Applying neutral drift to the directed molecular evolution of a β-glucuronidase into a β-galactosidase: Two different evolutionary pathways lead to the same variant
© Neylon et al; licensee BioMed Central Ltd. 2011
Received: 18 May 2010
Accepted: 6 May 2011
Published: 6 May 2011
Directed protein evolution has been used to modify protein activity and research has been carried out to enhance the production of high quality mutant libraries. Many theoretical approaches suggest that allowing a population to undergo neutral selection may be valuable in directed evolution experiments.
Here we report on an investigation into the value of neutral selection in a classical model system for directed evolution, the conversion of the E. coli β-glucuronidase to a β-galactosidase activity. We find that neutral selection, i.e. selection for retaining glucuronidase activity, can efficiently identify the majority of sites of mutation that have been identified as beneficial for galactosidase activity in previous experiments. Each variant demonstrating increased galactosidase activity identified by our neutral drift experiments contained a mutation at one of four sites, T509, S557, N566 or W529. All of these sites have previously been identified using direct selection for beta galactosidase activity.
Our results are consistent with others that show that a neutral selection approach can be effective in selecting improved variants. However, we interpret our results to show that neutral selection is, in this case, not a more efficient approach than conventional directed evolution approaches. However, the neutral approach is likely to be beneficial when the resulting library can be screened for a range of related activities. More detailed statistical studies to resolve the apparent differences between this system and others are likely to be a fruitful avenue for future research.
The development of experimental approaches for directed evolution has mirrored, to a certain extent, the growing sophistication of our understanding of natural evolution. Early experiments applied mutagenesis at random along the length of a protein coding gene followed by the application of a direct selection pressure [1, 2], an approach that Darwin would have readily understood. Directed protein evolution has been used successfully to tailor protein properties and to advance the understanding of structure function relationships. However, despite advances in screening technologies only a small fraction of theoretical protein sequence can be sampled in experiments. Recently new theoretical concepts and computational programmes have been developed with the aim of producing high quality mutant libraries . Advances in random and focussed mutagenic techniques such as the trinucleotide exchange method (TriNEx) , transversion enriched sequence saturation mutagenesis (SeSaM-Tv)  and iterative saturation mutagenesis (ISM)  may aid the generation of libraries with functionally enriched diversity.
In natural systems neutral drift is also likely to play a role in priming a population for evolution. Neutral drift is the incorporation of mutations which have little or no effect on the protein in its current environment. Neutral mutations however, may have adaptive potential and allow adaptive events to occur more frequently. Adaptive mutations in isolation are rare [7, 8] as many mutations are potentially deleterious, undermining protein stability or folding. These adaptive mutations which are deleterious in isolation may however be able to be included if other neutral mutations are first introduced into the gene; or through the introduction of stabilising mutations, which can bring residues into line with residues shared by the common ancestor or the consensus residue across a protein family [9, 10]. It is thought that acquisition of new protein functions occurs in steps produced by single beneficial mutations, with the potential for the initial steps to occur before selection for the new function [8, 10–12].
This poses the question; is it possible to modify a protein's activity using neutral drift and produce variants with higher activity towards an alternative substrate than previously demonstrated using direct selection experiments?
Bloom et al.  investigated how cytochrome P450 enzymes that have evolved neutrally with respect to activity on a single substrate changed in their abilities to catalyze reactions on other substrates. They concluded that neutral genetic drift can lead to substantial changes in protein functions that are not currently under selection, preparing the proteins to more readily undergo functional evolution should selection favour new functions in the future.
In a classic directed evolution experiment Matsumura and Ellington  converted the E. Coli β-glucuronidase towards β-galactosidase activity in three rounds of mutagenesis and recombination. Their best variant contained four mutations and further extensive screening of libraries generated by random mutagenesis failed to identify any variants with further improvements in activity. We have carried out an equivalent directed evolution experiment introducing neutral selection in an attempt to identify other variants with further improvements to activity through random mutagenesis.
Screening system for neutral selection
It was necessary to identify an E. coli strain with no endogenous glucuronidase or galactosidase activity so that both activities of interest could be screened in the same cells. We selected BW25141 cells  (gusA-, lacZ-) for this purpose. We found that this strain was much more efficiently transformed with purified plasmid than with the products of ligation reactions and elected to use a two stage approach. The wild type gusA gene was subjected to random mutagenesis using error-prone PCR or the Stratagene Genemorph system. The library of PCR products was ligated between the NcoI and EcoRI sites of pBAD/His (Invitrogen) and transformed into super competent XL1-Blue cells (Stratagene) to generate a large number of colonies (6 000 - 15 000 in experiment A). The colonies were re-suspended in LB medium and plasmid DNA was isolated. The purified plasmid DNA was then used to transform BW25141 cells generating 800 - 3 000 colonies (experiment A). Glucuronidase positive colonies, where glucuronidase activity is defined as a colony displaying intense blue colouration, were selected on plates containing saturating concentrations of X-glu (5 bromo-4-chloro-3-indolyl-β-Dgalactoside) and 2 mg.mL-1 arabinose. See [Additional file 1: Supplementary Figure S1] for an indication of colour variation.
Optimisation of mutation rate
The most common 'variant' in a library that has been screened for maintenance of function will be the wild-type protein. In initial experiments with a low mutagenesis rate we recovered entirely wild-type glucuronidase genes from neutral screens. At much higher mutagenesis rates the number of blue (neutral) variants dropped to less than 10% which would lead to very low diversity in the neutral library. The mutation rate was therefore optimised by varying the concentration of input DNA in the mutagenic PCR from 16 - 125 ng which gave percentages of white colonies varying from 50 - 30% respectively. The concentration of target DNA used in the preparation of the libraries was 31 ng in experiment A and 16 ng in experiment B corresponding to mutagenesis rates of one to two substitutions per gene per round of screening.
Selection of galactosidase positive variants
Sequences of variants exhibiting β-galactosidase activity.
Transformants from the fourth round of neutral mutagenesis were also screened for glucuronidase activity, 952 deep blue colonies were selected, and subjected to a further round of mutagenic PCR. The resulting library was screened for β-galactosidase activity. Two variants showing galactosidase activity were identified; D57N/D508G/Y533C/S557A and G81V/A168S/W529L. The D508 and S557 sites are two other mutations identified by Matsumura and Ellington . The W529L mutation was identified in a direct selection experiment, using a solution based screening system, by Rowe et al. .
In experiment B 16 ng of target DNA was used in the error prone PCR reactions to give a higher mutation rate. After four rounds of neutral selection (see [Additional file 3: Supplementary Table T1] for colony numbers) and screening for galactosidase activity a single unique galactosidase positive variant was identified. The plasmid isolated coded for a glucuronidase enzyme with T480A and N566S substitutions. The N566S substitution was identified in the first experiment and by Matsumura and Ellington .
The Genemorph II™ random mutagenesis kit, combining both Mutazyme and Taq, was used in experiment C, thus eliminating the mutational bias encountered using each enzyme alone. Screening for β-galactosidase activity after four rounds of neutral selection provided two variants; G245A/K370R/W529L and V67D/K370R/W529L. The W529L mutation was again present. K370 has not been identified previously as advantageous for increasing β-galactosidase activity but was identified as a mutation site in a direct selection experiment to increase the thermal stability of β-glucuronidase by Flores and Ellington .
In experiments A, B and C the number of glucuronidase positive variants taken through to the next round ranged from 800 to 3262. An experiment was carried out using smaller library sizes of less than 600 variants per round. Following screening for β-galactosidase activity no positive variants were found.
In summary each variant demonstrating increased galactosidase activity identified by our neutral drift experiments contained a mutation at one of four sites, T509, S557, N566 or W529 (shown in red in Figure 1). All of these sites have previously been identified in direct selection experiments [13, 16].
Characterisation of neutral and galactosidase positive variants
Kinetic parameters for pNP-glycoside hydrolysis by selected variant glucuronidases.
kcat/KM (M-1.s-1 × 103)
kcat (s-1 × 10-3)
109 ± 42
260 ± 120
410 ± 20
6.0 ± 0.2
2.7 ± 0.7
2.2 ± 0.6
128 ± 36
7000 ± 2000
18 ± 4
28 ± 2
7.2 ± 2
3.9 ± 0.8
161 ± 30
420 ± 60
380 ± 30
10 ± 2
5.4 ± 2.9
1.8 ± 0.5
99 ± 18
0.35 ± 0.2
280 ± 140
55 ± 19
2900 ± 500
19 ± 6
21 ± 5
1.8 ± 0.8
12 ± 2
129 ± 13
200 ± 40
660 ± 180
15 ± 8
6.0 ± 0.3
2.5 ± 1.2
58 ± 6
240 ± 30
240 ± 60
2 ± 1
2.4 ± 1.3
0.8 ± 0.3
46 ± 8
1400 ± 300
32 ± 5
15 ± 5
2.7 ± 1.1
5.5 ± 1.3
2.7 ± 0.8
89 ± 38
30 ± 16
148 ± 43
22 ± 5
6.8 ± 1.4
83 ± 22
280 ± 110
300 ± 90
63 ± 12
7.3 ± 2.6
8.6 ± 1.2
46 ± 9
0.3 ± 0.1
166 ± 80
96 ± 17
0.5 ± 0.3
200 ± 134
77 ± 21
35 ± 5
220 ± 90
83 ± 9
440 ± 80
190 ± 30
The mutant T509A and other mutants containing this residue showed no significant increase in the kcat/Km values obtained using p-nitrophenyl β-D galactopyranoside as a substrate. However, blue colonies were visible on LB amp arabinose x-gal plates. Matsumura and Ellington measured a four fold increase in activity for the mutant T509A using p-nitrophenol galactoside as a substrate . The discrepancy with our results may be due to the differences in the assays used, for example, the difference in substrate leaving group. All of these experiments used purified and re-transformed plasmid. The T509A/S557P/N566S/K568Q variant, the best identified by Matsumura and Ellington, showed over a hundred fold increase in galactosidase activity compared to the wild type glucuronidase enzyme. The K568Q mutation identified by Matsumura and Ellington was not found in any of the galactosidase positive mutants selected from the neutral selection libraries. This is expected as K568Q has a deleterious effect on glucuronidase activity. Plasmids containing a gene coding for K568Q β-glucuronidase also produced white colonies when screened for glucuronidase activity. Two variants from the fourth round neutral library obtained during experiment A (neutral 1 and neutral 2) retained high β glucuronidase activity but no β galactosidase activity was measurable at the protein and substrate concentrations used, indicating less galactosidase activity than the wild type glucuronidase itself showed.
The mutants N566S, A4.1 and B4.1 produced twenty fold lower Kcat/km values than wild type β glucuronidase when p- nitrophenyl-β-D-glucuronide was used as a substrate. This may indicate that the selection level is relaxed. However, no significant colour variation between colonies was apparent from the × glu screening when blue colonies were selected. The x-glu/gal screen is a qualitative assay as opposed to the quantitative assay used to determine the kinetic data.
Five variants, selected from both the fourth and fifth round neutral libraries (A4.1, A4.3, A5.1, A5.2, B4.1) obtained from experiments A and B, were pooled and subjected to DNA shuffling [17, 18]. Six blue colonies were obtained when the transformants resulting from the shuffled, pooled mutants were screened for beta galactosidase activity, using x-gal, and these yielded two unique variants on sequencing; S42N/E378A/T509A/S557P/N566S/K568Q (Shuffled 1) and G81V/Q498R/T509A/S557P/N566S/K568Q (Shuffled 2). Both of these variants contain the same four substitutions as the best variant identified in the direct selection experiment. All but one of the substitutions that were present in the pooled variants but identified as unimportant above (D57N, A168S, R217C, G278A, N308D, T480A, D508G, L510F, Y533C, V540D) have been lost from the shuffled variants. The single exception to this is the G81V substitution that has survived in the Shuffled 2 variant. S557 has been converted to proline in both cases, again the best substitution identified at this position. Two further substitutions have been introduced to each of the shuffled variants. Both have an additional arginine (E378R for Shuffled 1, Q498R for Shuffled 2) and interestingly both have obtained the K568Q substitution, the final substitution identified by Matsumura and Ellington but missing from our neutral libraries as it is deleterious for glucuronidase activity. The kcat/Km values obtained for both of these clones using p nitrophenyl β-D-galactopyranoside as a substrate were similar to that obtained for the mutant T509A/S557P/N566S/K568Q. Shuffling of the neutral libraries themselves failed to generate colonies exhibiting more galactosidase activity than negative controls.
The purified plasmid libraries obtained from rounds four and five of neutral drift experiment A and round four of neutral drift experiment B were transformed into BW25141 cells and the transformants were applied to LB amp plates containing 100 μg.mL-1 ampicillin, 2 mg.mL-1 arabinose and one of the substrates; 5-bromo-4-chloro-3-indolyl-β-Dfucopyranoside (X-fucopyranoside), 5-bromo-4-chloro-3-indolyl-β-Dxylanopyranoside (X-xylopyranoside), 5-bromo-4-chloro-3-indolyl-N-acetyl-β-Dglucosaminide (X-glucosaminide), 5-bromo-4-chloro-3-indolyl-N-acetyl-β-Dgalactosaminide (X-galactosaminide) or 5-bromo-4-chloro-3-indolyl-β-D11 glucopyranoside (X-glucopyranoside). Screening wild type β-glucuronidase against these substrates showed that it was active towards glucopyranoside and weakly active towards xylopyranoside but inactive towards fucopyranoside, glucosaminide and galactosaminide. Three colonies in the round four library from neutral drift experiment A appeared blue compared to the other colonies in the screened library and compared to wild type β glucuronidase colonies when screened against the substrate X-xylopyranoside. Three unique gene sequences were identified; F88S/I170V/A323T, Q385L/F448H/T509A and Q40R/A560P/N574S/G594R/E595D. Geddie and Matsumura  used site saturation mutagenesis of the active site loop residues 557, 566 and 568 to produce clones exhibiting increased xylosidase activity. T509A is the only mutation the two studies have in common. Therefore, our neutral selection experiment has identified other residues that may contribute to xylosidase activity.
A central problem with many directed evolution experiments based on random mutation is the tendency for the selection process to become trapped in a local minimum. The original experiments of Matsumura and Ellington  on beta-glucuronidase exemplify this with their final selected variant, while performing orders of magnitude better in the target activity than the original protein, still performing an order of magnitude worse than that of a naturally evolved beta-galactosidase. Much of the technical development of new methods for creating libraries for directed evolution has been focussed on developing methods and protocols to overcome this problem via saturation mutagenesis, recombination, or other approaches. The use of neutral selection appears to offer a complementary approach to avoiding the problem of local minima by increasing the spread of starting points in the "fitness landscape". If the problem of the conventional approach is that it only allows variants to find the top of the hill on which the researcher begins, then neutral selection offers a way of increasing the range of those starting points while remaining in "functional areas". This avoids the problems that saturation mutagenesis can cause by generating a large proportion of non-functional variants for screening.
Thus the aim of our experiments was to use neutral selection to identify new variants that can provide improvements to the desired function that are not accessible by a conventional direct selection experiment based on random selection. From this perspective the results are disappointing as we have identified only variants and positions of mutation that have been described in other direct selection experiments aimed at converting β-glucuronidase into a galactosidase. However, it is worth noting that by performing neutral selection we obtained improved variants with modifications at four out of the five sites previously identified. The fifth mutation which is beneficial to galactosidase activity but deleterious to glucuronidase activity was not obtained from the neutral selection, as expected, but was selected in a single round when five neutral variants were shuffled together.
When we examine other studies using neutral selection a very similar picture emerges. The neutral drift study of Gupta and Tawfik  produced mutational compositions similar to those obtained by directed evolution of PON 1. The best variant in the neutral drift study contained the active site mutations S193T and T332S. Mutations at these sites were previously identified in traditional directed evolution experiments [21, 22]. One of the neutral mutations seen in variants improved for DEPCyC, F222S (Gupta & Tawfik, ) under neutral selection was not seen in direct selection for the same substrate . However this was not one of the most active variants produced. Bershtein et al.  carried out an accelerated neutral drift experiment using TEM-1 β lactamase producing a range of mutations that increased protein stability. The most common enriched mutations found in the study were previously identified when a destabilized form of TEM-1 was evolved to regain stability . Mutations at the same sites as the remaining enriched mutations and all but three of the purging mutations were also previously generated by Bershtein et al.  when they subjected TEM-1 to random mutational drift and purifying selection (to purge deleterious mutations). Therefore, the mutations found in the neutral drift studies of Gupta and Tawfik , and Bershtein et al.  produced variants with mutations at the same positions as those produced from more conventional evolution experiments on the same proteins.
It is possible that clonal interference may prevent certain mutations from appearing. Rowe et al.  compared directed evolution approaches using β glucuronidase and found that the beneficial mutations (F365S/W529L) could drive N566S into extinction even though the mutations were potentially synergistic in effect. They demonstrated that the undesirable extinction events could be prevented by DNA shuffling. The mutation K568Q did not appear in our neutral drift library because of the loss of original glucuronidase activity. However, DNA shuffling of our neutral clones produced galactosidase positive variants containing this mutation. Therefore DNA shuffling following either directed evolution or neutral drift experiments may overcome both clonal interference and trade off restrictions.
Overall it appears that neutral selection does not provide new and improved variants over those seen in conventional directed evolution experiments based on random mutagenesis and direct selection.
If neutral selection does not provide improved variants then it may still be of value if it identifies those variants more efficiently. This is the central claim made by Gupta and Tawfik . In the case of β-glucuronidase Matsumura and Ellington undertook three rounds of selection, screening 7 000, 20 000, and 7 500 colonies in each round respectively . In our experiments we screened smaller numbers; a total of between 8 000 and 17 000 colonies for four rounds of the neutral screen and 5000 to 8 500 for the galactosidase screen. Arguably this makes the neutral approach more efficient but the advantages are marginal. When we carried out an experiment using very small library sizes of less than 600 variants per round no positive variants were found when we screened for galactosidase activity (see supplementary information for details). The lack of β-galactosidase positive variants was attributed to using such a small library size.
The added complication of developing a screen for a second activity and optimising the mutation rate is enough of a disincentive that the neutral approach is unlikely to be appealing for most straightforward optimization experiments.
Our experiment was limited to relatively small numbers as the aim was to investigate the value of neutral selection in conditions similar to those carried out in most directed evolution experiments. One important question is whether the results would be different had larger numbers of variants been screened? Experiments using saturation mutagenesis of the β-glucuronidase gene have identified variants with greater increases in β-xylosidase activity than the increase in β-galactosidase activity previously observed via random mutagenesis . However the only one of these characterised for glucuronidase activity has a massive decrease in kcat. A larger scale screen using assays with much higher throughput, such as FACS analysis , would be required to investigate this more fully. Again the studies of Gupta and Tawfik using serum paraoxonase  and Bloom et al.  using cytochrome P450 do not identify new variants despite screening much larger numbers. Our conclusion, based on the combination of these studies and are own, is that there is little to be gained by increasing screening sizes from thousands to millions for neutral selection. If it is feasible to screen very large numbers then direct selection is likely to generate the same results with a similar amount of effort.
Matsumura and Ellington  screened a selection of mutants found during their experiment for glucosidase and fucosidase activity. Their most efficient mutant for β-galactosidase activity, T509A/S557P/N566S/K568Q, was also found to have developed increased activity towards fucosides and glucosides compared to wild type β-glucuronidase. Likewise the single mutant N566S and the quadruple mutant T509A/D531E/S557P/N566S had increased fucosidase activity.
Neutral selection in the case reported here performs no better than several rounds of direct selection but can provide a library containing variants that perform against a variety of substrates that can be selected in a single round of direct selection. If multiple similar activities are desired then neutral selection can be an efficient route to them. Overall the results we present here do not provide evidence that supports the use of neutral approaches as a more efficient approach to directed evolution. At least for the system we have investigated the additional diversity potentially provided by this approach is either insufficient or of the wrong type to provide access to local selection optima different from those found in direct selection experiments. This may of course vary from system to system and a detailed statistical study of a wide range of systems where different selection protocols to libraries of varying diversity seems a promising course for future study.
Materials and methods
See [Additional file 3].
We thank the Biotechnology and Biological Sciences Research Council for grants BB/D00652X/1 and E16590 which supported this work and the Engineering and Physical Sciences Research Council for support through the University of Southampton School of Chemistry Doctoral Training Account.
- Oliphant AR, Struhl K: An efficient method for generating proteins with altered enzymatic properties: application to beta-lactamase. Proc Natl Acad Sci USA. 1989, 86: 9094-8. 10.1073/pnas.86.23.9094.PubMedPubMed CentralView ArticleGoogle Scholar
- Chen K, Arnold FH: Tuning the activity of an enzyme for unusual environments: sequential random mutagenesis of subtilisin E for catalysis in dimethylformamide. Proc Natl Acad Sci USA. 1993, 90: 5618-22. 10.1073/pnas.90.12.5618.PubMedPubMed CentralView ArticleGoogle Scholar
- Shivange AV, Marienhagen J, Mundhanda H, Schenk A, Schwaneberg U: Advances in generating functional diversity for directed protein evolution. Current Opinion in Chemical Biology. 2009, 13: 1-7. 10.1016/j.cbpa.2009.02.022.View ArticleGoogle Scholar
- Baldwin AJ, Busse K, Simm AM, Jones DD: Expanded molecular diversity generation during directed evolution by trinucleotide exchange (TriNEx). Nucleic Acids Res. 2008, 36: e77-10.1093/nar/gkn358.PubMedPubMed CentralView ArticleGoogle Scholar
- Wong TS, Roccatano D, Loakes D, Te KL, Schenk A, Hauer B, Schwaneberg U: Transversion enriched sequence saturation mutagenesis (SeSaM-TV+): a random mutagenesis method with consecutive nucleotide exchanges that complements the bias of error prone PCR. Biotechnol J. 2008, 3: 74-82. 10.1002/biot.200700193.PubMedView ArticleGoogle Scholar
- Reetz MT, Carballeira JD: Iterative saturation mutagenesis (ISM) for rapid directed evolution of functional enzymes. Nat Protoc. 2007, 2: 891-903. 10.1038/nprot.2007.72.PubMedView ArticleGoogle Scholar
- Amitai G, Gupta RD, Tawfik DS: Latent evolutionary potentials under the neutral mutational drift of an enzyme. HFSP Journal. 2007, 1: 67-78. 10.2976/1.2739115.PubMedPubMed CentralView ArticleGoogle Scholar
- Bloom JD, Romero PA, Lu Z, Arnold FH: Neutral genetic drift can alter promiscuous protein functions, potentially aiding functional evolution. Biology Direct. 2007, 2: 17-10.1186/1745-6150-2-17.PubMedPubMed CentralView ArticleGoogle Scholar
- Bershtein S, Goldin K, Tawfik DS: Intense Neutral Drifts Yield Robust and Evolvable Consensus Proteins. J Mol Biol. 2008, 379: 1029-1044. 10.1016/j.jmb.2008.04.024.PubMedView ArticleGoogle Scholar
- Bloom JD, Arnold FH: In the light of directed evolution: Pathways of adaptive protein evolution. Proc Natl Acad Sci USA. 2009, 9995-10000.Google Scholar
- Tracewell CA, Arnold FH: Directed enzyme evolution: climbing fitness peaks one amino acid at a time. Curr Opin Chem Biol. 2009, 13: 3-9. 10.1016/j.cbpa.2009.01.017.PubMedPubMed CentralView ArticleGoogle Scholar
- DePristo MA: The subtle benefits of being promiscuous: adaptive evolution potentiated by enzyme promiscuity. HFSP Journal. 2007, 1: 94-98. 10.2976/1.2754665.PubMedPubMed CentralView ArticleGoogle Scholar
- Matsumura I, Ellington AD: In vitro evolution of a beta-glucuronidase into a beta-galactosidase proceeds through non-specific intermediates. J Mol Biol. 2001, 305: 331-339. 10.1006/jmbi.2000.4259.PubMedView ArticleGoogle Scholar
- Datsenko KA, Wanner BL: One-step inactivation of chromosomal genes in Escherichia coli K-12 using PCR products. Proc Natl Acad Sci USA. 2000, 97: 6640-5. 10.1073/pnas.120163297.PubMedPubMed CentralView ArticleGoogle Scholar
- Rowe LA, Geddie ML, Alexander OB, Matsumura I: A comparison of directed evolution approaches using the beta-glucuronidase model system. J Mol Biol. 2003, 332: 851-60. 10.1016/S0022-2836(03)00972-0.PubMedView ArticleGoogle Scholar
- Flores H, Ellington AD: Increasing the thermal stability of an oligomeric protein, beta glucuronidase. J Mol Biol. 2002, 315: 325-337. 10.1006/jmbi.2001.5223.PubMedView ArticleGoogle Scholar
- Stemmer WPC: DNA shuffling by random fragmentation and reassembly. vitro recombination for molecular evolution Proc Natl Acad Sci USA. 1993, 91: 10747-10751.View ArticleGoogle Scholar
- Stemmer WPC: Rapid evolution of a protein in vitro by DNA shuffling. Nature. 1994, 370: 389-391. 10.1038/370389a0.PubMedView ArticleGoogle Scholar
- Geddie ML, Matsumura I: Rapid evolution of beta-glucuronidase specificity by saturation mutagenesis of an active site loop. J Biol Chem. 2004, 279: 26462-8. 10.1074/jbc.M401447200.PubMedView ArticleGoogle Scholar
- Gupta RD, Tawfik DS: Directed enzyme evolution via small and effective neutral drift libraries. Nature Methods. 2008, 5: 939-941. 10.1038/nmeth.1262.PubMedView ArticleGoogle Scholar
- Aharoni A, Gaidukov L, Yagur S, Toker L, Silman I, Tawfik DS: Directed evolution of mammalian paraoxonases PON1 and PON3 for bacterial expression and catalytic specialization. Proc Natl Acad Sci USA. 2004, 101 (2): 482-487. 10.1073/pnas.2536901100.PubMedPubMed CentralView ArticleGoogle Scholar
- Aharoni A, Amitai G, Bernath K, Magdassi S, Tawfik DS: High-Throughput Screening of Enzyme Libraries: Thiolactonases Evolved by Fluorescence-Activated Sorting of Single Cells in Emulsion Compartments. Chemistry & Biology. 2005, 12: 1281-1289. 10.1016/j.chembiol.2005.09.012.View ArticleGoogle Scholar
- Hecky J, Muller KM: Structural perturbation and compensation at physiological temperature leads to thermo-stabilization of beta-lactamase. Biochemistry. 2005, 44: 12640-12654. 10.1021/bi0501885.PubMedView ArticleGoogle Scholar
- Bershtein S, Segal M, Bekerman R, Tokuriki N, Tawfik DS: Robustness-epistasis link shapes the fitness landscape of a randomly drifting protein. Nature. 2006, 444: 929-932. 10.1038/nature05385.PubMedView ArticleGoogle Scholar
- Bergquist PL, Reeves RA, Gibbs MD: Degenerate oligonucleotide gene shuffling (DOGS) and random drift mutagenesis (RNDM): Two complementary techniques for enzyme evolution. Biomol Eng. 2005, 22: 63-72. 10.1016/j.bioeng.2004.10.002.PubMedView ArticleGoogle Scholar
- Jain S, Drendel WB, Chen ZW, Mathews FS, Sly WS, Grubb JH: Structure of human beta-glucuronidase reveals candidate lysosomal targeting and active-site motifs. Nat Struct Biol. 1996, 3: 375-81. 10.1038/nsb0496-375.PubMedView ArticleGoogle Scholar
- Guex N, Peitsch MC: SWISS-MODEL and the Swiss-PdbViewer: an environment for comparative protein modeling. Electrophoresis. 1997, 18: 2714-23. 10.1002/elps.1150181505.PubMedView ArticleGoogle Scholar
- Schwede T, Kopp J, Guex N, Peitsch MC: SWISS-MODEL: An automated protein homology-modelling server. Nucleic Acids Res. 2003, 31: 3381-5. 10.1093/nar/gkg520.PubMedPubMed CentralView ArticleGoogle Scholar
- Bradford MM: A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding. Anal Biochem. 1976, 72: 248-54. 10.1016/0003-2697(76)90527-3.PubMedView ArticleGoogle Scholar
This article is published under license to BioMed Central Ltd. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.