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Experimental prediction of the evolution of cefepime resistance from the CMY-2 AmpC beta-lactamase.

Understanding of the evolutionary histories of many genes has not yet allowed us to predict the evolutionary potential of those genes. Intuition suggests that current biochemical activity of gene products should be a good predictor of the potential to evolve related activities; however, we have little evidence to support that intuition. Here we use our in vitro evolution method to evaluate biochemical activity as a predictor of future evolutionary potential. Neither the class C Citrobacter freundii CMY-2 AmpC beta-lactamase nor the class A TEM-1 beta-lactamase confer resistance to the beta-lactam antibiotic cefepime, nor do any of the naturally occurring alleles descended from them. However, the CMY-2 AmpC enzyme and some alleles descended from TEM-1 confer high-level resistance to the structurally similar ceftazidime. On the basis of the comparison of TEM-1 and CMY-2, we asked whether biochemical activity is a good predictor of the evolutionary potential of an enzyme. If it is, then CMY-2 should be more able than the TEMs to evolve the ability to confer higher levels of cefepime resistance. Although we generated CMY-2 evolvants that conferred increased cefepime resistance, we did not recover any CMY-2 evolvants that conferred resistance levels as high as the best cefepime-resistant TEM alleles.

Bacterial Proteins↗

Directed evolution of alpha-aspartyl dipeptidase from Salmonella typhimurium.

Model-free approaches (error-prone PCR to introduce random mutations, DNA shuffling to combine positive mutations, and screening of the resultant mutant libraries) have been used to enhance the catalytic activity and thermostability of alpha-aspartyl dipeptidase from Salmonella typhimurium, which is uniquely able to hydrolyze Asp-X dipeptides (where X is any amino acid) and one tripeptide (Asp-Gly-Gly). Under double selective pressures of activity and thermostability, through two rounds of error-prone PCR and three sequential generations of DNA shuffling, coupled with screening, a mutant pepEM3074 with approximately 47-fold increased enzyme activity compared with its wild-type parent was obtained. Moreover, the stability of pepEM3074 is increased significantly. Three amino acid substitutions (Asn89His, Gln153Glu, and Leu205Arg), two of them are near the active site and substrate binding pocket, were identified by sequencing the genes encoding this evolved enzyme. The mechanism of the enhancement of activity and stability was analyzed in this paper.

Amino Acid Substitution↗

Directed evolution of novel polymerase activities: mutation of a DNA polymerase into an efficient RNA polymerase.

The creation of novel enzymatic function is of great interest, but remains a challenge because of the large sequence space of proteins. We have developed an activity-based selection method to evolve DNA polymerases with RNA polymerase activity. The Stoffel fragment (SF) of Thermus aquaticus DNA polymerase I is displayed on a filamentous phage by fusing it to a pIII coat protein, and the substrate DNA template/primer duplexes are attached to other adjacent pIII coat proteins. Phage particles displaying SF polymerases, which are able to extend the attached oligonucleotide primer by incorporating ribonucleoside triphosphates and biotinylated UTP, are immobilized to streptavidin-coated magnetic beads and subsequently recovered. After four rounds of screening an SF library, three SF mutants were isolated and shown to incorporate ribonucleoside triphosphates virtually as efficiently as the wild-type enzyme incorporates dNTP substrates.

Amino Acid Sequence↗

From Eden to a hell of uniformity? Directed evolution in humans.

For the first time during evolution of life on this planet, a species has acquired the ability to direct its own genetic destiny. Following 200,000 years of evolution, modern man now has the technologies not only to eradicate genetic disease but also to prolong life and enhance desired physical and mental traits. These technologies include preimplantation diagnosis, cloning, and gene therapy in the germline on native chromosomes or by adding artificial ones. At first glance, we should all be in favor of eliminating genetic diseases and enhancing genetic traits. Evolutionary considerations, however, uncover hidden dangers and suggest caution against the total embracement of such actions. The first major concern is that the genome will never be a completely reliable crystal ball for predicting human phenotypes. This is especially true for predictions concerning the performance of alleles in future generations whose populations might be subjected to different environmental and social challenges. The second, and perhaps more important, concern is that the end result of germline intervention and genetic enhancement will likely lead to the impoverishment of gene variants in the human population and deprive us of one of our most valued assets for survival in the future, our genetic diversity.

Alleles↗

Systematic variation of amino acid substitutions for stringent assessment of pairwise covariation.

During protein evolution, amino acids change due to a combination of functional constraints and genetic drift. Proteins frequently contain pairs of amino acids that appear to change together (covariation). Analysis of covariation from naturally occurring sets of orthologs cannot distinguish between residue pairs retained by functional requirements of the protein and those pairs existing due to changes along a common evolutionary path. Here, we have separated the two types of covariation by independently recombining every naturally occurring amino acid variant within a set of 15 subtilisin orthologs. Our analysis shows that in this family of subtilisin orthologs, almost all possible pairwise combinations of amino acids can coexist. This suggests that amino acid covariation found in the subtilisin orthologs is almost entirely due to common ancestral origin of the changes rather than functional constraints. We conclude that naturally occurring sequence diversity can be used to identify positions that can vary independently without destroying protein function.

Amino Acid Sequence↗

Directed evolution and Phenomics screening of new biocatalysts.

Biodiversity screening and directed evolution are two fruitful complementary approaches for the discovery and design of novel biocatalysts. A new technology for directed evolution, L-Shuffling, has been designed and patented by Proteus. L-Shuffling technology offers several competitive advantages over other technologies including (i) directed evolution of large genes: L-Shuffling" means "Large-Shuffling"; (ii) high fidelity recombination and (iii) Control over location and frequency of recombination. The thousands of new recombinants generated by L-Shuffling can be further screened for their biochemical characteristics using Phenomics. Phenomics is a proprietary functional HTS technology designed and patented by Proteus for the screening of natural biodiversity as well as biodiversity generated by combinatorial biology. Phenomics is a function to gene structure approach which provides an alternative to genomics and proteomics. The traditional limits of expression libraries are thereby circumvented especially those related to cytotoxic products in usual or specific surrogate hosts. The quality of the answer given by the screening is directed dependent on the quality of the question asked. Thanks to a new substrates synthesis technology named CLIPS-O, the company can design highly specific molecules simulating the chemical structure and energetic state of the industrial substrates. The whole process of novel biocatalysts discovery has been automated using commercially available high throughput robotics.

Bacteria↗

Directed evolution of phosphotriesterase from Pseudomonas diminuta for heterologous expression in Escherichia coli results in stabilization of the metal-free state.

Phosphotriesterase from Pseudomonas diminuta (PTE) is an extremely efficient metalloenzyme that hydrolyses a variety of compounds including organophosphorus nerve agents. Study of PTE has been hampered by difficulties with efficient expression of the recombinant form of this highly interesting and potentially useful enzyme. We identified a low-level esterolytic activity of PTE and then screened PTE gene libraries for improvements in 2-naphthyl acetate hydrolysis. However, the attempt to evolve this promiscuous esterase activity led to a variant (S5) containing three point mutations that resulted in a 20-fold increase in functional expression. Interestingly, the zinc holoenzyme form of S5 appears to be more sensitive than wild-type PTE to both thermal denaturation and addition of metal chelators. Higher functional expression of the S5 variant seems to lie in a higher stability of the metal-free apoenzyme. The results obtained in this work point out another-and often overlooked-possible determinant of protein expression and purification yields, i.e. the stability of intermediates during protein folding and processing.

Chelating Agents↗

Evolution of binding affinity in a WW domain probed by phage display.

The WW domain is an approximately 38 residue peptide-binding motif that binds a variety of sequences, including the consensus sequence xPPxY. We have displayed hYAP65 WW on the surface of M13 phage and randomized one-third of its three-stranded antiparallel beta-sheet. Improved binding to the hydrophobic peptide, GTPPPPYTVG (WW1), was selected in the presence of three different concentrations of proteinase K to simultaneously drive selection for improved stability as well as high-affinity binding. While some of the selected binders show cooperative unfolding transitions, others show noncooperative thermal unfolding curves. Two novel WW consensus sequences have been identified, which bind to the xPPxY motif with higher affinity than the wild-type hYAP65 WW domain. These WW domain sequences are not precedented in any natural WW domain sequence. Thus, there appear to be a large number of motifs capable of recognizing the target peptide sequence, only a subset of which appear to be used in natural proteins.

Adaptor Proteins, Signal Transducing↗

Directed evolution of the 5'-untranslated region of the phoA gene in Escherichia coli simultaneously yields a stronger promoter and a stronger Shine-Dalgarno sequence.

Directed evolution has been widely applied for gene improvement through random mutagenesis of coding sequences. Through error-prone PCR both in the coding sequence and the regulatory sequence of E. coli alkaline phosphatase, the cellular enzyme activity has been efficiently enhanced. Sequence analysis revealed that the resultant mutant 34-B12, which showed a sevenfold increased enzyme activity at the cellular level, contains three mutations in the regulatory sequence and another three mutations in the coding sequence. Activity assays of the enzyme containing the corresponding amino acid substitutions proved that the amino acid mutations contribute only to a small portion to the increased cellular enzyme activity. So the mutations in the 5'-untranslated region were analyzed separately and combinationally. The results suggested that one mutation yielded a stronger promoter and the other two mutations both elevated the E. coli alkaline phosphatase expression at the translational level; moreover, a stronger Shine-Dalgarno sequence was generated.

5' Untranslated Regions↗

Narrowing substrate specificity in a directly evolved enzyme: the A293D mutant of aspartate aminotransferase.

Several mutant Escherichia coli aspartate aminotransferases (eAATases) have been characterized in the attempt to evolve or rationally redesign the substrate specificity of eAATase into that of E. coli tyrosine aminotransferase (eTATase). These include HEX (designed), HEX + A293D (design followed by directed evolution), and SRHEPT (directed evolution). The A293D mutation realized from directed evolution of HEX is here imported into the SRHEPT platform by site-directed mutagenesis, resulting in an enzyme (SRHEPT + A293D) with nearly the same ratio of k(cat)/K(m)(Phe) to k(cat)/K(m)(Asp) as that of wild-type eTATase. The A293D substitution is an important specificity determinant; it selectively disfavors interactions with dicarboxylic substrates and inhibitors compared to aromatic ones. Context dependence analysis is generalized to provide quantitative comparisons of a common substitution in two or more different protein scaffolds. High-resolution crystal structures of ligand complexes of HEX + A293D, SRHEPT, and SRHEPT + A293D were determined. We find that in both SRHEPT + A293D and HEX + A293D, the additional mutation holds the Arg 292 side chain away from the active site to allow increased specificity for phenylalanine over aspartate. The resulting movement of Arg 292 allows greater flexibility of the small domain in HEX + A293D. While HEX is always in the closed conformation, HEX + A293D is observed in both the closed and a novel open conformation, allowing for more rapid product release.

Alanine↗

Improving tolerance of Candida antarctica lipase B towards irreversible thermal inactivation through directed evolution.

To expand the functionality of lipase B from Candida antarctica (CALB) we have used directed evolution to create CALB mutants with improved resistance towards irreversible thermal inactivation. Two mutants, 23G5 and 195F1, were generated with over a 20-fold increase in half-life at 70 degrees C compared with the wild-type CALB (WT-CALB). The increase in half-life was attributed to a lower propensity of the mutants to aggregate in the unfolded state and to an improved refolding. The first generation mutant, 23G5, obtained by error-prone PCR, had two amino acid mutations, V210I and A281E. The second generation mutant, 195F1, derived from 23G5 by error-prone PCR, had one additional mutation, V221D. Amino acid substitutions at positions 221 and 281 were determined to be critical for lipase stability, while the residue at position 210 had only a marginal effect. The catalytic efficiency of the mutants with p-nitrophenyl butyrate and 6,8-difluoro-4-methylumbelliferyl octanoate was also found to be superior to that of WT-CALB.

Amino Acid Substitution↗

Distinguishing between selection and population expansion in an experimental lineage of bacteriophage T7.

Experimental evolution of short-lived organisms offers the opportunity to study the dynamics of polymorphism over time in a controlled environment. Here, we characterize DNA polymorphism data over time for four genes in bacteriophage T7. Our experiment ran for 2500 generations and populations were sampled after 500, 2000, and 2500 generations. We detect positive selection, purifying ("negative") selection, and population expansion in our experiment. We also present a statistical test that is able to distinguish demographic from selective events, processes that are hard to identify individually because both often produce an excess of rare mutations. Our "heterogeneity test" modifies common statistics measuring the frequency spectrum of polymorphism (e.g., Fu and Li's D) by looking for processes producing different patterns on nonsynonymous and synonymous mutations. Test results agree with the known conditions of the experiment, and we are therefore confident that this test offers a tool to evaluate natural populations. Our results suggest that instances of segregating deleterious mutations may be common, but as yet undetected, in nature.

Bacteriophage T7↗

Forced evolution reveals the importance of short open reading frame A and secondary structure in the cauliflower mosaic virus 35S RNA leader.

Cauliflower mosaic virus pregenomic 35S RNA begins with a long leader sequence containing an extensive secondary structure and up to nine short open reading frames (sORFs), 2 to 35 codons in length. To test whether any of these sORFs are required for virus viability, their start codons were mutated either individually or in various combinations. The resulting viral mutants were tested for infectivity on mechanically inoculated turnip plants. Viable mutants were passaged several times, and the stability of the introduced mutations was analyzed by PCR amplification and sequencing. Mutations at the 5'-proximal sORF A and in the center of the leader resulted in delayed symptom development and in the appearance of revertants. In the central leader region, the predicted secondary structure, rather than the sORF organization, was restored, while true reversions or second-site substitutions in response to mutations of sORF A restored this sORF. Involvement of sORF A and secondary structure of the leader in the virus replication cycle, and especially in translation of the 35S RNA via ribosome shunting, is discussed.

Base Sequence↗

Convergence of natural and artificial evolution on an RNA loop-loop interaction: the HIV-1 dimerization initiation site.

Loop-loop interactions among nucleic acids constitute an important form of molecular recognition in a variety of biological systems. In HIV-1, genomic dimerization involves an intermolecular RNA loop-loop interaction at the dimerization initiation site (DIS), a hairpin located in the 5' noncoding region that contains an autocomplementary sequence in the loop. Only two major DIS loop sequence variants are observed among natural viral isolates. To investigate sequence and structural constraints on genomic RNA dimerization as well as loop-loop interactions in general, we randomized several or all of the nucleotides in the DIS loop and selected in vitro for dimerization-competent sequences. Surprisingly, increasing interloop complementarity above a threshold of 6 bp did not enhance dimerization, although the combinations of nucleotides forming the theoretically most stable hexanucleotide duplexes were selected. Noncanonical interactions contributed significantly to the stability and/or specificity of the dimeric complexes as demonstrated by the overwhelming bias for noncanonical base pairs closing the loop and covariations between flanking and central loop nucleotides. Degeneration of the entire loop yielded a complex population of dimerization-competent sequences whose consensus sequence resembles that of wild-type HIV-1. We conclude from these findings that the DIS has evolved to satisfy simultaneous constraints for optimal dimerization affinity and the capacity for homodimerization. Furthermore, the most constrained features of the DIS identified by our experiments could be the basis for the rational design of DIS-targeted antiviral compounds.

Codon, Initiator↗

Directed evolution of protein enzymes using nonhomologous random recombination.

We recently reported the development of nonhomologous random recombination (NRR) as a method for nucleic acid diversification and applied NRR to the evolution of DNA aptamers. Here, we describe a modified method, protein NRR, that enables proteins to access diversity previously difficult or impossible to generate. We investigated the structural plasticity of protein folds and the ability of helical motifs to function in different contexts by applying protein NRR and in vivo selection to the evolution of chorismate mutase (CM) enzymes. Functional CM mutants evolved using protein NRR contained many insertions, deletions, and rearrangements. The distribution of these changes was not random but clustered in certain regions of the protein. Topologically rearranged but functional enzymes also emerged from these studies, indicating that multiple connectivities can accommodate a functional CM active site and demonstrating the ability to generate new domain connectivities through protein NRR. Protein NRR was also used to randomly recombine CM and fumarase, an unrelated but also alpha-helical protein. Whereas the resulting library contained fumarase fragments in many contexts before functional selection, library members surviving selection for CM activity invariably contained a CM core with fumarase sequences found only at the termini or in one loop. These results imply that internal helical fragments cannot be swapped between these proteins without the loss of nearly all CM activity. Our findings suggest that protein NRR will be useful in probing the functional requirements of enzymes and in the creation of new protein topologies.

Chorismate Mutase↗

Increased expression of a bacterial phosphotriesterase in Escherichia coli through directed evolution.

We devised a growth-based strategy for screening phosphotriesterase mutant libraries for variants with enhanced activity towards organophosphates that generate dimethyl phosphate when hydrolysed. Phosphotriesterase mutants were screened for activity by growing transformed Escherichia coli on agar plates containing methyl paraoxon as a sole phosphorus source. E. coli is capable of growth under these conditions when coexpressing the phosphotriesterase from Agrobacterium radiobacter P230 (OpdA) and the glycerophosphodiester phosphodiesterase from Enterobacter aerogenes (GpdQ). The latter enzyme can hydrolyse the dimethyl phosphate produced by the phosphotriesterase to methyl phosphate, which can then be used by E. coli as a source of phosphate. Phosphotriesterase was expressed from the lac promoter at levels such that its activity was growth-rate limiting. Cultures of the largest colonies (1% of the transformants) were assayed for activity towards paraoxon spectrophotometrically in microtitre plates. This process produced E. coli variants with higher whole cell activity than wild-type, which was found to be a consequence of increased protein expression rather than any increase in enzymatic activity. The mutations present in these mutant enzymes with increased expression were exclusively in the coding region, suggesting the improvement occurs post-transcriptionally.

Bacterial Proteins↗

Directed evolution of an extremely fast phosphotriesterase by in vitro compartmentalization.

We describe the selection of a phosphotriesterase with a very fast k(cat) (over 10(5) s(-1)), 63 times higher than the already very efficient wild-type enzyme. The enzyme was selected from a library of 3.4 x 10(7) mutated phosphotriesterase genes using a novel strategy based on linking genotype and phenotype by in vitro compartmentalization (IVC) using water-in-oil emulsions. First, microbeads, each displaying a single gene and multiple copies of the encoded protein, are formed by compartmentalized in vitro translation. These microbeads can then be selected for catalysis or binding. To select for catalysis the microbeads are re-emulsified in a reaction buffer of choice with a soluble substrate. The product and any unreacted substrate are coupled to the beads when the reaction is finished. Product-coated beads, displaying active enzymes and the genes that encode them, are detected with anti-product antibodies and selected using flow cytometry. This completely in vitro process selects for all enzymatic features simultaneously (substrate recognition, product formation, rate acceleration and turnover) and single enzyme molecules can be detected.

Amino Acid Sequence↗

Hamming chromatography.

Selection of molecules with desired properties from random pools of biopolymers has become a powerful tool in biotechnology. On designing an evolution experiment, a certain knowledge of the concomitant fitness landscape is clearly helpful to set up the optimal experimental conditions. The correlation function is a useful means of characterizing a given landscape, since it can be efficiently measured if one has a method of separating a pool of random sequences according to their Hamming distance from a moderately small number of test sequences. In this paper we describe a special type of hybridization chromatography, where a mixture of oligomers (partially) complementary to a given test sequence is hybridized to the test sequence, covalently bound to a matrix. DNA oligomers are eluted in an 'effective temperature gradient' using conditions that minimize the differences of effects of GC versus AT pairs on the melting temperatures. This method should be a means to quickly separate error classes and thus be the crucial step in characterizing fitness landscapes of biopolymers through an experimental approach. It would also be a useful tool to design sequence pools with a bias towards desired mutant spectra.

Bacteriophage T7↗