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1.
Appl Microbiol Biotechnol ; 104(13): 6013-6022, 2020 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-32367311

RESUMO

Directed evolution has become an important method to unleash the latent potential of enzymes to make them uniquely suited for human purposes. However, the need for a large reagent volume and sophisticated instrumentation hampers its broad implementation. In an attempt to address this problem, here we report a paper-based high-throughput screening approach that should find broad application in generating desired enzymes. As an example case, the dehalogenation reaction of the halohydrin dehalogenase was adopted for assay development. In addition to visual detection, quantitative measurements were performed by measuring the color intensity of an image that was photographed by a smartphone and processed using ImageJ free software. The proposed method was first validated using a gold standard method and then applied to mutagenesis library screening with reduced consumption of reagents (i.e., ≤ 10 µl per assay) and a shorter assay time. We identified two active mutants (P135A and G137A) with improved activities toward four tested substrates. The assay not only consumes less reagents but also eliminates the need for expensive instrumentation. The proposed method demonstrates the potential of paper-based whole-cell screening coupled with digital image colorimetry as a promising approach for the discovery of industrially important enzymes.Key Points• A frugal method was developed for directed enzyme evolution.• Mutagenesis libraries were successfully screened on a paper platform.• Smartphone imaging was efficiently used to measure enzyme activities.


Assuntos
Evolução Molecular Direcionada/métodos , Ensaios de Triagem em Larga Escala/métodos , Papel , Catálise , Colorimetria , Evolução Molecular Direcionada/economia , Evolução Molecular Direcionada/normas , Escherichia coli/genética , Escherichia coli/metabolismo , Biblioteca Gênica , Ensaios de Triagem em Larga Escala/economia , Ensaios de Triagem em Larga Escala/normas , Hidrolases/genética , Hidrolases/metabolismo , Mutagênese , Mutação , Reprodutibilidade dos Testes , Smartphone
2.
Methods Enzymol ; 608: 59-79, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30173773

RESUMO

Directed evolution (DE) is a powerful tool for optimizing an enzyme's properties toward a particular objective, such as broader substrate scope, greater thermostability, or increased kcat. A successful DE project requires the generation of genetic diversity and subsequent screening or selection to identify variants with improved fitness. In contrast to random methods (error-prone PCR or DNA shuffling), site-directed mutagenesis enables the rational design of variant libraries and provides control over the nature and frequency of the encoded mutations. Knowledge of protein structure, dynamics, enzyme mechanisms, and natural evolution demonstrates that multiple (combinatorial) mutations are required to discover the most improved variants. To this end, we describe an experimentally straightforward and low-cost method for the preparation of combinatorial variant libraries. Our approach employs a two-step PCR protocol, first producing mutagenic megaprimers, which can then be combined in a "mix-and-match" fashion to generate diverse sets of combinatorial variant libraries both quickly and accurately.


Assuntos
Evolução Molecular Direcionada/métodos , Engenharia de Proteínas/métodos , Sequência de Bases , Biocatálise , DNA/genética , Primers do DNA/genética , Evolução Molecular Direcionada/economia , Biblioteca Gênica , Mutagênese , Reação em Cadeia da Polimerase/economia , Reação em Cadeia da Polimerase/métodos , Engenharia de Proteínas/economia , Biologia Sintética/economia , Biologia Sintética/métodos
4.
Bioresour Technol ; 164: 12-9, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24835913

RESUMO

Pullulan production by Aureobasidium pullulans CCTCC M 2012259 using rice hull hydrolysate as the carbon source was conducted. The acetic acid in the hydrolysate was demonstrated to exert a negative effect on pullulan biosynthesis. Instead of employing expensive methods to remove acetic acid from the hydrolysate, a mutant A. pullulans ARH-1 was isolated following 20 cycles of adaptive laboratory evolution of the parental strain on medium containing acetic acid. The maximum pullulan production achieved by the adapted mutant at 48 h using the hydrolysate of untreated rice hull was 22.2 g L(-1), while that obtained by the parental strain at 60 h was 15.6 g L(-1). The assay of key enzymes associated with pullulan biosynthesis revealed that acetic acid inhibited enzyme activity rather than suppressing enzyme synthesis. These results demonstrated that adaptive evolution highly improved the efficiency of pullulan production by A. pullulans using the hydrolysate of untreated rice hull.


Assuntos
Ascomicetos/metabolismo , Biotecnologia/métodos , Evolução Molecular Direcionada/métodos , Glucanos/biossíntese , Oryza/química , Resíduos/análise , Ácido Acético/metabolismo , Agricultura , Ascomicetos/efeitos dos fármacos , Ascomicetos/enzimologia , Ascomicetos/crescimento & desenvolvimento , Técnicas de Cultura Celular por Lotes , Biotecnologia/economia , Carboidratos , Carbono/farmacologia , Fermentação/efeitos dos fármacos , Alimentos , Hidrólise/efeitos dos fármacos , Resíduos Industriais/análise , Espectroscopia de Infravermelho com Transformada de Fourier , Fatores de Tempo
5.
PLoS One ; 8(10): e76687, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24204655

RESUMO

The rules that govern adaptive protein evolution remain incompletely understood. Aminoglycoside aminotransferase (3') type IIIa (hereafter abbreviated APH(3')-IIIa) is a good model enzyme because it inactivates kanamycin efficiently; it recognizes other aminoglycoside antibiotics, including amikacin, but not nearly as well. Here we direct the evolution of APH(3')-IIIa variants with increased activity against amikacin. After four rounds of random mutation and selection in Escherichia coli, the minimum inhibitory concentration of amikacin rose from 18 micrograms/mL (wild-type enzyme) to over 1200 micrograms/mL (clone 4.1). The artificially evolved 4.1 APH(3')-IIIa variant exhibited 19-fold greater catalytic efficiency (k cat/K M) than did the wild-type enzyme in reactions with amikacin. E. coli expressing the evolved 4.1 APH(3')-IIIa also exhibited a four-fold decrease in fitness (as measured by counting colony forming units in liquid cultures with the same optical density) compared with isogenic cells expressing the wild-type protein under non-selective conditions. We speculate that these fitness costs, in combination with the prevalence of other amikacin-modifying enzymes, hinder the evolution of APH(3')-IIIa in clinical settings.


Assuntos
Amicacina/farmacologia , Proteínas de Escherichia coli/genética , Canamicina Quinase/genética , Mutação/efeitos dos fármacos , Antibacterianos/farmacologia , Biocatálise , Cristalografia por Raios X , Evolução Molecular Direcionada/métodos , Relação Dose-Resposta a Droga , Estabilidade Enzimática , Escherichia coli/efeitos dos fármacos , Escherichia coli/genética , Escherichia coli/crescimento & desenvolvimento , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/metabolismo , Aptidão Genética , Canamicina Quinase/química , Canamicina Quinase/metabolismo , Cinética , Testes de Sensibilidade Microbiana , Modelos Moleculares , Estrutura Terciária de Proteína
6.
FEBS Lett ; 587(8): 1155-63, 2013 Apr 17.
Artigo em Inglês | MEDLINE | ID: mdl-23318711

RESUMO

This review presents a brief overview of the general categories of commercially used proteases, and critically surveys the successful strategies currently being used to improve the properties of proteases for various commercial purposes. We describe the broad application of proteases in laundry detergents, food processing, and the leather industry. The review also introduces the expanding development of proteases as a class of therapeutic agents, as well as highlighting recent progress in the field of protease engineering. The potential commercial applications of proteases are rapidly growing as recent technological advances are producing proteases with novel properties and substrate specificities.


Assuntos
Peptídeo Hidrolases/química , Peptídeo Hidrolases/metabolismo , Engenharia de Proteínas/métodos , Indústria Química/métodos , Indústria Química/tendências , Biologia Computacional/métodos , Biologia Computacional/tendências , Evolução Molecular Direcionada/métodos , Evolução Molecular Direcionada/tendências , Indústria Farmacêutica/métodos , Indústria Farmacêutica/tendências , Indústria Alimentícia/métodos , Indústria Alimentícia/tendências , Previsões , Humanos , Peptídeo Hidrolases/genética , Engenharia de Proteínas/tendências
7.
Biosystems ; 101(3): 194-9, 2010 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-20650304

RESUMO

In this paper, we consider two complementary cost functions for the landscape exploring processes to obtain the global optimum sequence through in vitro evolution protocol: one is the entropic cost C(etp), which is based on the deviation from the uniformity of a mutant distribution in sequence space, and the other is the energetic cost C(eng), which is based on the total number of sequences to be generated and evaluated. Based on a prior knowledge about the structure of a given fitness landscapes, the conductor of the experiment can think up the efficient search algorithm (ESA), which requires the minimum number of points (=sequences) to be searched up to the global optimum. For five typical fitness landscapes, we considered their respective (putative) ESA, C(etp)(*) and C(eng)(*) based on the ESA. As a result, we found a trade-off relationship between C(etp)(*) and C(eng)(*) for every case, that is, C(eng)(*)+C(etp)(*) is approximately equal to the logarithm of the volume of the sequence space. C(etp)(*) and C(eng)(*) are interpreted in terms of the information-theoretic concepts.


Assuntos
Algoritmos , Evolução Molecular Direcionada/métodos , Metabolismo Energético/fisiologia , Entropia , Aptidão Genética/genética , Modelos Genéticos , Ferramenta de Busca
8.
J Am Chem Soc ; 131(26): 9189-91, 2009 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-19522494

RESUMO

In vitro selection is a key component of efforts to discover functional nucleic acids and small molecules from libraries of DNA, RNA, and DNA-encoded small molecules. Such selections have been widely used to evolve RNA and DNA catalysts and, more recently, to discover new reactions from DNA-encoded libraries of potential substrates. While effective, current strategies for selections of bond-forming and bond-cleaving reactivity are generally indirect, require the synthesis of biotin-linked substrates, and involve multiple solution-phase and solid-phase manipulations. In this work we report the successful development and validation of reactivity-dependent PCR (RDPCR), a new method that more directly links bond formation or bond cleavage with the amplification of desired sequences and that obviates the need for solid-phase capture, washing, and elution steps. We show that RDPCR can be used to select for bond formation in the context of reaction discovery and for bond cleavage in the context of protease activity profiling.


Assuntos
DNA/química , Evolução Molecular Direcionada/métodos , Reação em Cadeia da Polimerase/métodos , RNA/química , DNA/genética , Evolução Molecular Direcionada/economia , Biblioteca Gênica , Sequências Repetidas Invertidas , Reação em Cadeia da Polimerase/economia , RNA/genética , Temperatura de Transição
9.
Adv Biochem Eng Biotechnol ; 110: 81-114, 2008.
Artigo em Inglês | MEDLINE | ID: mdl-18594785

RESUMO

In vitro compartmentalization (IVC) is a powerful tool for studying protein-protein reactions, due to its high capacity and the versatility of droplet technologies. IVC bridges the gap between chemistry and biology as it enables the incorporation of unnatural amino acids with modifications into biological systems, through protein transcription and translation reactions, in a cell-like microdrop environment. The quest for the ultimate chip for protein studies using IVC is the drive for the development of various microfluidic droplet technologies to enable these unusual biochemical reactions to occur. These techniques have been shown to generate precise microdrops with a controlled size. Various chemical and physical phenomena have been utilized for on-chip manipulation to allow the droplets to be generated, fused, and split. Coupled with detection techniques, droplets can be sorted and selected. These capabilities allow directed protein evolution to be carried out on a microchip. With further technological development of the detection module, factors such as addressable storage, transport and interfacing technologies, could be integrated and thus provide platforms for protein studies with high efficiency and accuracy that conventional laboratories cannot achieve.


Assuntos
Evolução Molecular Direcionada/instrumentação , Evolução Molecular Direcionada/métodos , Técnicas Analíticas Microfluídicas/instrumentação , Técnicas Analíticas Microfluídicas/métodos , Mapeamento de Interação de Proteínas/instrumentação , Mapeamento de Interação de Proteínas/métodos , Evolução Molecular Direcionada/tendências , Desenho de Equipamento , Técnicas Analíticas Microfluídicas/tendências , Mapeamento de Interação de Proteínas/tendências
10.
Biochemistry ; 46(39): 11216-22, 2007 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-17824673

RESUMO

Glycoside hydrolase family 13 (GH13) members have evolved to possess various distinct reaction specificities despite the overall structural similarity. In this study we investigated the evolutionary input required to effeciently interchange these specificities and also compared the effectiveness of laboratory evolution techniques applied, i.e., error-prone PCR and saturation mutagenesis. Conversion of our model enzyme, cyclodextrin glucanotransferase (CGTase), into an alpha-amylase like hydrolytic enzyme by saturation mutagenesis close to the catalytic core yielded a triple mutant (A231V/F260W/F184Q) with the highest hydrolytic rate ever recorded for a CGTase, similar to that of a highly active alpha-amylase, while cyclodextrin production was virtually abolished. Screening of a much larger, error-prone PCR generated library yielded far less effective mutants. Our results demonstrate that it requires only three mutations to change CGTase reaction specificity into that of another GH13 enzyme. This suggests that GH13 members may have diversified by introduction of a limited number of mutations to the common ancestor, and that interconversion of reaction specificites may prove easier than previously thought.


Assuntos
Glucosiltransferases/metabolismo , alfa-Amilases/metabolismo , Sequência de Aminoácidos , Proteínas de Bactérias/química , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Sequência de Carboidratos , Domínio Catalítico/genética , Cromatografia Líquida de Alta Pressão , Evolução Molecular Direcionada/métodos , Glucosiltransferases/química , Glucosiltransferases/genética , Hidrólise , Cinética , Dados de Sequência Molecular , Estrutura Molecular , Mutagênese Sítio-Dirigida , Mutação , Oligossacarídeos/química , Oligossacarídeos/metabolismo , Homologia de Sequência de Aminoácidos , alfa-Amilases/química , alfa-Amilases/genética
11.
Biotechnol Prog ; 22(4): 961-7, 2006.
Artigo em Inglês | MEDLINE | ID: mdl-16889370

RESUMO

Following diversity generation in combinatorial protein engineering, a significant amount of effort is expended in screening the library for improved variants. Pooling, or combining multiple cells into the same assay well when screening, is a means to increase throughput and screen a larger portion of the library with less time and effort. We have developed and validated a Monte Carlo simulation model of pooling and used it to screen a library of beta-galactosidase mutants randomized in the active site to increase their activity toward fucosides. Here, we show that our model can successfully predict the number of highly improved mutants obtained via pooling and that pooling does increase the number of good mutants obtained. In unpooled conditions, we found a total of three mutants with higher activity toward p-nitrophenyl-beta-D-fucoside than that of the wild-type beta-galactosidase, whereas when pooling 10 cells per well we found a total of approximately 10 improved mutants. In addition, the number of "supermutants", those with the highest activity increase, was also higher when pooling was used. Pooling is a useful tool for increasing the efficiency of screening combinatorial protein engineering libraries.


Assuntos
Evolução Molecular Direcionada/métodos , Método de Monte Carlo , Engenharia de Proteínas/métodos , beta-Galactosidase/química , beta-Galactosidase/genética , Sítios de Ligação , Simulação por Computador , Glicosídeos/química , Mutagênese Sítio-Dirigida , Biblioteca de Peptídeos , Sensibilidade e Especificidade , Relação Estrutura-Atividade
12.
Trends Biotechnol ; 24(6): 281-7, 2006 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-16647150

RESUMO

Modern biocatalysis is developing new and precise tools to improve a wide range of production processes, which reduce energy and raw material consumption and generate less waste and toxic side-products. Biocatalysis is also achieving new advances in environmental fields, from enzymatic bioremediation to the synthesis of renewable and clean energies and biochemical cleaning of 'dirty' fossil fuels. Despite the obvious benefits of biocatalysis, the major hurdles hindering the exploitation of the repertoire of enzymatic processes are, in many cases, the high production costs and the low yields obtained. This article will discuss these issues, pinpointing specific new advances in recombinant DNA techniques amenable to future biocatalyst development, in addition to drawing the attention of the biotechnology community to the active pursuit and development of environmental biocatalysis, from remediation with enzymes to novel green processes.


Assuntos
Biodegradação Ambiental , Fontes de Energia Bioelétrica/provisão & distribuição , Catálise , Combustíveis Fósseis/provisão & distribuição , Organismos Geneticamente Modificados/microbiologia , Evolução Molecular Direcionada/métodos , Microbiologia Ambiental , Enzimas/biossíntese , Enzimas/provisão & distribuição , Combustíveis Fósseis/economia , Combustíveis Fósseis/microbiologia
13.
Genome Res ; 12(12): 1950-60, 2002 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-12466300

RESUMO

A machine that employs a novel reagent delivery technique for biomolecular synthesis has been developed. This machine separates the addressing of individual synthesis sites from the actual process of reagent delivery by using masks placed over the sites. Because of this separation, this machine is both cost-effective and scalable, and thus the time required to synthesize 384 or 1536 unique biomolecules is very nearly the same. Importantly, the mask design allows scaling of the number of synthesis sites without the addition of new valving. Physical and biological comparisons between DNA made on a commercially available synthesizer and this unit show that it produces DNA of similar quality.


Assuntos
DNA/síntese química , Evolução Molecular Direcionada/instrumentação , Evolução Molecular Direcionada/métodos , DNA/biossíntese , DNA/economia , Evolução Molecular Direcionada/economia , Indicadores e Reagentes , Sondas de Oligonucleotídeos/biossíntese , Sondas de Oligonucleotídeos/síntese química , Sondas de Oligonucleotídeos/economia , Reação em Cadeia da Polimerase , Análise de Sequência de DNA/economia , Análise de Sequência de DNA/instrumentação , Análise de Sequência de DNA/métodos , Software , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz
14.
Curr Opin Chem Biol ; 5(2): 130-6, 2001 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-11282338

RESUMO

The number of industrial processes for the synthesis of fine and commodity chemicals, pharmaceutical and agrochemical intermediates and drug substances utilizing biological catalysts continues to grow. The combination of new molecular biology techniques, such as directed evolution and pathway engineering, with new and efficient high-throughput screening methods is poised to bolster this field and further advance the contribution of biocatalysis to the chemical and the pharmaceutical industries.


Assuntos
Indústria Química/métodos , Indústria Farmacêutica/métodos , Enzimas/metabolismo , Preparações Farmacêuticas/síntese química , Catálise , Indústria Química/tendências , Evolução Molecular Direcionada/métodos , Indústria Farmacêutica/tendências , Enzimas/química , Engenharia Genética/métodos , Herbicidas/síntese química , Hidroliases/química , Hidroliases/metabolismo , Penicilina Amidase/química , Penicilina Amidase/metabolismo
15.
J Mol Biol ; 272(3): 336-47, 1997 Sep 26.
Artigo em Inglês | MEDLINE | ID: mdl-9325094

RESUMO

Sets of genes improved by directed evolution can be recombined in vitro to produce further improvements in protein function. Recombination is particularly useful when improved sequences are available; costs of generating such sequences, however, must be weighed against the costs of further evolution by sequential random mutagenesis. Four genes encoding para-nitrobenzyl (pNB) esterase variants exhibiting enhanced activity were recombined in two cycles of high-fidelity DNA shuffling and screening. Genes encoding enzymes exhibiting further improvements in activity were analyzed in order to elucidate evolutionary processes at the DNA level and begin to provide an experimental basis for choosing in vitro evolution strategies and setting key parameters for recombination. DNA sequencing of improved variants from the two rounds of DNA shuffling confirmed important features of the recombination process: rapid fixation and accumulation of beneficial mutations from multiple parent sequences as well as removal of silent and deleterious mutations. The five to sixfold further enhancement of total activity towards the para-nitrophenyl (pNP) ester of loracarbef was obtained through recombination of mutations from several parent sequences as well as new point mutations. Computer simulations of recombination and screening illustrate the trade-offs between recombining fewer parent sequences (in order to reduce screening requirements) and lowering the potential for further evolution. Search strategies which may substantially reduce screening requirements in certain situations are described.


Assuntos
Hidrolases de Éster Carboxílico/genética , Hidrolases de Éster Carboxílico/metabolismo , Evolução Molecular Direcionada/métodos , Recombinação Genética , Projetos de Pesquisa , Simulação por Computador , Evolução Molecular Direcionada/economia , Modelos Genéticos , Mutagênese , Seleção Genética
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