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Evolution of function in (beta/alpha)8-barrel enzymes.

The (beta/alpha)(8)-barrel is the most common fold in structurally characterized enzymes. Whether the functionally diverse enzymes that share this fold are the products of either divergent or convergent evolution (or both) is an unresolved question that will probably be answered as the sequence databases continue to expand. Recent work has examined natural, designed, and directed evolution of function in several superfamilies of (beta/alpha)(8)-barrel containing enzymes.

Animals↗

Sensitive assay for laboratory evolution of hydroxylases toward aromatic and heterocyclic compounds.

Powerful directed evolution methods have been developed for tailoring proteins to our needs in industrial applications. Here, the authors report a medium-throughput assay system designed for screening mutant libraries of oxygenases capable of inserting a hydroxyl group into a C-H bond of aromatic or O-heterocyclic compounds and for exploring the substrate profile of oxygenases. The assay system is based on 4-aminoantipyrine (4-AAP), a colorimetric phenol detection reagent. By using 2 detection wavelengths (509 nm and 600 nm), the authors achieved a linear response from 50 to 800 microM phenol and standard deviations below 11% in 96-well plate assays. The monooxygenase P450 BM-3 and its F87A mutant were used as a model system for medium-throughput assay development, identification of novel substrates (e.g., phenoxytoluene, phenylallyether, and coumarone), and discovery of P450 BM-3 F87A mutants with 8-fold improvement in 3-phenoxytoluene hydroxylation activity. This activity increase was achieved by screening a saturation mutagenesis library of amino acid position Y51 using the 4-AAP protocol in the 96-well format.

Bacterial Proteins↗

High-throughput screening of enzyme libraries.

Directed evolution is becoming a widely used technique for modifying or enhancing protein performance. Ultimately, the success of directed protein evolution experiments hinges on the efficiency of the methods used to screen libraries for mutants with properties of interest. Although there is still a paucity of general methods for enzyme library screening, in recent years a number of promising strategies have emerged and are increasingly being used to explore challenging issues in protein engineering.

Directed Molecular Evolution↗

Rational evolution of a medium chain-specific cytochrome P-450 BM-3 variant.

The single mutant F87A of cytochrome P-450 BM-3 from Bacillus megaterium was engineered by rational evolution to achieve improved hydroxylation activity for medium chain length substrates (C8-C10). Rational evolution combines rational design and directed evolution to overcome the drawbacks of these methods when applied individually. Based on the X-ray structure of the enzyme, eight mutation sites (P25, V26, R47, Y51, S72, A74, L188, and M354) were identified by modeling. Sublibraries created by site-specific randomization mutagenesis of each single site were screened using a spectroscopic assay based on omega-p-nitrophenoxycarboxylic acids (pNCA). The mutants showing activity for shorter chain length substrates were combined, and these combi-libraries were screened again for mutants with even better catalytic properties. Using this approach, a P-450 BM-3 variant with five mutations (V26T, R47F, A74G, L188K, and F87A) that efficiently hydrolyzes 8-pNCA was obtained. The catalytic efficiency of this mutant towards omega-p-nitrophenoxydecanoic acid (10-pNCA) and omega-p-nitrophenoxydodecanoic acid (12-pNCA) is comparable to that of the wild-type P-450 BM-3.

Bacillus megaterium↗

Rapid evolution of beta-glucuronidase specificity by saturation mutagenesis of an active site loop.

Protein engineers have widely adopted directed evolution as a design algorithm, but practitioners have not come to a consensus about the best method to evolve protein molecular recognition. We previously used DNA shuffling to direct the evolution of Escherichia coli beta-glucuronidase (GUS) variants with increased beta-galactosidase activity. Epistatic (synergistic) mutations in amino acids 557, 566, and 568, which are part of an active site loop, were identified in that experiment (Matsumura, I., and Ellington, A. D. (2001) J. Mol. Biol. 305, 331-339). Here we show that site saturation mutagenesis of these residues, overexpression of the resulting library in E. coli, and high throughput screening led to the rapid evolution of clones exhibiting increased activity in reactions with p-nitrophenyl-beta-d-xylopyranoside (pNP-xyl). The xylosidase activities of the 14 fittest clones were 30-fold higher on average than that of the wild-type GUS. The 14 corresponding plasmids were pooled, amplified by long PCR, self-ligated with T4 DNA ligase, and transformed into E. coli. Thirteen clones exhibiting an average of 80-fold improvement in xylosidase activity were isolated in a second round of screening. One of the evolved proteins exhibited a approximately 200-fold improvement over the wild type in reactivity (k(cat)/K(m)) with pNP-xyl, with a 290,000-fold inversion of specificity. Sequence analysis of the 13 round 2 isolates suggested that all were products of intermolecular recombination events that occurred during whole plasmid PCR. Further rounds of evolution using DNA shuffling and staggered extension process (StEP) resulted in modest improvement. These results underscore the importance of epistatic interactions and demonstrate that they can be optimized through variations of the facile whole plasmid PCR technique.

Algorithms↗

Evolution on distributive lattices.

We consider the directed evolution of a population after an intervention that has significantly altered the underlying fitness landscape. We model the space of genotypes as a distributive lattice; the fitness landscape is a real-valued function on that lattice. The risk of escape from intervention, i.e., the probability that the population develops an escape mutant before extinction, is encoded in the risk polynomial. Tools from algebraic combinatorics are applied to compute the risk polynomial in terms of the fitness landscape. In an application to the development of drug resistance in HIV, we study the risk of viral escape from treatment with the protease inhibitors ritonavir and indinavir.

Bayes Theorem↗

One dimensional chemical shift modulated correlation spectroscopy of single-crystals.

A simple 1D modulation method is presented for determining the spatial correlation of chemical shifts in two different single-crystal orientations. This proposed chemical shift modulated correlation (CSMC) spectroscopy utilizes a Jeener pulse sequence to give 1D spectra containing peaks that are amplitude modulated by the chemical shifts associated with the single-crystal's evolution orientation. Conversely, the spectral frequencies in these 1D CSMC spectra designate the shifts in the crystal's orientation during the detection period. By observing the amplitude modulation of these spectral frequencies, the spatial correlation between the two chemical environments can be established for a specific nucleus from a single 1D spectrum. The CSMC procedure finishes by acquiring a normal 1D static spectrum for the crystal oriented in the evolution direction, thereby providing very accurate evolution frequencies approximated by the amplitude modulation in the CSMC spectra. The CSMC method improves the time efficiency over both the traditional goniometer method and the 2D chemical shift-chemical shift correlation method, and therefore is beneficial for the study of samples with longer T1 values.

Algorithms↗

Synthetic biology evolves.

Synthetic biology is advancing rapidly as biologists, physicists and engineers are combining their efforts to understand and program cell function. By characterizing isolated genetic components or modules, experimentalists have paved the way for more quantitative analyses of genetic networks. A recent paper presents a method of computational, or in silico, evolution in which a set of components can evolve into networks that display desired behaviors. An integrated approach that includes a strategy of in silico design by evolution, together with efforts exploiting directed evolution in vivo, is likely to be the next step in the evolution of synthetic biology.

Algorithms↗

Rapid construction of solid-state magnetic resonance powder spectra from frequencies and amplitudes as applied to ESEEM.

In many Fourier-transform spectroscopies, such as pulse magnetic resonance (NMR, EPR), time-domain signals are acquired. Parameters are extracted from these signals by fitting numerical simulations to the experimental data. At present, simulations are often performed in frequency domain (FD). These computations generate a list of frequencies and amplitudes associated with the complex exponential components evolving during one or several variable time intervals. In order to compare simulations with experiments, this peak list is converted to a finite-length time-domain (TD) signal. This can be achieved either by directly evoluting the exponentials in time (direct method) or by rounding their frequencies and binning their amplitudes into a frequency-domain array (histogram method). The first approach is equivalent to a brute-force TD simulation and is slow for a large number of peaks. The second approach is a fast, but very crude approximation and is usually applied without considering in detail the errors involved. A third method introduced and illustrated here is based on the convolution and deconvolution of a short finite impulse response filter kernel. This convolution approach is much faster than the direct method and by orders of magnitude more accurate than the histogram method. For both TD and FD signals a detailed analysis of the errors and of the associated computational costs is presented. The convolution approach is applicable to any simulation problem where TD signals consist of a large number of complex exponentials. In particular, it is the method of choice for simulating 1D and 2D electron spin echo envelope modulation (ESEEM) spectra of disordered systems.

Algorithms↗

Protein-fold evolution in the test tube.

Currently, the combination of library selection and directed evolution is the most powerful approach for finding proteins with novel folds or functions. In the past, most studies concentrated either on protein scaffolds with a given fold or on short peptides. With the recent development of potent in vitro selection and evolution techniques, the screening of much larger sequence space is possible, allowing for the de novo generation of proteins.

Adenosine Triphosphate↗

Strategies for the in vitro evolution of protein function: enzyme evolution by random recombination of improved sequences.

Sets of genes improved by directed evolution can be recombined in vitro to produce further improvements in protein function. Recombination is particularly useful when improved sequences are available; costs of generating such sequences, however, must be weighed against the costs of further evolution by sequential random mutagenesis. Four genes encoding para-nitrobenzyl (pNB) esterase variants exhibiting enhanced activity were recombined in two cycles of high-fidelity DNA shuffling and screening. Genes encoding enzymes exhibiting further improvements in activity were analyzed in order to elucidate evolutionary processes at the DNA level and begin to provide an experimental basis for choosing in vitro evolution strategies and setting key parameters for recombination. DNA sequencing of improved variants from the two rounds of DNA shuffling confirmed important features of the recombination process: rapid fixation and accumulation of beneficial mutations from multiple parent sequences as well as removal of silent and deleterious mutations. The five to sixfold further enhancement of total activity towards the para-nitrophenyl (pNP) ester of loracarbef was obtained through recombination of mutations from several parent sequences as well as new point mutations. Computer simulations of recombination and screening illustrate the trade-offs between recombining fewer parent sequences (in order to reduce screening requirements) and lowering the potential for further evolution. Search strategies which may substantially reduce screening requirements in certain situations are described.

Carboxylic Ester Hydrolases↗

Laboratory evolution of toluene dioxygenase to accept 4-picoline as a substrate.

We are using directed evolution to extend the range of dioxygenase-catalyzed biotransformations to include substrates that are either poorly accepted or not accepted at all by the naturally occurring enzymes. Here we report on the oxidation of a heterocyclic substrate, 4-picoline, by toluene dioxygenase (TDO) and improvement of the enzyme's activity by laboratory evolution. The biotransformation of 4-picoline proceeds at only approximately 4.5% of the rate of the natural reaction on toluene. Random mutagenesis, saturation mutagenesis, and screening directly for product formation using a modified Gibbs assay generated mutant TDO 3-B38, in which the wild-type stop codon was replaced with a codon encoding threonine. Escherichia coli-expressed TDO 3-B38 exhibited 5.6 times higher activity toward 4-picoline and approximately 20% more activity towards toluene than wild-type TDO. The product of the biotransformation of 4-picoline is 3-hydroxy-4-picoline; no cis-diols of 4-picoline were observed.

Amino Acid Sequence↗

Inverting enantioselectivity of Burkholderia gladioli esterase EstB by directed and designed evolution.

Esterase EstB from Burkholderia gladioli, showing moderate S-enantioselectivity (E(S)=6.1) in the hydrolytic kinetic resolution of methyl-beta-hydroxyisobutyrate, was subjected to directed evolution in order to reverse its enantioselectivity. After one round of ep-PCR, saturation mutagenesis and high-throughput screening, it was found that different mutations at position 152 (in the vicinity of the active site) increase, decrease and even reverse the natural enantioselectivity of this enzyme. The newly created R-enantioselectivity of the esterase mutein (E(Rapp)=1.5) has been further enhanced by a designed evolution strategy involving random mutations close to the active site. Based on the three-dimensional structure nineteen amino acid residues have been selected as mutation sites for saturation mutagenesis. Mutations at three sites (135, 253 and 351) were found to increase R-enantioselectivity. Successive rounds of saturation mutagenesis at these "hot spots" resulted in an increase in R-enantioselectivity from E(Rapp)=1.5 for the parent mutant to E(Rapp)=28.9 for the best variant which carried four amino acid substitutions. Our results prove designed evolution followed by high-throughput screening to be an efficient strategy for engineering enzyme enantioselectivity.

Binding Sites↗

Disruption of efflux activity reduces biofilm formation through multiple pathways.

Free-swimming bacteria must undergo large-scale changes in gene expression to form structured, aggregated biofilm communities. These regulatory changes are susceptible to environmental stimuli such as exposure to antimicrobials, which can affect adhesion, biofilm matrix production, pathogenicity and multidrug susceptibility. Previously, we found that genetic or chemical inactivation of efflux activity in Escherichia coli and Salmonella Typhimurium disrupts biofilm formation with a wide range of pathways sensitive to efflux inhibition, including reduced expression of csgD, a major regulator of biofilm matrix production. How the regulatory networks controlling efflux activity and biofilm formation overlap and how perturbing efflux impacts biofilm formation is still unclear. To address this, we used a combination of directed evolution experiments and large-scale functional genomics screens (TraDIS-Xpress) to identify the genes and pathways affecting efflux activity and biofilm formation in Salmonella enterica serovar Typhimurium and E. coli. This work describes the landscape of pathways linking efflux activity and biofilm formation. Whilst no singular gene or pathway was found to control the link between the two phenotypes, we propose changes in membrane potential following efflux inactivation are sensed through multiple response regulators that each in turn contribute to repression of biofilm development. These include the two-component signal transduction system EnvZ-OmpR and AraC/XylS family transcriptional regulators, RamA and MarA, which have extensive overlapping regulons and demonstrate high degrees of functional redundancy. This work deepens our understanding of the regulatory networks governing efflux activity and biofilm formation in Enterobacteriaceae and highlights the level of overlapping regulation and functional redundancy between them.

Salmonella typhimurium↗

Modular evolution and increase of functional complexity in replicating RNA molecules.

At early stages of biochemical evolution, the complexity of replicating molecules was limited by unavoidably high mutation rates. In an RNA world, prior to the appearance of cellular life, an increase in molecular length, and thus in functional complexity, could have been mediated by modular evolution. We describe here a scenario in which short, replicating RNA sequences are selected to perform a simple function. Molecular function is represented through the secondary structure corresponding to each sequence, and a given target secondary structure yields the optimal function in the environment where the population evolves. The combination of independently evolved populations may have facilitated the emergence of larger molecules able to perform more complex functions (including RNA replication) that could arise as a combination of simpler ones. We quantitatively show that modular evolution has relevant advantages with respect to the direct evolution of large functional molecules, among them the allowance of higher mutation rates, the shortening of evolutionary times, and the very possibility of finding complex structures that could not be otherwise directly selected.

Computational Biology↗

Information dynamics of in vitro selection-amplification systems.

Selection-amplifications systems provide a means of engineering biomacromolecules with new properties. The combination of stringent functional selection with the ability to amplify single molecules confers great specificity on the evolving population. Yet such systems like many complicated chemical kinetic mechanisms can show a range of unstable and metastable behavior. These instabilities can be investigated using the Shannon entropy of the evolving population. It is shown that the Shannon entropy provides a Lyapounov function for exploring dynamic stability. A simple model of in vitro evolution is presented and stability conditions are established. It is seen that fairly simple directed evolution models can exhibit a range of dynamical behavior.

Directed Molecular Evolution↗

Directed in vitro evolution and crystallographic analysis of a peptide-binding single chain antibody fragment (scFv) with low picomolar affinity.

We generated a single chain Fv fragment of an antibody (scFv) with a binding affinity of about 5 pm to a short peptide by applying rigorous directed evolution. Starting from a high affinity peptide binder, originally obtained by ribosome display from a murine library, we generated libraries of mutants with error-prone PCR and DNA shuffling and applied off-rate selection by using ribosome display. Crystallographic analysis of the scFv in its antigen-bound and free state showed that only few mutations, which do not make direct contact to the antigen, lead to a 500-fold affinity improvement over its potential germ line precursor. These results suggest that the affinity optimization of very high affinity binders is achieved by modulating existing interactions via subtle changes in the framework rather than by introducing new contacts. Off-rate selection in combination with ribosome display can evolve binders to the low picomolar affinity range even for peptide targets.

Amino Acid Substitution↗

Isolation of novel ribozymes that ligate AMP-activated RNA substrates.

BACKGROUND: The protein enzymes RNA ligase and DNA ligase catalyze the ligation of nucleic acids via an adenosine-5'-5'-pyrophosphate 'capped' RNA or DNA intermediate. The activation of nucleic acid substrates by adenosine 5'-monophosphate (AMP) may be a vestige of 'RNA world' catalysis. AMP-activated ligation seems ideally suited for catalysis by ribozymes (RNA enzymes), because an RNA motif capable of tightly and specifically binding AMP has previously been isolated. RESULTS: We used in vitro selection and directed evolution to explore the ability of ribozymes to catalyze the template-directed ligation of AMP-activated RNAs. We subjected a pool of 10(15) RNA molecules, each consisting of long random sequences flanking a mutagenized adenosine triphosphate (ATP) aptamer, to ten rounds of in vitro selection, including three rounds involving mutagenic polymerase chain reaction. Selection was for the ligation of an oligonucleotide to the 5'-capped active pool RNA species. Many different ligase ribozymes were isolated; these ribozymes had rates of reaction up to 0.4 ligations per hour, corresponding to rate accelerations of approximately 5 x10(5) over the templated, but otherwise uncatalyzed, background reaction rate. Three characterized ribozymes catalyzed the formation of 3'-5'-phosphodiester bonds and were highly specific for activation by AMP at the ligation site. CONCLUSIONS: The existence of a new class of ligase ribozymes is consistent with the hypothesis that the unusual mechanism of the biological ligases resulted from a conservation of mechanism during an evolutionary replacement of a primordial ribozyme ligase by a more modern protein enzyme. The newly isolated ligase ribozymes may also provide a starting point for the isolation of ribozymes that catalyze the polymerization of AMP-activated oligonucleotides or mononucleotides, which might have been the prebiotic analogs of nucleoside triphosphates.

Adenosine Monophosphate↗