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Xi C, Diao J, Moon TS. Advances in ligand-specific biosensing for structurally similar molecules. Cell Syst 2023; 14:1024-1043. [PMID: 38128482 PMCID: PMC10751988 DOI: 10.1016/j.cels.2023.10.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 08/23/2023] [Accepted: 10/19/2023] [Indexed: 12/23/2023]
Abstract
The specificity of biological systems makes it possible to develop biosensors targeting specific metabolites, toxins, and pollutants in complex medical or environmental samples without interference from structurally similar compounds. For the last two decades, great efforts have been devoted to creating proteins or nucleic acids with novel properties through synthetic biology strategies. Beyond augmenting biocatalytic activity, expanding target substrate scopes, and enhancing enzymes' enantioselectivity and stability, an increasing research area is the enhancement of molecular specificity for genetically encoded biosensors. Here, we summarize recent advances in the development of highly specific biosensor systems and their essential applications. First, we describe the rational design principles required to create libraries containing potential mutants with less promiscuity or better specificity. Next, we review the emerging high-throughput screening techniques to engineer biosensing specificity for the desired target. Finally, we examine the computer-aided evaluation and prediction methods to facilitate the construction of ligand-specific biosensors.
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Affiliation(s)
- Chenggang Xi
- Department of Energy, Environmental and Chemical Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Jinjin Diao
- Department of Energy, Environmental and Chemical Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Tae Seok Moon
- Department of Energy, Environmental and Chemical Engineering, Washington University in St. Louis, St. Louis, MO, USA; Division of Biology and Biomedical Sciences, Washington University in St. Louis, St. Louis, MO, USA.
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2
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Directed Evolution Methods for Enzyme Engineering. Molecules 2021; 26:molecules26185599. [PMID: 34577070 PMCID: PMC8470892 DOI: 10.3390/molecules26185599] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 08/17/2021] [Accepted: 08/17/2021] [Indexed: 11/22/2022] Open
Abstract
Enzymes underpin the processes required for most biotransformations. However, natural enzymes are often not optimal for biotechnological uses and must be engineered for improved activity, specificity and stability. A rich and growing variety of wet-lab methods have been developed by researchers over decades to accomplish this goal. In this review such methods and their specific attributes are examined.
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3
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Beck-Sickinger AG. [Directed evolution in drug and antibody development : From the Nobel Prize to broad clinical application]. Internist (Berl) 2019; 60:1014-1020. [PMID: 31541280 DOI: 10.1007/s00108-019-00675-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Combinatorial procedures have become established in recent years as alternatives to rational design in drug research, particularly when no structural information is available. This article presents the principle that was originally developed by three scientists and was honored with the Nobel Prize for Chemistry in 2018. Furthermore, the application in the field of monclonal antibodies is discussed.
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Affiliation(s)
- A G Beck-Sickinger
- Fakultät für Lebenswissenschaften, Institut für Biochemie, Universität Leipzig, Brüderstraße 34, 04103, Leipzig, Deutschland.
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4
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Tailoring the specificity of the type C feruloyl esterase FoFaeC from Fusarium oxysporum towards methyl sinapate by rational redesign based on small molecule docking simulations. PLoS One 2018; 13:e0198127. [PMID: 29795702 PMCID: PMC5967792 DOI: 10.1371/journal.pone.0198127] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 05/14/2018] [Indexed: 01/15/2023] Open
Abstract
The type C feruloyl esterase FoFaeC from Fusarium oxysporum is a newly discovered enzyme with high potential for use in the hydrolysis of lignocellulosic biomass but it shows low activity towards sinapates. In this work, small molecule docking simulations were employed in order to identify important residues for the binding of the four model methyl esters of hydroxycinnamic acids, methyl ferulate/caffeate/sinapate/p-coumarate, to the predicted structure of FoFaeC. Subsequently rational redesign was applied to the enzyme’ active site in order to improve its specificity towards methyl sinapate. A double mutation (F230H/T202V) was considered to provide hydrophobic environment for stabilization of the methoxy substitution on sinapate and a larger binding pocket. Five mutant clones and the wild type were produced in Pichia pastoris and biochemically characterized. All clones showed improved activity, substrate affinity, catalytic efficiency and turnover rate compared to the wild type against methyl sinapate, with clone P13 showing a 5-fold improvement in catalytic efficiency. Although the affinity of all mutant clones was improved against the four model substrates, the catalytic efficiency and turnover rate decreased for the substrates containing a hydroxyl substitution.
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Kazenwadel F, Biegert E, Wohlgemuth J, Wagner H, Franzreb M. A 3D-printed modular reactor setup including temperature and pH control for the compartmentalized implementation of enzyme cascades. Eng Life Sci 2016. [DOI: 10.1002/elsc.201600007] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Affiliation(s)
- Franziska Kazenwadel
- Karlsruhe Institute of Technology; Institute of Functional Interfaces; Eggenstein-Leopoldshafen Germany
| | - Ellen Biegert
- Karlsruhe Institute of Technology; Institute of Functional Interfaces; Eggenstein-Leopoldshafen Germany
| | - Jonas Wohlgemuth
- Karlsruhe Institute of Technology; Institute of Functional Interfaces; Eggenstein-Leopoldshafen Germany
| | - Henrike Wagner
- Karlsruhe Institute of Technology; Institute of Functional Interfaces; Eggenstein-Leopoldshafen Germany
| | - Matthias Franzreb
- Karlsruhe Institute of Technology; Institute of Functional Interfaces; Eggenstein-Leopoldshafen Germany
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6
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In Silico Constraint-Based Strain Optimization Methods: the Quest for Optimal Cell Factories. Microbiol Mol Biol Rev 2015; 80:45-67. [PMID: 26609052 DOI: 10.1128/mmbr.00014-15] [Citation(s) in RCA: 95] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Shifting from chemical to biotechnological processes is one of the cornerstones of 21st century industry. The production of a great range of chemicals via biotechnological means is a key challenge on the way toward a bio-based economy. However, this shift is occurring at a pace slower than initially expected. The development of efficient cell factories that allow for competitive production yields is of paramount importance for this leap to happen. Constraint-based models of metabolism, together with in silico strain design algorithms, promise to reveal insights into the best genetic design strategies, a step further toward achieving that goal. In this work, a thorough analysis of the main in silico constraint-based strain design strategies and algorithms is presented, their application in real-world case studies is analyzed, and a path for the future is discussed.
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Modification and simulation of Rhizomucor miehei lipase: the influence of surficial electrostatic interaction on enantioselectivity. Biotechnol Lett 2015; 37:871-80. [DOI: 10.1007/s10529-014-1747-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2014] [Accepted: 12/11/2014] [Indexed: 01/30/2023]
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8
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Meng X, Guo L, Xu G, Wu JP, Yang LR. A new mechanism of enantioselectivity toward chiral primary alcohol by lipase from Pseudomonas cepacia. ACTA ACUST UNITED AC 2014. [DOI: 10.1016/j.molcatb.2014.08.014] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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9
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Carlsson ÅJ, Bauer P, Ma H, Widersten M. Obtaining optical purity for product diols in enzyme-catalyzed epoxide hydrolysis: contributions from changes in both enantio- and regioselectivity. Biochemistry 2012; 51:7627-37. [PMID: 22931287 DOI: 10.1021/bi3007725] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Enzyme variants of the plant epoxide hydrolase StEH1 displaying improved stereoselectivities in the catalyzed hydrolysis of (2,3-epoxypropyl)benzene were generated by directed evolution. The evolution was driven by iterative saturation mutagenesis in combination with enzyme activity screenings where product chirality was the decisive selection criterion. Analysis of the underlying causes of the increased diol product ratios revealed two major contributing factors: increased enantioselectivity for the corresponding epoxide enantiomer(s) and, in some cases, a concomitant change in regioselectivity in the catalyzed epoxide ring-opening half-reaction. Thus, variant enzymes that catalyzed the hydrolysis of racemic (2,3-epoxypropyl)benzene into the R-diol product in an enantioconvergent manner were isolated.
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Affiliation(s)
- Åsa Janfalk Carlsson
- Department of Chemistry-BMC, Uppsala University, Box 576, SE-751 23 Uppsala, Sweden
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10
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Park K, Lee S, Ahn HS, Kim D. Predicting the multi-modal binding propensity of small molecules: towards an understanding of drug promiscuity. MOLECULAR BIOSYSTEMS 2009; 5:844-53. [DOI: 10.1039/b901356c] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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12
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Directed Evolution of Stereoselective Hybrid Catalysts. TOP ORGANOMETAL CHEM 2008. [DOI: 10.1007/3418_2008_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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13
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Suemori A, Iwakura M. A Systematic and Comprehensive Combinatorial Approach to Simultaneously Improve the Activity, Reaction Specificity, and Thermal Stability of p-Hydroxybenzoate Hydroxylase. J Biol Chem 2007; 282:19969-78. [PMID: 17462997 DOI: 10.1074/jbc.m610320200] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We have simultaneously improved the activity, reaction specificity, and thermal stability of p-hydroxybenzoate hydroxylase by means of systematic and comprehensive combinatorial mutagenesis starting from available single mutations. Introduction of random mutations at the positions of four cysteine and eight methionine residues provided 216 single mutants as stably expressed forms in Escherichia coli host cells. Four characteristics, hydroxylase activity toward p-hydroxybenzoate (main activity), protocatechuate-dependent NADPH oxidase activity (sub-activity), ratio of sub-activity to main activity (reaction specificity), and thermal stability, of the purified mutants were determined. To improve the above characteristics for diagnostic use of the enzyme, 11 single mutations (C152V, C211I, C332A, M52V, M52Q, M110L, M110I, M213G, M213L, M276Q, and M349A) were selected for further combinatorial mutagenesis. All possible combinations of the mutations provided 18 variants with double mutations and further combinatorial mutagenesis provided 6 variants with triple mutations and 9 variants with quadruple mutations with the simultaneously improved four properties.
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Affiliation(s)
- Akio Suemori
- National Institute of Advanced Industrial Science and Technology, 1-1-1 Higashi, Tsukuba, Ibaraki 305-8566, Japan
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15
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Reetz MT, Rentzsch M, Pletsch A, Maywald M, Maiwald P, Peyralans JJP, Maichele A, Fu Y, Jiao N, Hollmann F, Mondière R, Taglieber A. Directed evolution of enantioselective hybrid catalysts: a novel concept in asymmetric catalysis. Tetrahedron 2007. [DOI: 10.1016/j.tet.2007.03.177] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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16
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Reetz MT, Puls M, Carballeira JD, Vogel A, Jaeger KE, Eggert T, Thiel W, Bocola M, Otte N. Learning from directed evolution: Further lessons from theoretical investigations into cooperative mutations in lipase enantioselectivity. Chembiochem 2007; 8:106-12. [PMID: 17133645 DOI: 10.1002/cbic.200600359] [Citation(s) in RCA: 95] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
An earlier experimental study, which involved the directed evolution of enantioselective lipase variants from Pseudomonas aeruginosa as catalysts in the hydrolytic kinetic resolution of 2-methyl-decanoic acid p-nitrophenyl ester, provided a mutant with six mutations. Consequently, the selectivity factor was found to increase from E = 1.1 for the wild-type to E = 51 for the best mutant. Only one of the amino acid exchanges in this mutant was found to occur next to the binding pocket, the other mutations being remote. Our previous theoretical analysis with molecular-dynamics simulations helped to unveil the source of enhanced enantioselectivity: a relay mechanism that involves two of the six mutations was shown to induce strong cooperativity. In this investigation, single, double, and triple mutants were constructed and tested as enantioselective catalysts. This study supports our original postulate regarding the relay mechanism, offers further mechanistic insight into the role of individual mutations, and provides mutants that display even higher enantioselectivity (E of up to 64).
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Affiliation(s)
- Manfred T Reetz
- Max-Planck-Institut für Kohlenforschung, Kaiser-Wilhelm-Platz 1, 45470 Mülheim/Ruhr, Germany.
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17
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Reetz MT, Carballeira JD, Peyralans J, Höbenreich H, Maichele A, Vogel A. Expanding the substrate scope of enzymes: combining mutations obtained by CASTing. Chemistry 2007; 12:6031-8. [PMID: 16789057 DOI: 10.1002/chem.200600459] [Citation(s) in RCA: 94] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
In a previous paper, the combinatorial active-site saturation test (CAST) was introduced as an effective strategy for the directed evolution of enzymes toward broader substrate acceptance. CASTing comprises the systematic design and screening of focused libraries around the complete binding pocket, but it is only the first step of an evolutionary process because only the initial libraries of mutants are considered. In the present study, a simple method is presented for further optimization of initial hits by combining the mutational changes obtained from two different libraries. Combined lipase mutants were screened for hydrolytic activity against six notoriously difficult substrates (bulky carboxylic acid esters) and improved mutants showing significantly higher activity were identified. The enantioselectivity of the mutants in the hydrolytic kinetic resolution of two substrates was also studied, with the best mutant-substrate combination resulting in a selectivity factor of E=49. Finally, the catalytic profile of the evolved mutants in the hydrolysis of simple nonbranched carboxylic acid esters, ranging from acetate to palmitate, was studied for theoretical reasons.
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Affiliation(s)
- Manfred T Reetz
- Max-Planck-Institut für Kohlenforschung, Kaiser-Wilhelm-Platz 1, 45470 Mülheim/Ruhr, Germany.
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18
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Tuttle T, Keinan E, Thiel W. Understanding the Enzymatic Activity of 4-Oxalocrotonate Tautomerase and Its Mutant Analogues: A Computational Study. J Phys Chem B 2006; 110:19685-95. [PMID: 17004838 DOI: 10.1021/jp0634858] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The effect of replacing arginine residues (Arg) with citrulline residues (Cit) in the binding site of 4-oxalocrotonate tautomerase (4-OT) was investigated with force field molecular dynamics and hybrid quantum mechanics/molecular mechanics studies. It is found that the Arg61Cit mutation has only minor effects on the k(cat) and K(M) values determined experimentally because of the flexibility of this residue. The decrease in k(cat) and increase in K(M) for the Arg11Cit and Arg39Cit mutations are due to the disruption of the binding site, which arises from repulsive interactions with neighboring residues. The results of this investigation shed new light on the effects of mutations in the binding site of 4-OT and consequently on how the enzyme binds the active substrate.
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Affiliation(s)
- Tell Tuttle
- Max-Planck-Institut für Kohlenforschung, D-45470 Mülheim an der Ruhr, Germany.
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19
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Directed Evolution of Enantioselective Enzymes as Catalysts for Organic Synthesis. ADVANCES IN CATALYSIS 2006. [DOI: 10.1016/s0360-0564(05)49001-x] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
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20
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Parikh MR, Matsumura I. Site-saturation mutagenesis is more efficient than DNA shuffling for the directed evolution of beta-fucosidase from beta-galactosidase. J Mol Biol 2005; 352:621-8. [PMID: 16095606 PMCID: PMC2014722 DOI: 10.1016/j.jmb.2005.07.020] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2005] [Revised: 06/30/2005] [Accepted: 07/11/2005] [Indexed: 11/29/2022]
Abstract
Protein engineers use a variety of mutagenic strategies to adapt enzymes to novel substrates. Directed evolution techniques (random mutagenesis and high-throughput screening) offer a systematic approach to the management of protein complexity. This sub-discipline was galvanized by the invention of DNA shuffling, a procedure that randomly recombines point mutations in vitro. In one influential study, Escherichia coli beta-galactosidase (BGAL) variants with enhanced beta-fucosidase activity (tenfold increase in k(cat)/K(M) in reactions with the novel para-nitrophenyl-beta-d-fucopyranoside substrate; 39-fold decrease in reactivity with the "native"para-nitrophenyl-beta-d-galactopyranoside substrate) were evolved in seven rounds of DNA shuffling and screening. Here, we show that a single round of site-saturation mutagenesis and screening enabled the identification of beta-fucosidases that are significantly more active (180-fold increase in k(cat)/K(M) in reactions with the novel substrate) and specific (700,000-fold inversion of specificity) than the best variants in the previous study. Site-saturation mutagenesis thus proved faster, less resource-intensive and more effective than DNA shuffling for this particular evolutionary pathway.
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Affiliation(s)
| | - Ichiro Matsumura
- *Corresponding author. E-mail address of the corresponding author:
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21
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Yadav MK, Redman JE, Leman LJ, Alvarez-Gutiérrez JM, Zhang Y, Stout CD, Ghadiri MR. Structure-based engineering of internal cavities in coiled-coil peptides. Biochemistry 2005; 44:9723-32. [PMID: 16008357 PMCID: PMC1779508 DOI: 10.1021/bi050742a] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cavities and clefts are frequently important sites of interaction between natural enzymes or receptors and their corresponding substrate or ligand molecules and exemplify the types of molecular surfaces that would facilitate engineering of artificial catalysts and receptors. Even so, structural characterizations of designed cavities are rare. To address this issue, we performed a systematic study of the structural effects of single-amino acid substitutions within the hydrophobic cores of tetrameric coiled-coil peptides. Peptides containing single glycine, serine, alanine, or threonine amino acid substitutions at the buried L9, L16, L23, and I26 hydrophobic core positions of a GCN4-based sequence were synthesized and studied by solution-phase and crystallographic techniques. All peptides adopt the expected tetrameric state and contain tunnels or internal cavities ranging in size from 80 to 370 A(3). Two closely related sequences containing an L16G substitution, one of which adopts an antiparallel configuration and one of which adopts a parallel configuration, illustrate that cavities of different volumes and shapes can be engineered from identical core substitutions. Finally, we demonstrate that two of the peptides (L9G and L9A) bind the small molecule iodobenzene when present during crystallization, leaving the general peptide quaternary structure intact but altering the local peptide conformation and certain superhelical parameters. These high-resolution descriptions of varied molecular surfaces within solvent-occluded internal cavities illustrate the breadth of design space available in even closely related peptides and offer valuable models for the engineering of de novo helical proteins.
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Affiliation(s)
| | | | | | | | | | | | - M. Reza Ghadiri
- * Address correspondence to this author. (858) 784-2700 (phone); (858) 784-2798 (fax); (e-mail)
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Matsumura I, Rowe LA. Whole plasmid mutagenic PCR for directed protein evolution. ACTA ACUST UNITED AC 2005; 22:73-9. [PMID: 15857786 DOI: 10.1016/j.bioeng.2004.10.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2004] [Revised: 10/21/2004] [Accepted: 10/21/2004] [Indexed: 11/26/2022]
Abstract
Protein function can be engineered through iterated cycles of random mutagenesis and screening (directed evolution). Optimization of protein expression is essential for the development of sensitive and precise high throughput assays. Here we optimize the performance of a plasmid-borne Escherichia coli lacZ gene in two rounds of directed evolution. First, its promoter was "randomized" by whole plasmid polymerase chain reaction (PCR) and intra-molecular self-ligation. A genetically stable constitutive expression vector was isolated in an in vivo genetic selection. Second, the entire plasmid was randomly mutated in a slightly mutagenic long polymerase chain reaction. The PCR products were digested with a restriction enzyme, self-ligated by T4 DNA ligase and transformed into E. coli. The resulting library of beta-galactosidase (beta-gal) mutants consisted mostly ( approximately 80%) of hypomorphs, suggesting that the mutation rate was appropriate for directed evolution applications. We isolated and characterized 14 variants with increased activity in reactions with 5-bromo-4-chloro-3-indolyl-beta-d-galactopyranoside (X-gal). The purified protein derived from one clone exhibited a 100-fold improvement in k(cat) over its parent in reactions with para-nitrophenyl-beta-d-galactopyranoside (pNP-gal). This latter result clearly demonstrates the utility of whole plasmid mutagenic PCR for directed protein evolution.
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Affiliation(s)
- Ichiro Matsumura
- Department of Biochemistry, Center for Fundamental and Molecular Evolution, Emory University School of Medicine, Rollins Research Center, Room 4119, 1510 Clifton Road, Atlanta, GA 30322, USA.
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Metanis N, Keinan E, Dawson PE. A designed synthetic analogue of 4-OT is specific for a non-natural substrate. J Am Chem Soc 2005; 127:5862-8. [PMID: 15839684 DOI: 10.1021/ja050110b] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The substrate specificity of 4-oxalocrotonate tautomerase (4-OT) is characterized by electrostatic interactions between positively charged arginine (Arg) side chains on the enzyme and the dianionic substrate, 4-oxalocrotonate. To generate specific hydrogen-bonding interactions with a monoanionic substrate analogue, we have introduced a urea functional group into the active site by replacing arginine side chains with isosteric citrulline (Cit) residues. This design was based on the complementarity between the urea functionality of citrulline and the uncharged amide function of the substrate, as opposed to the guanidinium-carboxylate electrostatic interaction between the wild-type enzyme and the natural substrate. Indeed, the synthetic (Arg39Cit)4-OT analogue catalyzed the tautomerization of the non-natural monoamide-monoacid substrate while it was a poor catalyst for the natural diacid substrate. The specificity of (Arg39Cit)4-OT for the monoamide-monoacid substrate relative to that of the diacid substrate was found to be 740-fold greater than that of the wild-type enzyme for tautomerization of the non-natural substrate as compared with the natural one. The role of electrostatic interactions in the tautomerization of the monoamide-monoacid substrate was probed in detail with several other Arg to Cit analogues of this enzyme. This study has demonstrated that chemical manipulation of the functional groups within the active site of an enzyme can modify its catalytic activity and substrate specificity in a predictable way, suggesting that the incorporation of noncoded amino acids into proteins has great promise for the development of new enzymatic mechanisms and new binding interactions.
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Affiliation(s)
- Norman Metanis
- Department of Chemistry and Institute of Catalysis Science and Technology, Technion-Israel Institute of Technology, Technion City, Haifa 32000, Israel
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Varadarajan N, Gam J, Olsen MJ, Georgiou G, Iverson BL. Engineering of protease variants exhibiting high catalytic activity and exquisite substrate selectivity. Proc Natl Acad Sci U S A 2005; 102:6855-60. [PMID: 15867160 PMCID: PMC1100772 DOI: 10.1073/pnas.0500063102] [Citation(s) in RCA: 120] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2005] [Indexed: 11/18/2022] Open
Abstract
The exquisite selectivity and catalytic activity of enzymes have been shaped by the effects of positive and negative selection pressure during the course of evolution. In contrast, enzyme variants engineered by using in vitro screening techniques to accept novel substrates typically display a higher degree of catalytic promiscuity and lower total turnover in comparison with their natural counterparts. Using bacterial display and multiparameter flow cytometry, we have developed a novel methodology for emulating positive and negative selective pressure in vitro for the isolation of enzyme variants with reactivity for desired novel substrates, while simultaneously excluding those with reactivity toward undesired substrates. Screening of a large library of random mutants of the Escherichia coli endopeptidase OmpT led to the isolation of an enzyme variant, 1.3.19, that cleaved an Ala-Arg peptide bond instead of the Arg-Arg bond preferred by the WT enzyme. Variant 1.3.19 exhibited greater than three million-fold selectivity (-Ala-Arg-/-Arg-Arg-) and a catalytic efficiency for Ala-Arg cleavage that is the same as that displayed by the parent for the preferred substrate, Arg-Arg. A single amino acid Ser223Arg substitution was shown to recapitulate completely the unique catalytic properties of the 1.3.19 variant. These results can be explained by proposing that this mutation acts to "swap" the P(1) Arg side chain normally found in WT substrate peptides with the 223Arg side chain in the S(1) subsite of OmpT.
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Affiliation(s)
- Navin Varadarajan
- Institute for Cellular and Molecular Biology and Department of Chemistry and Biochemistry, University of Texas, Austin, TX 78712, USA
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García-Junceda E, García-García JF, Bastida A, Fernández-Mayoralas A. Enzymes in the synthesis of bioactive compounds: the prodigious decades. Bioorg Med Chem 2004; 12:1817-34. [PMID: 15051051 DOI: 10.1016/j.bmc.2004.01.032] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2003] [Accepted: 01/16/2004] [Indexed: 11/16/2022]
Abstract
The growing demand for enantiomerically pure pharmaceuticals has impelled research on enzymes as catalysts for asymmetric synthetic transformations. However, the use of enzymes for this purpose was rather limited until the discovery that enzymes can work in organic solvents. Since the advent of the PCR the number of available enzymes has been growing rapidly and the tailor-made biocatalysts are becoming a reality. Thus, it has been possible the use of enzymes for the synthesis of new innovative medicines such as carbohydrates and their incorporation to modern methods for drug development, such as combinatorial chemistry. Finally, the genomic research is allowing the manipulation of whole genomes opening the door to the combinatorial biosynthesis of compounds. In this review, our intention is to highlight the main landmarks that have led to transfer the chemical efficiency shown by the enzymes in the cell to the synthesis of bioactive molecules in the lab during the last 20 years.
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Affiliation(s)
- Eduardo García-Junceda
- Departamento de Química Orgánica Biológica, Instituto de Química Orgánica General, CSIC, C/ Juan de la Cierva 3. Madrid 28006, Spain.
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26
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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. [PMID: 15069062 DOI: 10.1074/jbc.m401447200] [Citation(s) in RCA: 56] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
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.
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Affiliation(s)
- Melissa L Geddie
- Department of Biochemistry, Center for Fundamental and Molecular Evolution, Rollins Research Center, Emory University School of Medicine, Atlanta, Georgia 30322, USA
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27
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Doerr AJ, Case MA, Pelczer I, McLendon GL. Design of a Functional Protein for Molecular Recognition: Specificity of Ligand Binding in a Metal-Assembled Protein Cavity Probed by 19F NMR. J Am Chem Soc 2004; 126:4192-8. [PMID: 15053608 DOI: 10.1021/ja035798b] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A metal-assembled homotrimeric coiled coil based on the GCN4-p1 sequence has been designed that noncovalently binds hexafluorobenzene and other similar ligands in a hydrophobic cavity, created by making the core substitution Asn16Ala ([Fe(bpyGCN4-N16A)3]2+). The KD of binding of hexafluorobenzene with [Fe(bpyGCN4-N16A)3]2+ was observed to be 1.1(9) x 10(-4) M by diffusion NMR experiments. A control coiled coil with the core substitution Asn16Val ([Fe(bpyGCN4-N16V)3]2+) exhibited a significantly weaker association with hexafluorobenzene, providing evidence that even in the absence of structural data, benzene-like ligands bind in the cavity created by the Asn16Ala substitution. 19F NMR was employed to observe hexafluorobenzene binding and to monitor titrations with competing hydrophobic and polar ligands similar in size and shape to hexafluorobenzene. All hydrophobic ligands bound with greater affinity than the polar ligands in the hydrophobic core, although the cavity seems to be somewhat flexible in terms of the sizes of molecules it can accommodate. Thus 19F NMR has proved to be a useful spectral tool to probe molecular recognition in a hydrophobic cavity of a metal-assembled coiled coil.
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Affiliation(s)
- Allison J Doerr
- Department of Chemistry, Princeton University, Princeton, New Jersey, USA
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28
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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. [PMID: 12972256 DOI: 10.1016/s0022-2836(03)00972-0] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Protein engineers can alter the properties of enzymes by directing their evolution in vitro. Many methods to generate molecular diversity and to identify improved clones have been developed, but experimental evolution remains as much an art as a science. We previously used DNA shuffling (sexual recombination) and a histochemical screen to direct the evolution of Escherichia coli beta-glucuronidase (GUS) variants with improved beta-galactosidase (BGAL) activity. Here, we employ the same model evolutionary system to test the efficiencies of several other techniques: recursive random mutagenesis (asexual), combinatorial cassette mutagenesis (high-frequency recombination) and a versatile high-throughput microplate screen. GUS variants with altered specificity evolved in each trial, but different combinations of mutagenesis and screening techniques effected the fixation of different beneficial mutations. The new microplate screen identified a broader set of mutations than the previously employed X-gal colony screen. Recursive random mutagenesis produced essentially asexual populations, within which beneficial mutations drove each other into extinction (clonal interference); DNA shuffling and combinatorial cassette mutagenesis led instead to the accumulation of beneficial mutations within a single allele. These results explain why recombinational approaches generally increase the efficiency of laboratory evolution.
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Affiliation(s)
- Lori A Rowe
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
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29
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Looger LL, Dwyer MA, Smith JJ, Hellinga HW. Computational design of receptor and sensor proteins with novel functions. Nature 2003; 423:185-90. [PMID: 12736688 DOI: 10.1038/nature01556] [Citation(s) in RCA: 461] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2002] [Accepted: 03/10/2003] [Indexed: 11/08/2022]
Abstract
The formation of complexes between proteins and ligands is fundamental to biological processes at the molecular level. Manipulation of molecular recognition between ligands and proteins is therefore important for basic biological studies and has many biotechnological applications, including the construction of enzymes, biosensors, genetic circuits, signal transduction pathways and chiral separations. The systematic manipulation of binding sites remains a major challenge. Computational design offers enormous generality for engineering protein structure and function. Here we present a structure-based computational method that can drastically redesign protein ligand-binding specificities. This method was used to construct soluble receptors that bind trinitrotoluene, l-lactate or serotonin with high selectivity and affinity. These engineered receptors can function as biosensors for their new ligands; we also incorporated them into synthetic bacterial signal transduction pathways, regulating gene expression in response to extracellular trinitrotoluene or l-lactate. The use of various ligands and proteins shows that a high degree of control over biomolecular recognition has been established computationally. The biological and biosensing activities of the designed receptors illustrate potential applications of computational design.
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Affiliation(s)
- Loren L Looger
- Department of Biochemistry, Duke University Medical Center, Durham, North Carolina 27710, USA
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30
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Berg DT, Gerlitz B, Shang J, Smith T, Santa P, Richardson MA, Kurz KD, Grinnell BW, Mace K, Jones BE. Engineering the proteolytic specificity of activated protein C improves its pharmacological properties. Proc Natl Acad Sci U S A 2003; 100:4423-8. [PMID: 12671072 PMCID: PMC153571 DOI: 10.1073/pnas.0736918100] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Human activated protein C (APC) is an antithrombotic, antiinflammatory serine protease that plays a central role in vascular homeostasis, and activated recombinant protein C, drotrecogin alfa (activated), has been shown to reduce mortality in patients with severe sepsis. Similar to other serine proteases, functional APC levels are regulated by the serine protease inhibitor family of proteins including alpha(1)-antitrypsin and protein C inhibitor. Using APC-substrate modeling, we designed and produced a number of derivatives with the goal of altering the proteolytic specificity of APC such that the variants exhibited resistance to inactivation by protein C inhibitor and alpha(1)-antitrypsin yet maintained their primary anticoagulant activity. Substitutions at Leu-194 were of particular interest, because they exhibited 4- to 6-fold reductions in the rate of inactivation in human plasma and substantially increased pharmacokinetic profiles compared with wild-type APC. This was achieved with minimal impairment of the anticoagulant/antithrombotic activity of APC. These data demonstrate the ability to selectively modulate substrate specificity and subsequently affect in vivo performance and suggest therapeutic opportunities for the use of protein C derivatives in disease states with elevated serine protease inhibitor levels.
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Affiliation(s)
- David T Berg
- Division of BioResearch Technologies and Proteins, Lilly Research Laboratories, Lilly Corporate Center, Indianapolis, IN 46285, USA
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31
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Abstract
Lipases and esterases are frequently used in the synthesis of optically pure compounds; however, natural enzymes do not always show sufficiently high enantioselectivity. Variation of the structure of the substrates, modification of the reaction system or protein engineering (e.g. the expression of pure enzymes, rational design or directed evolution) are strategies that can be employed to improve the distinction between two enantiomers or enantiotopic groups.
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Affiliation(s)
- Uwe T Bornscheuer
- Institute of Chemistry & Biochemistry, Department of Technical Chemistry & Biotechnology, Greifswald University, Soldmannstrasse 16, D-17487, Greifswald, Germany.
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Bornscheuer UT, Bessler C, Srinivas R, Krishna SH. Optimizing lipases and related enzymes for efficient application. Trends Biotechnol 2002; 20:433-7. [PMID: 12220906 DOI: 10.1016/s0167-7799(02)02046-2] [Citation(s) in RCA: 161] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Although numerous reactions have been performed using lipases and related enzymes (e.g. esterases and phospholipases), it is still a challenge to identify the most suitable biocatalyst and best reaction conditions for an efficient application. Frequently used methods such as immobilization and optimization of the reaction medium cannot be transferred from one reaction system or substrate to another. However, in the past few years, rational protein design and directed evolution have emerged as efficient alternative methods to optimize biocatalytic reactions.
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Affiliation(s)
- Uwe T Bornscheuer
- Institute of Chemistry & Biochemistry, Department of Technical Chemistry & Biotechnology, Greifswald University, Soldmannstr. 16, D-17487 Greifswald, Germany.
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Abstract
The efficient application of biocatalysts requires the availability of suitable enzymes with high activity and stability under process conditions, desired substrate selectivity and high enantioselectivity. However, wild-type enzymes often need to be optimized to fulfill these requirements. Two rather contradictory tools can be used on a molecular level to create tailor-made biocatalysts: directed evolution and rational protein design.
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Affiliation(s)
- U T Bornscheuer
- Institute for Chemistry & Biochemistry, Department of Technical Chemistry & Biotechnology, Greifswald University, Germany.
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Matsumura I, Ellington AD. In vitro evolution of beta-glucuronidase into a beta-galactosidase proceeds through non-specific intermediates. J Mol Biol 2001; 305:331-9. [PMID: 11124909 DOI: 10.1006/jmbi.2000.4259] [Citation(s) in RCA: 148] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The Escherichia coli beta-glucuronidase (GUS) was evolved in vitro to catalyze the hydrolysis of a beta-galactoside substrate 500 times more efficiently (k(cat)/K(m)) than the wild-type, with a 52 million-fold inversion in specificity. The amino acid substitutions that recurred among 32 clones isolated in three rounds of DNA shuffling and screening were mapped to the active site. The functional consequences of these mutations were investigated by introducing them individually or in combination into otherwise wild-type gusA genes. The kinetic behavior of the purified mutant proteins in reactions with a series of substrate analogues show that four mutations account for the changes in substrate specificity, and that they are synergistic. An evolutionary intermediate, unlike the wild-type and evolved forms, exhibits broadened specificity for substrates dissimilar to either glucuronides or galactosides. These results are consistent with the "patchwork" hypothesis, which postulates that modern enzymes diverged from ancestors with broad specificity.
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Affiliation(s)
- I Matsumura
- Institute of Cellular and Molecular Biology, ICMB A4800/MBB 3.424, University of Texas, 26th and Speedway, Austin, TX, 78712, USA
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35
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Maves SA, Sligar SG. Understanding thermostability in cytochrome P450 by combinatorial mutagenesis. Protein Sci 2001; 10:161-8. [PMID: 11266604 PMCID: PMC2249849 DOI: 10.1110/ps.17601] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2000] [Revised: 10/30/2000] [Accepted: 10/31/2000] [Indexed: 10/17/2022]
Abstract
The cytochromes P450 are an important class of mono-oxygenases involved in xenobiotic metabolism and steroid biosynthesis in a diverse set of life forms. Discovery of CYP-119, a P450 from the archea Sulfolobus solfataricus has provided a means for understanding nature's method of stabilizing this important protein superfamily. To identify classes of stabilizing interactions used by CYP-119, we have generated a randomized library of point mutants and screened for mutants that are less thermostable than the wild type by monitoring the characteristic Soret band in the visible region of the cell lysis. The selected mutants were characterized by differential scanning calorimetry to compare the temperatures of the melting transitions of the various mutants. The identified mutations suggested that electrostatic interactions involving salt links and charge-charge interactions, as well as contributions from other interactions such as aromatic stacking, and side chain volume of hydrophobic residues contribute to enhanced thermostability in this cytochrome P450.
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Affiliation(s)
- S A Maves
- The Beckman Institute for Advanced Science and Technology and the Department of Biochemistry, University of Illinois, Urbana, Illinois 61801, USA
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36
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DeSantis G, Jones JB. Probing the altered specificity and catalytic properties of mutant subtilisin chemically modified at position S156C and S166C in the S1 pocket. Bioorg Med Chem 1999; 7:1381-7. [PMID: 10465412 DOI: 10.1016/s0968-0896(99)00068-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
A series of chemically modified mutants (CMMs) of subtilisin B. lentus (SBL) were generated employing the combination of site-directed mutagenesis and chemical modification. This strategy entails the mutation of a selected active site residue to cysteine and its subsequent modification with a methanethiosulfonate reagent CH3SO2S-R, where R may be infinitely variable. The present study was undertaken to evaluate the changes in specificity and pH-activity profiles that could be induced by modification of S156C and S166C in the S1 pocket of SBL with a representative range of side chain modifications, namely R=-CH3, -CH2C6H5, -CH2CH2NH3+ and CH2CH2SO3 . The side chain of S156C is surface exposed and well solvated while that of S166C points into the pocket. Kinetic evaluation of the CMMs with suc-AAPF-pNA as substrate showed that the kcat/K(M)s changed very little for the S156C CMMs, but varied by up to 11-fold for the S166C CMMs. pH-Activity profiles were also determined, and showed that a negatively or positively charged side chain modification increased or decreased respectively, the pKa of the catalytic triad histidine for both modification sites but with more dramatic changes for the interior pointing S166C than for the solvent exposed S156C site. As an additional probe of altered specificity, inhibition of the CMMs by a representative series of 5 boronic acid transition state analogue inhibitors was determined. The K(I)s observed ranged from a 3.5-fold improvement over the WT value, to a 12-fold decrease in binding. Overall, greater variability in all the parameters measured, activity, pKa, and boronic acid binding resulted from modification at the inward pointing 166 site than at the solvent-exposed 156 site.
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Affiliation(s)
- G DeSantis
- Department of Chemistry, University of Toronto, Ontario, Canada
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37
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Abstract
Recently developed scientific instrumentation featuring surface plasmon resonance detection allows the detection of biomolecular interactions in real time and without chemical modification of the binding partners. These biosensors are proving invaluable tools in protein engineering, particularly in research aimed at the isolation and improvement of protein binders and catalysts from macromolecular repertoires containing billions of individual members. This article reviews the use of biosensor technology for the isolation and characterization of engineered antibodies and enzymes.
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Affiliation(s)
- A Huber
- Institute of Molecular Biology and Biophysics, Swiss Federal Institute of Technology CH-8093 Zurich, Switzerland
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