Enhancing the Thermal Robustness of an Enzyme by Directed Evolution: Least Favorable Starting Points and Inferior Mutants Can Map Superior Evolutionary Pathways

In a previous directed evolution study, the B‐FIT approach to increasing the thermal robustness of proteins was introduced and applied to the lipase from Bacillus subtilis. It is based on the general concept of iterative saturation mutagenesis (ISM), according to which sites in an enzyme are subjected to saturation mutagenesis, the best hit of a given library is then used as a template for randomization at other sites, and the process is continued until the desired catalyst improvement has been achieved. The appropriate choice of the ISM sites is crucial; in the B‐FIT method the criterion is residues characterized by highest B factors available from X‐ray crystallography data. In the present study, B‐FIT was employed in order to increase the thermal robustness of the epoxide hydrolase from Aspergillus niger. Several rounds of ISM resulted in the best variant showing a 21 °C increase in the ${T{{\,60\hfill \atop 50\hfill}}}$ value, an 80‐fold improvement in half‐life at 60 °C, and a 44 kcal mol−1 improvement in inactivation energy. Seven other variants were also evolved with moderate yet significant improvements; these were characterized by 10–14 °C increases in ${T{{\,60\hfill \atop 50\hfill}}}$, 20–30‐fold improvement in half‐lives at 60 °C and 15–20 kcal mol−1 elevations in activation energy. Unexpectedly, in the ISM process the best variants were obtained from essentially neutral or even inferior mutant parents, that is, when a given library contains no improved mutants. This constitutes a practical way to escape from what appear to be local minima (“dead ends”) in the fitness landscape—a finding of notable significance in directed evolution.

[1]  Andreas Vogel,et al.  Iterative saturation mutagenesis on the basis of B factors as a strategy for increasing protein thermostability. , 2006, Angewandte Chemie.

[2]  Uwe T Bornscheuer,et al.  Thermostabilization of an esterase by alignment-guided focussed directed evolution. , 2010, Protein engineering, design & selection : PEDS.

[3]  J. Bäckvall,et al.  Directed evolution of an enantioselective lipase with broad substrate scope for hydrolysis of alpha-substituted esters. , 2010, Journal of the American Chemical Society.

[4]  M. Eigen,et al.  Molecular quasi-species. , 1988 .

[5]  F. Oesch,et al.  Structure of Aspergillus niger epoxide hydrolase at 1.8 A resolution: implications for the structure and function of the mammalian microsomal class of epoxide hydrolases. , 2000, Structure.

[6]  Marc Ostermeier,et al.  Mathematical expressions useful in the construction, description and evaluation of protein libraries. , 2005, Biomolecular engineering.

[7]  Dan S. Tawfik,et al.  Advances in laboratory evolution of enzymes. , 2008, Current opinion in chemical biology.

[8]  Jijun Hao,et al.  A thermostable variant of fructose bisphosphate aldolase constructed by directed evolution also shows increased stability in organic solvents. , 2004, Protein engineering, design & selection : PEDS.

[9]  L. H. Bradley,et al.  Protein design by binary patterning of polar and nonpolar amino acids. , 1993, Methods in molecular biology.

[10]  B. Mannervik,et al.  The quest for molecular quasi‐species in ligand‐activity space and its application to directed enzyme evolution , 2010, FEBS letters.

[11]  Matti Leisola,et al.  Engineering of multiple arginines into the Ser/Thr surface of Trichoderma reesei endo-1,4-beta-xylanase II increases the thermotolerance and shifts the pH optimum towards alkaline pH. , 2002, Protein engineering.

[12]  James C. Hu,et al.  Sequence requirements for coiled-coils: analysis with lambda repressor-GCN4 leucine zipper fusions. , 1990, Science.

[13]  B Honig,et al.  Electrostatic contributions to the stability of hyperthermophilic proteins. , 1999, Journal of molecular biology.

[14]  M. T. Reetz Gerichtete Evolution stereoselektiver Enzyme: Eine ergiebige Katalysator-Quelle f r asymmetrische Reaktionen , 2011 .

[15]  Huimin Zhao,et al.  Inverting the enantioselectivity of P450pyr monooxygenase by directed evolution. , 2010, Chemical communications.

[16]  F. Arnold,et al.  Expression and stabilization of galactose oxidase in Escherichia coli by directed evolution. , 2001, Protein engineering.

[17]  Christian Wandrey,et al.  Industrial Biotransformations: LIESE: INDUSTRIAL BIOTRANSFORMATIONS O-BK , 2006 .

[18]  Linda G. Otten,et al.  Enzyme engineering for enantioselectivity: from trial-and-error to rational design? , 2010, Trends in biotechnology.

[19]  Robert Huber,et al.  Hyperthermostabilization of Bacillus licheniformis α-amylase and modulation of its stability over a 50°C temperature range , 2003 .

[20]  J. Reymond,et al.  Adrenaline profiling of lipases and esterases with 1,2-diol and carbohydrate acetates , 2004 .

[21]  J. Lebbink,et al.  Engineering activity and stability of Thermotoga maritima glutamate dehydrogenase. II: construction of a 16-residue ion-pair network at the subunit interface. , 1999, Journal of molecular biology.

[22]  Wim Soetaert,et al.  Creating lactose phosphorylase enzymes by directed evolution of cellobiose phosphorylase. , 2009, Protein engineering, design & selection : PEDS.

[23]  Dan S. Tawfik,et al.  Protein engineers turned evolutionists , 2007, Nature Methods.

[24]  V. Eijsink,et al.  Directed evolution of enzyme stability. , 2005, Biomolecular engineering.

[25]  Hongying Zhang,et al.  Enhancement of the activity of l-aspartase from Escherichia coli W by directed evolution. , 2000, Biochemical and biophysical research communications.

[26]  S. Benkovic,et al.  Combinatorial manipulation of three key active site residues in glycinamide ribonucleotide transformylase. , 1997, Protein engineering.

[27]  W. Quax,et al.  Selection strategies for improved biocatalysts , 2007, The FEBS journal.

[28]  Wayne M Patrick,et al.  Strategies and computational tools for improving randomized protein libraries. , 2005, Biomolecular engineering.

[29]  K. Struhl,et al.  Cloning of random-sequence oligodeoxynucleotides. , 1986, Gene.

[30]  Rajan Sankaranarayanan,et al.  Structural basis of selection and thermostability of laboratory evolved Bacillus subtilis lipase. , 2004, Journal of molecular biology.

[31]  M. Reetz,et al.  A cell-based adrenaline assay for automated high-throughput activity screening of epoxide hydrolases. , 2008, Chemistry, an Asian journal.

[32]  Dick B Janssen,et al.  Molecular dynamics simulations as a tool for improving protein stability. , 2002, Protein engineering.

[33]  R Nussinov,et al.  Contribution of Salt Bridges Toward Protein Thermostability , 2000, Journal of biomolecular structure & dynamics.

[34]  M. DePristo The subtle benefits of being promiscuous: Adaptive evolution potentiated by enzyme promiscuity , 2007, HFSP journal.

[35]  F. Arnold,et al.  Directed evolution converts subtilisin E into a functional equivalent of thermitase. , 1999, Protein engineering.

[36]  Jan Marienhagen,et al.  Advances in generating functional diversity for directed protein evolution. , 2009, Current opinion in chemical biology.

[37]  Huimin Zhao,et al.  Directed Evolution of a Thermostable Phosphite Dehydrogenase for NAD(P)H Regeneration , 2005, Applied and Environmental Microbiology.

[38]  Shoeb Ahmad,et al.  Thermally denatured state determines refolding in lipase: Mutational analysis , 2009, Protein science : a publication of the Protein Society.

[39]  Yeon-Woo Ryu,et al.  Enhanced thermostability and tolerance of high substrate concentration of an esterase by directed evolution , 2004 .

[40]  E. Muslin,et al.  The effect of proline insertions on the thermostability of a barley α-glucosidase , 2002 .

[41]  Frances H. Arnold,et al.  In the Light of Evolution III: Two Centuries of Darwin Sackler Colloquium: In the light of directed evolution: Pathways of adaptive protein evolution , 2009 .

[42]  Bernhard Hauer,et al.  Structure-guided directed evolution of alkenyl and arylmalonate decarboxylases. , 2009, Angewandte Chemie.

[43]  Manfred T Reetz,et al.  Directed evolution of enantioselective enzymes: iterative cycles of CASTing for probing protein-sequence space. , 2006, Angewandte Chemie.

[44]  M. T. Reetz,et al.  Gerichtete Evolution eines enantioselektiven Enzyms durch kombinatorische multiple Kassetten‐Mutagenese , 2001 .

[45]  Adam Godzik,et al.  Contribution of electrostatic interactions, compactness and quaternary structure to protein thermostability: lessons from structural genomics of Thermotoga maritima. , 2006, Journal of molecular biology.

[46]  Roberto A Chica,et al.  Semi-rational approaches to engineering enzyme activity: combining the benefits of directed evolution and rational design. , 2005, Current opinion in biotechnology.

[47]  M. Reetz,et al.  Directed Evolution of an Enantioselective Enoate-Reductase: Testing the Utility of Iterative Saturation Mutagenesis , 2009 .

[48]  Andreas Martin,et al.  Proside: a phage-based method for selecting thermostable proteins. , 2003, Methods in molecular biology.

[49]  Huimin Zhao,et al.  Further improvement of phosphite dehydrogenase thermostability by saturation mutagenesis , 2008, Biotechnology and bioengineering.

[50]  Philip A. Romero,et al.  Exploring protein fitness landscapes by directed evolution , 2009, Nature Reviews Molecular Cell Biology.

[51]  Gert Vriend,et al.  Extreme Stabilization of a Thermolysin-like Protease by an Engineered Disulfide Bond* , 1997, The Journal of Biological Chemistry.

[52]  Manfred T. Reetz,et al.  Directed Evolution of an Enantioselective Enzyme through Combinatorial Multiple-Cassette Mutagenesis. , 2001, Angewandte Chemie.

[53]  F. Arnold,et al.  Temperature adaptation of enzymes: lessons from laboratory evolution. , 2000, Advances in protein chemistry.

[54]  Yosephine Gumulya,et al.  Iterative saturation mutagenesis accelerates laboratory evolution of enzyme stereoselectivity: rigorous comparison with traditional methods. , 2010, Journal of the American Chemical Society.

[55]  Andreas S Bommarius,et al.  Status of protein engineering for biocatalysts: how to design an industrially useful biocatalyst. , 2011, Current opinion in chemical biology.

[56]  S. Akanuma,et al.  Serial increase in the thermal stability of 3‐isopropylmalate dehydrogenase from Bacillus subtilis by experimental evolution , 1998, Protein science : a publication of the Protein Society.

[57]  Jean-Louis Reymond,et al.  The adrenaline test for enzymes. , 2002, Angewandte Chemie.

[58]  D. Hilvert,et al.  Protein design by directed evolution. , 2008, Annual review of biophysics.

[59]  Junhua Tao,et al.  Biocatalysis for the Pharmaceutical Industry , 2009 .

[60]  K. Hirokawa,et al.  Enhancement of thermostability of fungal deglycating enzymes by directed evolution , 2008, Applied Microbiology and Biotechnology.

[61]  P. Alexander,et al.  Structural Basis of Thermostability , 2002, The Journal of Biological Chemistry.

[62]  S. Radford,et al.  Optimizing protein stability in vivo. , 2009, Molecular cell.

[63]  Denis Wahler Dr. and,et al.  The Adrenaline Test for Enzymes , 2002 .

[64]  Sung-Hun Nam,et al.  Improvement of oxidative and thermostability of N-carbamyl-d-amino Acid amidohydrolase by directed evolution. , 2002, Protein engineering.

[65]  M. Bhuiya,et al.  Engineering Monolignol 4-O-Methyltransferases to Modulate Lignin Biosynthesis* , 2009, The Journal of Biological Chemistry.

[66]  C. Craik,et al.  Substrate specificity of trypsin investigated by using a genetic selection. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[67]  B. Pletschke,et al.  Stabilization of Escherichia coli uridine phosphorylase by evolution and immobilization , 2011 .

[68]  L. Loeb,et al.  Promoters selected from random DNA sequences. , 1986, Proceedings of the National Academy of Sciences of the United States of America.

[69]  I. Alfonso,et al.  Asymmetric organic synthesis with enzymes , 2008 .

[70]  S. Kurtovic,et al.  Functionally diverging molecular quasi-species evolve by crossing two enzymes. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[71]  Huimin Zhao,et al.  Directed evolution of enzymes and biosynthetic pathways. , 2006, Current opinion in microbiology.

[72]  S. Kurtovic,et al.  Identification of emerging quasi-species in directed enzyme evolution. , 2009, Biochemistry.

[73]  Manfred T Reetz,et al.  Shedding light on the efficacy of laboratory evolution based on iterative saturation mutagenesis. , 2009, Molecular bioSystems.

[74]  V. Eijsink,et al.  Rational engineering of enzyme stability. , 2004, Journal of biotechnology.

[75]  T. Oshima Stabilization of proteins by evolutionary molecular engineering techniques , 1994 .

[76]  J. Christensen Doctoral thesis , 1970 .

[77]  F. Arnold,et al.  Functional expression and stabilization of horseradish peroxidase by directed evolution in Saccharomyces cerevisiae. , 2001, Biotechnology and bioengineering.

[78]  S. Pack,et al.  Thermostabilization of Bacillus circulans xylanase: computational optimization of unstable residues based on thermal fluctuation analysis. , 2011, Journal of biotechnology.

[79]  Wayne M Patrick,et al.  Novel methods for directed evolution of enzymes: quality, not quantity. , 2004, Current opinion in biotechnology.

[80]  George I Makhatadze,et al.  Contribution of surface salt bridges to protein stability: guidelines for protein engineering. , 2003, Journal of molecular biology.

[81]  C. Ó’Fágáin Enzyme stabilization: recent experimental progress , 2003 .

[82]  Frances H Arnold,et al.  Analysis of shuffled gene libraries. , 2002, Journal of molecular biology.

[83]  I. Matsumura,et al.  Site-saturation mutagenesis is more efficient than DNA shuffling for the directed evolution of beta-fucosidase from beta-galactosidase. , 2005, Journal of molecular biology.

[84]  Manfred T Reetz,et al.  Iterative saturation mutagenesis (ISM) for rapid directed evolution of functional enzymes , 2007, Nature Protocols.

[85]  Dawn Elizabeth Stephens,et al.  Directed evolution of the thermostable xylanase from Thermomyces lanuginosus. , 2007, Journal of biotechnology.

[86]  M. Vasser,et al.  Cassette mutagenesis: an efficient method for generation of multiple mutations at defined sites. , 1985, Gene.

[87]  R. Sauer,et al.  Combinatorial cassette mutagenesis as a probe of the informational content of protein sequences. , 1988, Science.

[88]  K. S. Yip,et al.  Protein thermostability above 100°C: A key role for ionic interactions , 1998 .

[89]  A. Elcock The stability of salt bridges at high temperatures: implications for hyperthermophilic proteins. , 1998, Journal of molecular biology.

[90]  Karlheinz Drauz,et al.  Enzyme Catalysis in Organic Synthesis: A Comprehensive Handbook: Vol. 1 J. Am. Chem. Soc. 1996, 118, 11340 , 1997 .

[91]  J. Baratti,et al.  Colorimetric Assays for Quantitative Analysis and Screening of Epoxide Hydrolase Activity , 2005, Biotechnology Letters.

[92]  Manfred T Reetz,et al.  Laboratory evolution of stereoselective enzymes: a prolific source of catalysts for asymmetric reactions. , 2011, Angewandte Chemie.

[93]  H. Hogrefe,et al.  Creating randomized amino acid libraries with the QuikChange Multi Site-Directed Mutagenesis Kit. , 2002, BioTechniques.

[94]  G. Georgiou,et al.  In vitro scanning saturation mutagenesis of all the specificity determining residues in an antibody binding site. , 1999, Protein engineering.

[95]  Hervé Minoux,et al.  An electrostatic basis for the stability of thermophilic proteins , 2004, Proteins.

[96]  A. Ballesteros,et al.  Evolving thermostability in mutant libraries of ligninolytic oxidoreductases expressed in yeast , 2010, Microbial cell factories.

[97]  Hu Zhu,et al.  Mutant library construction in directed molecular evolution , 2006, Molecular biotechnology.

[98]  B. Mannervik,et al.  A novel quasi-species of glutathione transferase with high activity towards naturally occurring isothiocyanates evolves from promiscuous low-activity variants. , 2010, Journal of molecular biology.

[99]  Nicholas J Turner,et al.  Directed evolution drives the next generation of biocatalysts. , 2009, Nature chemical biology.

[100]  Karlheinz Drauz,et al.  Enzyme Catalysis in Organic Synthesis , 1995 .

[101]  B. van den Burg,et al.  Characterization of a novel stable biocatalyst obtained by protein engineering , 1999, Biotechnology and applied biochemistry.

[102]  B. Mannervik,et al.  Engineering GST M2-2 for high activity with indene 1,2-oxide and indication of an H-site residue sustaining catalytic promiscuity. , 2011, Journal of molecular biology.

[103]  A. Grinberg,et al.  Structural and functional consequences of substitutions at the Pro108-Arg14 hydrogen bond in bovine adrenodoxin. , 1998, Biochemical and biophysical research communications.

[104]  Manfred T Reetz,et al.  Regio- and stereoselectivity of P450-catalysed hydroxylation of steroids controlled by laboratory evolution , 2011, Nature Chemistry.

[105]  D. DiMaio,et al.  Codon cassette mutagenesis: a general method to insert or replace individual codons by using universal mutagenic cassettes. , 1994, Nucleic acids research.

[106]  K. Shiraki,et al.  Enzymatic Analysis of a Thermostabilized Mutant of an Escherichia coli Hygromycin B Phosphotransferase , 2008, Bioscience, biotechnology, and biochemistry.