Distributions of enzyme residues yielding mutants with improved substrate specificities from two different directed evolution strategies.

A previous study of random mutations, mostly introduced by error-prone PCR (EPPCR) or DNA shuffling (DS), demonstrated that those closer to the enzyme active site were more effective than distant ones at improving enzyme activity, substrate specificity or enantioselectivity. Since then, many studies have taken advantage of this observation by targeting site-directed saturation mutagenesis (SDSM) to residues closer to or within enzyme active sites. Here, we have analysed a set of SDSM studies, in parallel to a similar set from EPPCR/DS, to determine whether the greater range of amino-acid types accessible by SDSM affects the distances at which the most effective sites occur. We have also analysed the relative effectiveness for obtaining beneficial mutants of residues with different degrees of natural sequence variation, as determined by their sequence entropy which is related to sequence conservation. These analyses attempt to answer the question-how well focused have targeted mutagenesis strategies been? We also compared two different sets of active-site atoms from which to measure distances and found that the inclusion of catalytic, substrate and cofactor atoms refined the analysis compared to using a single key catalytic atom. Using this definition, we found that EPPCR/DS is not effective for altering substrate specificity at sites that are within 5 A of the active-site atoms. In contrast, SDSM is most effective when targeted to residues at <5-6 A from the catalytic, substrate or cofactor atom, and also for residues with intermediate sequence entropies. Furthermore, SDSM is capable of altering substrate specificity at highly and completely conserved residues in the active site. The results suggest ways in which directed evolution by SDSM could be improved for greater efficiency in terms of reducing the library sizes required to obtain beneficial mutations that alter substrate specificity.

[1]  D. Baker,et al.  Computational redesign of endonuclease DNA binding and cleavage specificity , 2006, Nature.

[2]  A. Juillerat,et al.  Directed evolution of O6-alkylguanine-DNA alkyltransferase for efficient labeling of fusion proteins with small molecules in vivo. , 2003, Chemistry & biology.

[3]  P. Hergenrother,et al.  Altering substrate specificity of phosphatidylcholine-preferring phospholipase C of Bacillus cereus by random mutagenesis of the headgroup binding site. , 2003, Biochemistry.

[4]  B. Dahiyat,et al.  Combining computational and experimental screening for rapid optimization of protein properties , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[5]  Manfred T. Reetz,et al.  Directed evolution of selective enzymes and hybrid catalysts , 2002 .

[6]  A. Schmitzer,et al.  Combinatorial exploration of the catalytic site of a drug-resistant dihydrofolate reductase: creating alternative functional configurations. , 2004, Protein engineering, design & selection : PEDS.

[7]  L. Segovia,et al.  Evolutionary engineering of a beta-Lactamase activity on a D-Ala D-Ala transpeptidase fold. , 2003, Protein engineering.

[8]  P Argos,et al.  Convergence of active center geometries. , 1977, Biochemistry.

[9]  Walter Thiel,et al.  Directed Evolution of an Enantioselective Bacillus subtilis Lipase , 2003 .

[10]  W. Stemmer Rapid evolution of a protein in vitro by DNA shuffling , 1994, Nature.

[11]  F. Arnold,et al.  Tuning the activity of an enzyme for unusual environments: sequential random mutagenesis of subtilisin E for catalysis in dimethylformamide. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[12]  M. Sierks,et al.  Specific Glycosidase Activity Isolated from a Random Phage Display Antibody Library , 2001, Biotechnology progress.

[13]  P. Jemth,et al.  An ensemble of theta class glutathione transferases with novel catalytic properties generated by stochastic recombination of fragments of two mammalian enzymes. , 2002, Journal of molecular biology.

[14]  Shaun M Lippow,et al.  Improved mutants from directed evolution are biased to orthologous substitutions. , 2006, Protein engineering, design & selection : PEDS.

[15]  H. Leemhuis,et al.  Conversion of cyclodextrin glycosyltransferase into a starch hydrolase by directed evolution: the role of alanine 230 in acceptor subsite +1. , 2003, Biochemistry.

[16]  M. Morell,et al.  Directed evolution of rubisco in Escherichia coli reveals a specificity-determining hydrogen bond in the form II enzyme. , 2007, Biochemistry.

[17]  A. Fersht,et al.  Catalysis, binding and enzyme-substrate complementarity , 1974, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[18]  김삼묘,et al.  “Bioinformatics” 특집을 내면서 , 2000 .

[19]  J. Knowles,et al.  Evolution of enzyme function and the development of catalytic efficiency. , 1976, Biochemistry.

[20]  Tarik Senussi,et al.  Directed evolution of transketolase activity on non-phosphorylated substrates. , 2007, Journal of biotechnology.

[21]  R. Rosenfeld Nature , 2009, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[22]  J. Hiratake,et al.  Directed evolution of Pseudomonas aeruginosa lipase for improved amide-hydrolyzing activity. , 2005, Protein engineering, design & selection : PEDS.

[23]  X. Soberón,et al.  Novel ceftazidime-resistance beta-lactamases generated by a codon-based mutagenesis method and selection. , 2002, Nucleic acids research.

[24]  W. Delano The PyMOL Molecular Graphics System , 2002 .

[25]  Paul A Dalby,et al.  Microbial Cell Factories BioMed Central , 2005 .

[26]  K. Nishikawa,et al.  Prediction of catalytic residues in enzymes based on known tertiary structure, stability profile, and sequence conservation. , 2003, Journal of molecular biology.

[27]  P. Schultz,et al.  Structural plasticity of an aminoacyl-tRNA synthetase active site. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[28]  Haruki Nakamura,et al.  Announcing the worldwide Protein Data Bank , 2003, Nature Structural Biology.

[29]  P G Schultz,et al.  Expanding the Genetic Code of Escherichia coli , 2001, Science.

[30]  Brian K Shoichet,et al.  Evolution of an antibiotic resistance enzyme constrained by stability and activity trade-offs. , 2002, Journal of molecular biology.

[31]  P. Schultz,et al.  Phage-display evolution of tyrosine kinases with altered nucleotide specificity. , 2001, Biopolymers.

[32]  Andreas Vogel,et al.  Expanding the range of substrate acceptance of enzymes: combinatorial active-site saturation test. , 2005, Angewandte Chemie.

[33]  T. A. Hall,et al.  BIOEDIT: A USER-FRIENDLY BIOLOGICAL SEQUENCE ALIGNMENT EDITOR AND ANALYSIS PROGRAM FOR WINDOWS 95/98/ NT , 1999 .

[34]  Daniel Mink,et al.  Directed evolution of an industrial biocatalyst: 2-deoxy-D-ribose 5-phosphate aldolase. , 2006, Biotechnology journal.

[35]  L. Loeb,et al.  The Conserved Active Site Motif A of Escherichia coliDNA Polymerase I Is Highly Mutable* , 2001, The Journal of Biological Chemistry.

[36]  Wim J. Quax,et al.  Altering the Substrate Specificity of Cephalosporin Acylase by Directed Evolution of the β-Subunit* , 2002, The Journal of Biological Chemistry.

[37]  J. Thompson,et al.  CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. , 1994, Nucleic acids research.

[38]  F. Raushel,et al.  Enhanced degradation of chemical warfare agents through molecular engineering of the phosphotriesterase active site. , 2003, Journal of the American Chemical Society.

[39]  P. Alexander,et al.  Directed coevolution of stability and catalytic activity in calcium-free subtilisin. , 2005, Biochemistry.

[40]  S. Withers,et al.  Engineering of a thioglycoligase: randomized mutagenesis of the acid-base residue leads to the identification of improved catalysts. , 2005, Protein engineering, design & selection : PEDS.

[41]  D E Koshland,et al.  Redesigning the substrate specificity of an enzyme: isocitrate dehydrogenase. , 2000, Biochemistry.

[42]  D C Youvan,et al.  Application of a very high-throughput digital imaging screen to evolve the enzyme galactose oxidase. , 2001, Protein engineering.

[43]  M J Sternberg,et al.  Analysis and prediction of the location of catalytic residues in enzymes. , 1988, Protein engineering.

[44]  R. Kazlauskas,et al.  Improving enzyme properties: when are closer mutations better? , 2005, Trends in biotechnology.

[45]  Rolf Apweiler,et al.  UniProt archive , 2004, Bioinform..

[46]  Tarik Senussi,et al.  Directed evolution of transketolase substrate specificity towards an aliphatic aldehyde. , 2008, Journal of biotechnology.

[47]  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.

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

[49]  Dan S. Tawfik,et al.  Catalytic and binding poly‐reactivities shared by two unrelated proteins: The potential role of promiscuity in enzyme evolution , 2001, Protein science : a publication of the Protein Society.

[50]  Gavin J. Williams,et al.  Modifying the stereochemistry of an enzyme-catalyzed reaction by directed evolution , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Mats Holmquist,et al.  Focusing mutations into the P. fluorescens esterase binding site increases enantioselectivity more effectively than distant mutations. , 2005, Chemistry & biology.

[52]  D. Janssen,et al.  Increasing the synthetic performance of penicillin acylase PAS2 by structure-inspired semi-random mutagenesis. , 2004, Protein engineering, design & selection : PEDS.

[53]  F. Young Biochemistry , 1955, The Indian Medical Gazette.

[54]  P. Schultz,et al.  Addition of the keto functional group to the genetic code of Escherichia coli , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[55]  L. Pollegioni,et al.  Modulating D-amino acid oxidase substrate specificity: production of an enzyme for analytical determination of all D-amino acids by directed evolution. , 2004, Protein engineering, design & selection : PEDS.

[56]  Paul A Dalby,et al.  Optimising enzyme function by directed evolution. , 2003, Current opinion in structural biology.

[57]  L. Mirny,et al.  Using orthologous and paralogous proteins to identify specificity determining residues. , 2002, Genome biology.

[58]  Peter G Schultz,et al.  Directed evolution of the site specificity of Cre recombinase , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[59]  G. Pettersson Effect of evolution on the kinetic properties of enzymes. , 1989, European journal of biochemistry.

[60]  W. Quax,et al.  Directed evolution of a glutaryl acylase into an adipyl acylase. , 2002, European journal of biochemistry.

[61]  Manfred T Reetz,et al.  Addressing the Numbers Problem in Directed Evolution , 2008, Chembiochem : a European journal of chemical biology.

[62]  S. Henikoff,et al.  Amino acid substitution matrices from protein blocks. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[63]  Frances H. Arnold,et al.  Exploring Nonnatural Evolutionary Pathways by Saturation Mutagenesis: Rapid Improvement of Protein Function , 1999, Journal of Molecular Evolution.

[64]  D. Hilvert,et al.  3D structural information as a guide to protein engineering using genetic selection. , 1997, Current opinion in structural biology.

[65]  P. Schultz,et al.  Directed evolution of novel polymerase activities: Mutation of a DNA polymerase into an efficient RNA polymerase , 2002, Proceedings of the National Academy of Sciences of the United States of America.