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PubMed2002

A data-mining approach to spacer oligonucleotide typing of Mycobacterium tuberculosis.

MOTIVATION: The Direct Repeat (DR) locus of Mycobacterium tuberculosis is a suitable model to study (i) molecular epidemiology and (ii) the evolutionary genetics of tuberculosis. This is achieved by a DNA analysis technique (genotyping), called sp acer oligo nucleotide typing (spoligotyping ). In this paper, we investigated data analysis methods to discover intelligible knowledge rules from spoligotyping, that has not yet been applied on such representation. This processing was achieved by applying the C4.5 induction algorithm and knowledge rules were produced. Finally, a Prototype Selection (PS) procedure was applied to eliminate noisy data. This both simplified decision rules, as well as the number of spacers to be tested to solve classification tasks. In the second part of this paper, the contribution of 25 new additional spacers and the knowledge rules inferred were studied from a machine learning point of view. From a statistical point of view, the correlations between spacers were analyzed and suggested that both negative and positive ones may be related to potential structural constraints within the DR locus that may shape its evolution directly or indirectly. RESULTS: By generating knowledge rules induced from decision trees, it was shown that not only the expert knowledge may be modeled but also improved and simplified to solve automatic classification tasks on unknown patterns. A practical consequence of this study may be a simplification of the spoligotyping technique, resulting in a reduction of the experimental constraints and an increase in the number of samples processed.

Algorithms↗
PubMed2001

Genetic variability, molecular evolution, and geographic diversity of HLA-B27.

HLA-B27 represents a family of 23 closely related alleles (B*2701-23) that differ at 24 amino acid positions. The pattern of polymorphisms of B27 was studied, with special reference to synonymous (Ks) and nonsynonymous (Ka) divergence among alleles. B27 alleles are characterized by the enhanced rate of nonsynonymous nucleotide substitution in the peptide-binding region (PBR). The percentage of substitutions between each of the B27 pairs ranges from 0.2%-3% in exons 2-3 to 1.8%-20.1% in the PBR. A phylogenetic analysis of all B27 alleles is described in order to identify subtypes with a common evolutionary history. These results, together with the phylogenetic trees obtained from the comparison between exons 2-3 and PBR indicate that polymorphism of B27 is selectively maintained. Most of the differences are clustered in the C/F pocket affecting the specific binding of antigenic peptides. Gene conversion and point mutation are the most important mechanisms responsible for B27 diversification. The interaction of selection, genetic drift, and recombination events is important for generating polymorphism at B27 alleles. We analyzed a large extended B27 positive population from different parts of the world. Our results indicate that B27 subtypes differ in their ethnic distribution, which may be the result of different genetic and geographical origins. Different factors such as genetic drift, bottleneck effect, and admixture among populations could contribute to the genetic constitution of B27. The striking correlation between the structural features of B27 and the ethnic distribution of these subtypes suggests a model of strong directional evolution, in which the subtypes could have arisen from B*2705.

Africa↗
PubMed2004

Improved monomeric red, orange and yellow fluorescent proteins derived from Discosoma sp. red fluorescent protein.

Fluorescent proteins are genetically encoded, easily imaged reporters crucial in biology and biotechnology. When a protein is tagged by fusion to a fluorescent protein, interactions between fluorescent proteins can undesirably disturb targeting or function. Unfortunately, all wild-type yellow-to-red fluorescent proteins reported so far are obligately tetrameric and often toxic or disruptive. The first true monomer was mRFP1, derived from the Discosoma sp. fluorescent protein "DsRed" by directed evolution first to increase the speed of maturation, then to break each subunit interface while restoring fluorescence, which cumulatively required 33 substitutions. Although mRFP1 has already proven widely useful, several properties could bear improvement and more colors would be welcome. We report the next generation of monomers. The latest red version matures more completely, is more tolerant of N-terminal fusions and is over tenfold more photostable than mRFP1. Three monomers with distinguishable hues from yellow-orange to red-orange have higher quantum efficiencies.

Amino Acid Sequence↗
PubMed1999

Recombination and chimeragenesis by in vitro heteroduplex formation and in vivo repair.

We describe a simple method for creating libraries of chimeric DNA sequences derived from homologous parental sequences. A heteroduplex formed in vitro is used to transform bacterial cells where repair of regions of non-identity in the heteroduplex creates a library of new, recombined sequences composed of elements from each parent. Heteroduplex recombination provides a convenient addition to existing DNA recombination methods ('DNA shuffling') and should be particularly useful for recombining large genes or entire operons. This method can be used to create libraries of chimeric polynucleotides and proteins for directed evolution to improve their properties or to study structure-function relationships. We also describe a simple test system for evaluating the performance of DNA recombination methods in which recombination of genes encoding truncated green fluorescent protein (GFP) reconstructs the full-length gene and restores its characteristic fluorescence. Comprising seven truncated GFP constructs, this system can be used to evaluate the efficiency of recombination between mismatches separated by as few as 24 bp and as many as 463 bp. The optimized heteroduplex recombination protocol is quite efficient, generating nearly 30% fluorescent colonies for recombination between two genes containing stop codons 463 bp apart (compared to a theoretical limit of 50%).

Cloning, Molecular↗
PubMedDate not supplied

Primeval cells: possible energy-generating and cell-division mechanisms.

It is proposed that the first entity capable of adaptive Darwinian evolution consisted of a liposome vesicle formed of abiotically produced phospholipidlike molecules; a very few informational macromolecules; and some abiogenic, lipid-soluble, organic molecule serving as a symporter for phosphate and protons and as a means of high-energy-bond generation. The genetic material had functions that led to the production of phospholipidlike materials (leading to growth and division of the primitive cells) and of the carrier needed for energy transduction. It is suggested that the most primitive exploitable energy source was the donation of 2H+ + 2e- at the external face of the primitive cell. The electrons were transferred (by metal impurities) to internal sinks of organic material, thus creating, via a deficit, a protonmotive force that could drive both the active transport of phosphate and high-energy-bond formation. This model implies that proton translocation in a closed-membrane system preceded photochemical or electron transport mechanisms and that chemically transferable metabolic energy was needed at a much earlier stage in the development of life than has usually been assumed. It provides a plausible mechanism whereby cell division of the earliest protocells could have been a spontaneous process powered by the internal development of phospholipids. The stimulus for developing this evolutionary sequence was the realization that cellular life was essential if Darwinian "survival of the fittest" was to direct evolution toward adaptation to the external environment.

Adenosine Diphosphate↗
PubMed2005

Rational design of p53, an intrinsically unstructured protein, for the fabrication of novel molecular sensors.

The dominant paradigm of protein engineering is structure-based site-directed mutagenesis. This rational approach is generally more effective for the engineering of local properties, such as substrate specificity, than global ones such as allostery. Previous workers have modified normally unregulated reporter enzymes, including beta-galactosidase, alkaline phosphatase, and beta-lactamase, so that the engineered versions are activated (up to 4-fold) by monoclonal antibodies. A reporter that could easily be "reprogrammed" for the facile detection of novel effectors (binding or modifying activities) would be useful in high throughput screens for directed evolution or drug discovery. Here we describe a straightforward and general solution to this potentially difficult design problem. The transcription factor p53 is normally regulated by a variety of post-translational modifications. The insertion of peptides into intrinsically unstructured domains of p53 generated variants that were activated up to 100-fold by novel effectors (proteases or antibodies). An engineered p53 was incorporated into an existing high throughput screen for the detection of human immunodeficiency virus protease, an arbitrarily chosen novel effector. These results suggest that the molecular recognition properties of intrinsically unstructured proteins are relatively easy to engineer and that the absence of crystal structures should not deter the rational engineering of this class of proteins.

Alkaline Phosphatase↗
PubMed2003

Creation of a productive, highly enantioselective nitrilase through gene site saturation mutagenesis (GSSM).

Gene site saturation mutagenesis (GSSM) technology is applied for the directed evolution of a nitrilase. The nitrilase effectively catalyzes the desymmetrization of the prochiral substrate 3-hydroxyglutaronitrile to afford (R)-4-cyano-3-hydroxybutyric acid, a precursor to the valuable cholesterol-lowering drug Lipitor. The discovered wild-type enzyme effectively performs the reaction at the industrially relevant 3 M substrate concentration but affords a product enantiomeric excess of only 87.6% ee. Through GSSM, a mutagenesis technique that effects the combinatorial saturation of each amino acid in the protein to each of the other 19 amino acids, combined with a novel high-throughput mass spectroscopy assay, a number of improved variants were identified, the best of which is the Ala190His mutant that yields product enantiomeric excess of 98.5% at 3 M substrate loading and a volumetric productivity of 619 g L-1 d-1.

Amino Acid Substitution↗
PubMed2002

Long-term experimental evolution in Escherichia coli. X. Quantifying the fundamental and realized niche.

BACKGROUND: Twelve populations of the bacterium, Escherichia coli, adapted to a simple, glucose-limited, laboratory environment over 10,000 generations. As a consequence, these populations tended to lose functionality on alternative resources. I examined whether these populations in turn became inferior competitors in four alternative environments. These experiments are among the first to quantify and compare dimensions of the fundamental and realized niches. RESULTS: Three clones were isolated from each of the twelve populations after 10,000 generations of evolution. Direct competition between these clones and the ancestor in the selective environment revealed average fitness improvements of approximately 50%. When grown in the wells of Biolog plates, however, evolved clones grew 25% worse on average than the ancestor on a variety of different carbon sources. Next, I competed each evolved population versus the ancestor in four foreign environments (10-fold higher and lower glucose concentration, added bile salts, and dilute LB media). Surprisingly, nearly all populations were more fit than the ancestor in each foreign environment, though the margin of improvement was least in the most different environment. Most populations also evolved increased sensitivity to novobiocin. CONCLUSIONS: Reduced functionality on numerous carbon sources suggested that the fundamental niche of twelve E. coli populations had narrowed after adapting to a specific laboratory environment. However, in spite of these results, the same populations were competitively superior in four novel environments. These findings suggest that adaptation to certain dimensions of the environment may compensate for other functional losses and apparently enhance the realized niche.

Adaptation, Physiological↗
PubMed2006

A set of UV-inducible autolytic vectors for high throughput screening.

A high throughput screening scheme is often a prerequisite for directed evolution of enzymes or metagenomic analysis of DNA samples. For assaying intracellular enzymes of interest (e.g. when Escherichia coli is used), it requires cell lysis in many cases, chemical or enzymatic, which can be tedious and cost-consuming. In this study, a set of UV-inducible autolytic vectors was constructed to offer a simpler means of cell lysis that is free of additional liquid handling. The SRRz lysis gene cassette from bacteriophage Lambda was cloned downstream of a UV-inducible promoter, the recA promoter or the umuDC promoter, and further inserted into the backbone of pUC18, and transformed into E. coli BL21 cells. The SRRz expression and cell lysis was induced by UV irradiation. For both the recA and umuDC promoters, at 30 degrees C the lysis efficiency was found to be consistent and above 60% as measured using beta-galactosidase as the reporter. However, at 37 degrees C the lysis profiles were found to be erratic. UV lysis in 96-well plates also produced consistent lysis results that were comparable to those obtained by lysozyme treatment, demonstrating the utility of these autolytic vectors in high throughput screening. This set of artificial SRRz autolysis units should be transferable to other vectors. Surprisingly, it was found that the E. coli BL21(DE3) was also partially disrupted under UV irradiation, with a lysis efficiency of 44.5% at 30 degrees C, and 22.5% at 37 degrees C.

Bacteriolysis↗
PubMed2004

Protein engineering of toluene 4-monooxygenase of Pseudomonas mendocina KR1 for synthesizing 4-nitrocatechol from nitrobenzene.

After discovering that toluene 4-monooxygenase (T4MO) of Pseudomonas mendocina KR1 oxidizes nitrobenzene to 4-nitrocatechol, albeit at a very low rate, this reaction was improved using directed evolution and saturation mutagenesis. Screening 550 colonies from a random mutagenesis library generated by error-prone PCR of tmoAB using Escherichia coli TG1/pBS(Kan)T4MO on agar plates containing nitrobenzene led to the discovery of nitrocatechol-producing mutants. One mutant, NB1, contained six amino acid substitutions (TmoA Y22N, I84Y, S95T, I100S, S400C; TmoB D79N). It was believed that position I100 of the alpha subunit of the hydroxylase (TmoA) is the most significant for the change in substrate reactivity due to previous results in our lab with a similar enzyme, toluene ortho-monooxygenase of Burkholderia cepacia G4. Saturation mutagenesis at this position resulted in the generation of two more nitrocatechol mutants, I100A and I100S; the rate of 4-nitrocatechol formation by I100A was more than 16 times higher than that of wild-type T4MO at 200 microM nitrobenzene (0.13 +/- 0.01 vs. 0.008 +/- 0.001 nmol/min.mg protein). HPLC and mass spectrometry analysis revealed that variants NB1, I100A, and I100S produce 4-nitrocatechol via m-nitrophenol, while the wild-type produces primarily p-nitrophenol and negligible amounts of nitrocatechol. Relative to wild-type T4MO, whole cells expressing variant I100A convert nitrobenzene into m-nitrophenol with a Vmax of 0.61 +/- 0.037 vs. 0.16 +/- 0.071 nmol/min.mg protein and convert m-nitrophenol into nitrocatechol with a Vmax of 3.93 +/- 0.26 vs. 0.58 +/- 0.033 nmol/min.mg protein. Hence, the regiospecificity of nitrobenzene oxidation was changed by the random mutagenesis, and this led to a significant increase in 4-nitrocatechol production. The regiospecificity of toluene oxidation was also altered, and all of the mutants produced 20% m-cresol and 80% p-cresol, while the wild-type produces 96% p-cresol. Interestingly, the rate of toluene oxidation (the natural substrate of the enzyme) by I100A was also higher by 65% (7.2 +/- 1.2 vs. 4.4 +/- 0.3 nmol/min mg protein). Homology-based modeling of TmoA suggests reducing the size of the side chain of I100 leads to an increase in the width of the active site channel, which facilitates access of substrates and promotes more flexible orientations.

Catechols↗
PubMedDate not supplied

Novel biocatalysts for white biotechnology.

White Biotechnology uses microorganisms and enzymes to manufacture a large variety of chemical products. Therefore, the demand for new and useful biocatalysts is steadily and rapidly increasing. We have developed methods for the isolation of new enzyme genes, constructed novel expression systems, and optimized existing enzymes for biotechnological applications by methods of directed evolution. Furthermore, we have isolated and characterized biocatalysts relevant for the preparation of enantiopure compounds.

Biotechnology↗
PubMed2007

Recent progress in engineering alpha/beta hydrolase-fold family members.

The members of the alpha/beta hydrolase-fold family represent a functionally versatile group of enzymes with many important applications in biocatalysis. Given the technical significance of alpha/beta hydrolases in processes ranging from the kinetic resolution of enantiomeric precursors for pharmaceutical compounds to bulk products such as laundry detergent, optimizing and tailoring enzymes for these applications presents an ongoing challenge to chemists, biochemists, and engineers alike. A review of the recent literature on alpha/beta hydrolase engineering suggests that the early successes of "random processes" such as directed evolution are now being slowly replaced by more hypothesis-driven, focused library approaches. These developments reflect a better understanding of the enzymes' structure-function relationship and improved computational resources, which allow for more sophisticated search and prediction algorithms, as well as, in a very practical sense, the realization that bigger is not always better.

Epoxide Hydrolases↗
PubMed2002

GFP-visualized immobilized enzymes: degradation of paraoxon via organophosphorus hydrolase in a packed column.

A versatile gene-fusion technique for immobilizing and visualizing biologically active enzymes which includes from the N to C-termini, an affinity histidine tag, the green fluorescent protein (GFP), a proteolytic enzyme (enterokinase, EK) cleavage site and the enzyme of interest, were developed. Specifically, the organophosphorus hydrolase was bound to the affinity (His(6))-reporter(GFP)-EK fusion elements. Organophosphorus hydrolase (OPH) is capable of degrading a variety of pesticides and nerve agents. In the case of immobilized OPH, paraoxon was rapidly degraded when pumped through a packed column. In reaction mixtures containing CHES buffer at pH 6.9, a continual decay in OPH activity was observed and importantly, this was monitored by GFP fluorescence. This decay in activity was fully restored, along with fluorescence, upon washing with PBS buffer. Many subsequent experiments were performed at varied pH and in different background buffer solutions. In all cases when there was OPH activity there was also marked fluorescence from the GFP fusion partner. Likewise, when OPH activity was lost, so was GFP fluorescence and, importantly, both were regenerated when washed in the presence of the kosmotropic salt, phosphate. Recently, Waldo et al. (1999) showed that GFP fluorescence from whole cells indicated the extent of proper folding of normally aggregated proteins designed via directed evolution. The present work demonstrates an application wherein GFP fluorescence indicates stability and activity of its fusion partner.

Aryldialkylphosphatase↗
PubMed2007

Functional cell-surface display of a lipase-specific chaperone.

Lipases are important enzymes in biotechnology. Extracellular bacterial lipases from Pseudomonads and related species require the assistance of specific chaperones, designated "Lif" proteins (lipase specific foldases). Lifs, a unique family of steric chaperones, are anchored to the periplasmic side of the inner membrane where they convert lipases into their active conformation. We have previously shown that the autotransporter protein EstA from P. aeruginosa can be used to direct a variety of proteins to the cell surface of Escherichia coli. Here we demonstrate for the first time the functional cell-surface display of the Lif chaperone and FACS (fluorescence-activated cell sorting)-based analysis of bacterial cells that carried foldase-lipase complexes. The model Lif protein, LipH from P. aeruginosa, was displayed at the surface of E. coli cells. Surface exposed LipH was functional and efficiently refolded chemically denatured lipase. The foldase autodisplay system reported here can be used for a variety of applications including the ultrahigh-throughput screening of large libraries of foldase variants generated by directed evolution.

Biochemistry↗
PubMed2003

A practical high-throughput screening system for enantioselectivity by using FTIR spectroscopy.

For the first time FTIR spectroscopy has been applied to the measurement of enantiomeric purity. The underlying concept is based on the use of pseudo-enantiomers that are (13)C-labeled at appropriate positions. Upon applying Lambert-Beer's law in the determination of the concentrations of both enantiomers, the ee values are accessible, accuracy to within +/-5 % of the true values being possible. The application of a commercially available high-throughput FTIR system results in a slightly decreased accuracy (+/-7% for the ee values), but this allows a throughput of up to 10000 samples per day. The method is of interest in the area of combinatorial symmetric catalysis and directed evolution of enantioselective enzymes.

Journal Article↗
PubMed2006

Expanding the substrate scope of enzymes: combining mutations obtained by CASTing.

In a previous paper, the combinatorial active-site saturation test (CAST) was introduced as an effective strategy for the directed evolution of enzymes toward broader substrate acceptance. CASTing comprises the systematic design and screening of focused libraries around the complete binding pocket, but it is only the first step of an evolutionary process because only the initial libraries of mutants are considered. In the present study, a simple method is presented for further optimization of initial hits by combining the mutational changes obtained from two different libraries. Combined lipase mutants were screened for hydrolytic activity against six notoriously difficult substrates (bulky carboxylic acid esters) and improved mutants showing significantly higher activity were identified. The enantioselectivity of the mutants in the hydrolytic kinetic resolution of two substrates was also studied, with the best mutant-substrate combination resulting in a selectivity factor of E=49. Finally, the catalytic profile of the evolved mutants in the hydrolysis of simple nonbranched carboxylic acid esters, ranging from acetate to palmitate, was studied for theoretical reasons.

Catalysis↗
PubMed1998

Delineation of an evolutionary salvage pathway by compensatory mutations of a defective lysozyme.

Model-free approaches (random mutagenesis, DNA shuffling) in combination with more "rational," three-dimensional information-guided randomization have been used for directed evolution of lysozyme activity in a defective T4 lysozyme mutant. A specialized lysozyme cloning vector phage, derived from phage lambda, depends upon T4 lysozyme function for its ability to form plaques. The substitution W138P in T4 lysozyme totally abolishes its plaque-forming ability. Compensating mutations in W138P T4 lysozyme after sequential random mutagenesis of the whole gene as well as after targeted randomization of residues in the vicinity of Trp138 were selected. In a second stage, these mutations were randomly recombined by the recombinatorial PCR method of DNA shuffling. Shuffled and selected W138P T4 lysozyme variants provide the hybrid lambda phage with sufficient lysozyme activity to produce normal-size plaques, even at elevated temperature (42 degrees C). The individual mutations with the highest compensatory information for W138P repair are the substitutions A146F and A146M, selected after targeted randomization of three residues in the neighborhood of Trp138 by combinatorial mutagenesis. The best evolved W138P T4 lysozymes, however, accumulated mutations originating from both randomly mutagenized as well as target-randomized variants.

Bacteriophage T4↗
PubMed2005

Evolutionary relationship and application of a superfamily of cyclic amidohydrolase enzymes.

Cyclic amidohydrolases belong to a superfamily of enzymes that catalyze the hydrolysis of cyclic C-N bonds. They are commonly found in nucleotide metabolism of purine and pyrimidine. These enzymes share similar catalytic mechanisms and show considerable structural homologies, suggesting that they might have evolved from a common ancestral protein. Homology searches based on common mechanistic properties and three-dimensional protein structures provide clues to the evolutionary relationships of these enzymes. Among the superfamily of enzymes, hydantoinase has been highlighted by its potential for biotechnological applications in the production of unnatural amino acids. The enzymatic process for the production of optically pure amino acids consists of three enzyme steps: hydantoin racemase, hydantoinase, and N-carbamoylase. For efficient industrial application, some critical catalytic properties such as thermostability, catalytic activity, enantioselectivity, and substrate specificity require further improvement. To this end, isolation of new enzymes with desirable properties from natural sources and the optimization of enzymatic processes were attempted. A combination of directed evolution techniques and rational design approaches has made brilliant progress in the redesign of industrially important catalytic enzymes; this approach is likely to be widely applied to the creation of designer enzymes with desirable catalytic properties.

Amidohydrolases↗