to DHFR. The resulting fusion protein will form inclusion bodies and inactivate DHFR-the cells will be susceptible to TMP. Mutations to the target protein that make it more soluble will also make the fusion protein more soluble so that DHFR will be at least partially active-the cells will be resistant to TMP. As the solubility of the target protein increases, the cells will become more resistant to TMP. The system was tested with a putative acetyltransferase (ACE) from a strain of the marine bacterium Vibrio fischerii. The gene encoding this protein was of interest since it is part of a mobile gene cassette within an integron array of the strain in question. After multiple rounds of shuffling and selection, ACE mutants were produced that had significantly improved solubility.

Acetyltransferases↗

The role of isocitrate lyase and the glyoxylate cycle in Escherichia coli growing under glucose limitation.

Escherichia coli changes its metabolism in response to environmental circumstances, and metabolic adaptations are evident in hungry bacteria growing slowly in glucose-limited chemostats. The role of isocitrate lyase (AceA) was examined in E. coli growing under glucose limitation. AceA activity was elevated in a strain-dependent manner in the commonly used E. coli K-12 laboratory strains MG1655 and MC4100, but an aceA disruption surprisingly increased fitness under glucose limitation in both strains. However, in bacteria adapted to limiting glucose in long-term chemostats, mutations outside aceA changed its role from a negative to a positive influence. These results suggest that a recently proposed pathway of central metabolism involving the glyoxylate cycle enzymes is redundant in wild-type bacteria, but may take on a beneficial role after context adaptation. Interestingly, the aceA gene sequence did not alter during prolonged selection, so mutations in unidentified genes changed the metabolic context of unaltered AceA from a negative to a positive influence in bacteria highly adapted to limiting glucose.

Bacterial Proteins↗

The past, present and future of cell-free protein synthesis.

Recent technical advances have revitalized cell-free expression systems to meet the increasing demands for protein synthesis. Cell-free systems offer several advantages over traditional cell-based expression methods, including the easy modification of reaction conditions to favor protein folding, decreased sensitivity to product toxicity and suitability for high-throughput strategies because of reduced reaction volumes and process time. Moreover, improvements in translation efficiency have resulted in yields that exceed a milligram of protein per milliliter of reaction mix. We review the advances on this expanding technology and highlight the growing list of associated applications.

Cell-Free System↗

Environmental biocatalysis: from remediation with enzymes to novel green processes.

Modern biocatalysis is developing new and precise tools to improve a wide range of production processes, which reduce energy and raw material consumption and generate less waste and toxic side-products. Biocatalysis is also achieving new advances in environmental fields, from enzymatic bioremediation to the synthesis of renewable and clean energies and biochemical cleaning of 'dirty' fossil fuels. Despite the obvious benefits of biocatalysis, the major hurdles hindering the exploitation of the repertoire of enzymatic processes are, in many cases, the high production costs and the low yields obtained. This article will discuss these issues, pinpointing specific new advances in recombinant DNA techniques amenable to future biocatalyst development, in addition to drawing the attention of the biotechnology community to the active pursuit and development of environmental biocatalysis, from remediation with enzymes to novel green processes.

Biodegradation, Environmental↗

Tetravalent neutralizing antibody response against four dengue serotypes by a single chimeric dengue envelope antigen.

We employed DNA shuffling and screening technologies to develop a single recombinant dengue envelope (E) antigen capable of inducing neutralizing antibodies against all four antigenically distinct dengue serotypes. By DNA shuffling of codon-optimized dengue 1-4 E genes, we created a panel of novel chimeric clones expressing C-terminal truncated E antigens that combined epitopes from all four dengue serotypes. DNA vaccines encoding these novel chimeras induced multivalent T cell and neutralizing antibody responses against all four dengue serotypes in mice. By contrast, a mixture of four unshuffled, parental DNA vaccines failed to produce tetravalent neutralizing antibodies in mice. The neutralizing antibody titers for some of these antigens could be further improved by extending the sequences to express full-length pre-membrane and envelope proteins. The chimeric antigens also protected mice against a lethal dengue-2 virus challenge. These data demonstrate that DNA shuffling and associated screening can lead to the selection of multi-epitope antigens against closely related dengue virus serotypes and suggest a broad utility for these technologies in optimizing vaccine antigens.

Animals↗

In vitro selection of phage RB69 RegA RNA binding sites yields UAA triplets.

The SELEX method of in vitro selection was used to isolate RNAs that bind the RB69 RegA translational repressor protein immobilized on Ni-NTA agarose. After five rounds of SELEX, the pool of selected RNA displayed striking sequence uniformity: UAAUAAUAAUAAUA was clearly enriched in the 14 nucleotides that underwent selection. Individual, cloned molecules displayed a repeating (UAA) sequence, with only two RNAs having a 3' AUG. Removing the 3' AUG slightly reduced binding in gel shift assays, moving the AUG 5' proximal of the (UAA) slightly improved binding, but (UAA)4 alone still bound the purified protein. Dissociation constants showed that RNA shortened to (UAA)3 and (UAA)2 also retained binding, whereas cytosine clearly prevented binding by RB69 RegA. Scanning of RB69 gene starts and ends with an RB69 RegA SELEX information weight matrix yielded 21 sequences as potential RegA sites. One site, on the mRNA for the pentameric (4:1) phage gp44/62 DNA polymerase clamp loader complex, has the RB69 gene 44 stop codon and 3'-adjacent gene 62 initiation codon in a sequence (GAAAUAAUAUG) that is similar to in vitro selected RNA and was shown to bind RB69 RegA. Sequences between the Shine-Dalgarno and initiation codon, which frequently contain a UAA stop codon of a 5'-adjacent gene, appear to be preferred RB69 RegA binding sites.

Binding Sites↗

Gene order constrains adaptation in bacteriophage T7.

The order of genes in the genome is commonly thought to have functional significance for gene regulation and fitness but has not heretofore been tested experimentally. We adapted a bacteriophage T7 variant harboring an ectopically positioned RNA polymerase gene to determine whether it could regain the fitness of the wild type. Two replicate lines maintained the starting gene order and showed only modest recovery of fitness, despite the accumulation of over a dozen mutations. In both lines, a mutation in the early terminator signal is responsible for the majority of the fitness recovery. In a third line, the phage evolved a new gene order, restoring the wild-type position of the RNA polymerase gene but also displacing several other genes to ectopic locations. Due to the recombination, the fitness of this replicate was the highest obtained but it falls short of the wild type adapted to the same growth conditions. The large benefits afforded by the terminator mutation and the recombination are explicable in terms of T7 biology, whereas several mutations with lesser benefits are not easily accounted for. These results support the premise that gene order is important to fitness and that wild-type fitness is not rapidly re-evolved in reorganized genomes.

Adaptation, Physiological↗

A chimeric tetravalent dengue DNA vaccine elicits neutralizing antibody to all four virus serotypes in rhesus macaques.

DNA shuffling and screening technologies were used to produce chimeric DNA constructs expressing antigens that shared epitopes from all four dengue serotypes. Three shuffled constructs (sA, sB and sC) were evaluated in the rhesus macaque model. Constructs sA and sC expressed pre-membrane and envelope genes, whereas construct sB expressed only the ectodomain of envelope protein. Five of six, and four of six animals vaccinated with sA and sC, respectively, developed antibodies that neutralized all 4 dengue serotypes in vitro. Four of six animals vaccinated with construct sB developed neutralizing antibodies against 3 serotypes (den-1, -2 and -3). When challenged with live dengue-1 or dengue-2 virus, partial protection against dengue-1 was observed. These results demonstrate the utility of DNA shuffling as an attractive tool to create tetravalent chimeric dengue DNA vaccine constructs, as well as a need to find ways to improve the immune responses elicited by DNA vaccines in general.

Animals↗

Semi-synthetic DNA shuffling of aveC leads to improved industrial scale production of doramectin by Streptomyces avermitilis.

The avermectin analog doramectin (CHC-B1), sold commercially as Dectomax, is biosynthesized by Streptomyces avermitilis. aveC, a gene encoding an unknown mechanistic function, plays an essential role in the production of doramectin (avermectin CHC-B1), modulating the production ratio of CHC-B1 to other avermectins, most notably the undesirable analog CHC-B2. To improve the production ratio for doramectin, the aveC gene was subjected to iterative rounds of semi-synthetic DNA shuffling. Libraries of shuffled aveC gene variants were transformed into S. avermitilis, screened using a miniaturized 96-well growth and production format, and analyzed by high throughput mass spectrometry to determine CHC-B2:CHC-B1 ratios. Several improved aveC variants were identified; the best shuffled gene encoded 10 amino acid mutations, and conferred a final CHC-B2:CHC-B1 ratio of 0.07:1, a 23-fold improvement over the starting gene (aveC wild type). Chromosomal insertion of an improved aveC shuffled gene into a high titer S. avermitilis strain yielded an improved doramectin production strain. This strain is under development to be used commercially, and is expected to provide considerable cost savings in large-scale manufacture, as well as significantly reducing by-product levels of CHC-B2 requiring disposal.

DNA Shuffling↗

Monitoring protein modification with allosteric ribozymes.

An allosteric ribozyme is an RNA-based enzyme (ribozyme) whose catalytic activity is modulated by molecular recognition of a protein. The direct coupling of a detectable catalytic event to molecular recognition by an allosteric ribozyme enables simple assays for quantitative protein detection. Most significantly, the mode of development and molecular recognition characteristics of allosteric ribozymes are fundamentally different from antibodies, providing them with functional characteristics that complement those of antibodies. Allosteric ribozymes can be developed using native proteins and, therefore, are often sensitive to protein conformation. In contrast, antibodies tend to recognize a series of adjacent amino acids as a consequence of antigen presentation and typically are not sensitive to protein conformation. Unlike antibody development, the development of allosteric ribozymes is a completely in vitro process that allows the specificity of an allosteric ribozyme to be tightly controlled. These significant differences from antibodies allow the pre-programmed development of conformation-state-specific protein detection reagents that can be used to investigate the activation-state of signal transduction components.

Allosteric Regulation↗

"Affinity maturation" of ligands for HCV-specific serum antibodies.

We have previously screened a phage-displayed random peptide library using sera from patients and identified ligands binding to antibodies specifically associated with the hepatitis C virus infection. The ability of these peptides to detect HCV-specific antibodies was improved through an in vitro procedure which mimics the natural process of antibody affinity maturation operating in secondary immune response. Libraries were generated by mutating the sequence of the original peptide through a protocol that efficiently introduced substitution, insertion and deletion mutations on a single or population of clones. Screening these libraries isolated mutants that displayed increased specific reactivity with a broader range of sera from HCV-infected patients. Several variants of the original peptide were identified which discriminate between the various components of the specific polyclonal response. This methodology to select artificial ligands from RPL using sera and to enhance their diagnostic properties by affinity maturation makes the development of a diagnostic assay to detect disease-associated antibodies feasible, without requiring the natural antigen.

Amino Acid Sequence↗

Stepwise manipulation of DNA specificity in Flp recombinase: progressively adapting Flp to individual and combinatorial mutations in its target site.

The Flp protein from Saccharomyces cerevisiae is one of the site-specific tyrosine family recombinases that are used widely in genomic engineering. As a first step towards mediating directed DNA rearrangements at non-native Flp recombination targets (mFRTs), we have evolved three separate groups of Flp variants that preferentially act on mFRTs containing substitutions at the first, seventh or both positions of the Flp-binding elements. The variants that recombine the double-mutant mFRT contain a subset of the mutations present in those that are active on the single-mutant mFRTs, plus additional mutations. Specificity for and discrimination between target sites, effected primarily by amino acid residues that contact DNA, can be modulated by those that do not interact with DNA or with a DNA-contacting residue. The degree of modulation can range from relaxed DNA specificity to almost completely altered specificity. Our results suggest that combined DNA shuffling and mutagenesis of libraries of Flp variants active on distinct mFRTs can yield variants that can recombine mFRTs containing combinations of the individual mutations.

Base Pairing↗

In silico protein recombination: enhancing template and sequence alignment selection for comparative protein modelling.

Comparative modelling of proteins is a predictive technique to build an atomic model for a given amino acid sequence, on the basis of the structures of other proteins (templates) that have been determined experimentally. Critical problems arise in this procedure: selecting the correct templates, aligning the query sequence with them and building the non-conserved surface loops. In this work, we apply a genetic algorithm, with crossover and mutation, as a new tool to overcome the first two. In silico protein recombination proves to be an effective way to exploit the variability of templates and sequence alignments to produce populations of optimized models by artificial selection. Despite some limitations, the procedure is shown to be robust to alignment errors, while simplifying the task of selecting templates, making it a good candidate for automatic building of reliable protein models.

Algorithms↗

General method for sequence-independent site-directed chimeragenesis.

We have developed a simple and general method that allows for the facile recombination of distantly related (or unrelated) proteins at multiple discrete sites. To evaluate the sequence-independent site-directed chimeragenesis (SISDC) method, we have recombined beta-lactamases TEM-1 and PSE-4 at seven sites, examined the quality of the chimeric genes created, and screened the library of 2(8) (256) chimeras for functional enzymes. Probe hybridization and sequencing analyses revealed that SISDC generated a random library with little sequence bias and in which all targeted fragments were recombined in the desired order. Sequencing the genes from clones having functional lactamases identified 14 unique chimeras. These chimeras are characterized by a lower level of disruption, as calculated by the SCHEMA algorithm, than the library as a whole. These results illustrate the use of SISDC in creating designed chimeric protein libraries and further illustrate the ability of SCHEMA to identify chimeras whose folded structures are likely not to be disrupted by recombination.

Algorithms↗