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1.
Mol Cell ; 72(1): 178-186.e5, 2018 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-30270109

RESUMO

Substantial improvements in enzyme activity demand multiple mutations at spatially proximal positions in the active site. Such mutations, however, often exhibit unpredictable epistatic (non-additive) effects on activity. Here we describe FuncLib, an automated method for designing multipoint mutations at enzyme active sites using phylogenetic analysis and Rosetta design calculations. We applied FuncLib to two unrelated enzymes, a phosphotriesterase and an acetyl-CoA synthetase. All designs were active, and most showed activity profiles that significantly differed from the wild-type and from one another. Several dozen designs with only 3-6 active-site mutations exhibited 10- to 4,000-fold higher efficiencies with a range of alternative substrates, including hydrolysis of the toxic organophosphate nerve agents soman and cyclosarin and synthesis of butyryl-CoA. FuncLib is implemented as a web server (http://FuncLib.weizmann.ac.il); it circumvents iterative, high-throughput experimental screens and opens the way to designing highly efficient and diverse catalytic repertoires.


Assuntos
Domínio Catalítico , Coenzima A Ligases/química , Hidrolases de Triester Fosfórico/química , Engenharia de Proteínas , Acil Coenzima A/biossíntese , Acil Coenzima A/química , Catálise , Coenzima A Ligases/genética , Cinética , Mutação , Compostos Organofosforados/química , Hidrolases de Triester Fosfórico/genética , Filogenia , Software , Especificidade por Substrato
2.
Proc Natl Acad Sci U S A ; 115(49): E11455-E11464, 2018 12 04.
Artigo em Inglês | MEDLINE | ID: mdl-30459276

RESUMO

Photorespiration recycles ribulose-1,5-bisphosphate carboxylase/oxygenase (Rubisco) oxygenation product, 2-phosphoglycolate, back into the Calvin Cycle. Natural photorespiration, however, limits agricultural productivity by dissipating energy and releasing CO2 Several photorespiration bypasses have been previously suggested but were limited to existing enzymes and pathways that release CO2 Here, we harness the power of enzyme and metabolic engineering to establish synthetic routes that bypass photorespiration without CO2 release. By defining specific reaction rules, we systematically identified promising routes that assimilate 2-phosphoglycolate into the Calvin Cycle without carbon loss. We further developed a kinetic-stoichiometric model that indicates that the identified synthetic shunts could potentially enhance carbon fixation rate across the physiological range of irradiation and CO2, even if most of their enzymes operate at a tenth of Rubisco's maximal carboxylation activity. Glycolate reduction to glycolaldehyde is essential for several of the synthetic shunts but is not known to occur naturally. We, therefore, used computational design and directed evolution to establish this activity in two sequential reactions. An acetyl-CoA synthetase was engineered for higher stability and glycolyl-CoA synthesis. A propionyl-CoA reductase was engineered for higher selectivity for glycolyl-CoA and for use of NADPH over NAD+, thereby favoring reduction over oxidation. The engineered glycolate reduction module was then combined with downstream condensation and assimilation of glycolaldehyde to ribulose 1,5-bisphosphate, thus providing proof of principle for a carbon-conserving photorespiration pathway.


Assuntos
Dióxido de Carbono/metabolismo , Glicolatos/metabolismo , Fotossíntese/fisiologia , Simulação por Computador , Engenharia Metabólica , Modelos Biológicos , Engenharia de Proteínas , Ribulose-Bifosfato Carboxilase/metabolismo , Biologia Sintética
3.
Metab Eng ; 57: 217-227, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31821864

RESUMO

To meet the increasing global demand of biodiesel over the next decades, alternative methods for producing one of the key constituents of biodiesel (e.g. fatty acid methyl esters (FAMEs)) are needed. Algal biodiesel has been a long-term target compromised by excessive costs for harvesting and processing. In this work, we engineered cyanobacteria to convert carbon dioxide into excreted FAME, without requiring methanol as a methyl donor. To produce FAME, acyl-ACP, a product of the fatty acid biosynthesis pathway, was first converted into free fatty acid (FFA) by a thioesterase, namely 'UcFatB1 from Umbellularia californica. Next, by employing a juvenile hormone acid O-methyltransferase (DmJHAMT) from Drosophila melanogaster and S-adenosylmethionine (SAM) as a methyl donor, FFAs were converted into corresponding FAMEs. The esters were naturally secreted extracellularly, allowing simple product separation by solvent overlay as opposed to conventional algae biodiesel production where the algae biomass must first be harvested and processed for transesterification of extracted triacylglycerols (TAGs). By optimizing both the promoter and RBS elements, up to 120 mg/L of FAMEs were produced in 10 days. Quantification of key proteins and metabolites, together with constructs over-expressing SAM synthetase (MetK), indicated that 'UcFatB1, MetK, and DmJHAMT were the main factors limiting pathway flux. In order to solve the latter limitation, two reconstructed ancestral sequences of DmJHAMT were also tried, resulting in strains showing a broader methyl ester chain-length profile in comparison to the native DmJHAMT. Altogether, this work demonstrates a promising pathway for direct sunlight-driven conversion of CO2 into excreted FAME.


Assuntos
Biocombustíveis , Ácidos Graxos , Engenharia Metabólica , Microrganismos Geneticamente Modificados , Synechocystis , Esterificação , Ácidos Graxos/biossíntese , Ácidos Graxos/genética , Metanol , Microrganismos Geneticamente Modificados/genética , Microrganismos Geneticamente Modificados/crescimento & desenvolvimento , Synechocystis/genética , Synechocystis/crescimento & desenvolvimento
4.
Mol Biol Evol ; 33(10): 2633-41, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27413048

RESUMO

Ancestral reconstruction provides instrumental insights regarding the biochemical and biophysical characteristics of past proteins. A striking observation relates to the remarkably high thermostability of reconstructed ancestors. The latter has been linked to high environmental temperatures in the Precambrian era, the era relating to most reconstructed proteins. We found that inferred ancestors of the serum paraoxonase (PON) enzyme family, including the mammalian ancestor, exhibit dramatically increased thermostabilities compared with the extant, human enzyme (up to 30 °C higher melting temperature). However, the environmental temperature at the time of emergence of mammals is presumed to be similar to the present one. Additionally, the mammalian PON ancestor has superior folding properties (kinetic stability)-unlike the extant mammalian PONs, it expresses in E. coli in a soluble and functional form, and at a high yield. We discuss two potential origins of this unexpectedly high stability. First, ancestral stability may be overestimated by a "consensus effect," whereby replacing amino acids that are rare in contemporary sequences with the amino acid most common in the family increases protein stability. Comparison to other reconstructed ancestors indicates that the consensus effect may bias some but not all reconstructions. Second, we note that high stability may relate to factors other than high environmental temperature such as oxidative stress or high radiation levels. Foremost, intrinsic factors such as high rates of genetic mutations and/or of transcriptional and translational errors, and less efficient protein quality control systems, may underlie the high kinetic and thermodynamic stability of past proteins.


Assuntos
Arildialquilfosfatase/genética , Sequência de Aminoácidos/genética , Animais , Arildialquilfosfatase/sangue , Arildialquilfosfatase/metabolismo , Proteínas de Bactérias/genética , Hidrolases de Éster Carboxílico/genética , Estabilidade Enzimática , Escherichia coli/genética , Evolução Molecular , Temperatura Alta , Humanos , Filogenia , Estabilidade Proteica , Alinhamento de Sequência/métodos
5.
Anal Chem ; 89(8): 4398-4404, 2017 04 18.
Artigo em Inglês | MEDLINE | ID: mdl-28345863

RESUMO

Determining the properties of proteins prior to purification saves time and labor. Here, we demonstrate a native mass spectrometry approach for rapid characterization of overexpressed proteins directly in crude cell lysates. The method provides immediate information on the identity, solubility, oligomeric state, overall structure, and stability, as well as ligand binding, without the need for purification.


Assuntos
Espectrometria de Mobilidade Iônica , Proteínas Recombinantes/química , Oxirredutases do Álcool/genética , Oxirredutases do Álcool/metabolismo , Escherichia coli/metabolismo , Humanos , Estabilidade Proteica , Proteínas Recombinantes/biossíntese , Solubilidade
6.
Biotechnol Bioeng ; 111(12): 2390-7, 2014 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24916885

RESUMO

A major obstacle to using widely available and low-cost lignocellulosic feedstocks to produce renewable fuels and chemicals is the high cost and low efficiency of the enzyme mixtures used to hydrolyze cellulose to fermentable sugars. One possible solution entails engineering current cellulases to function efficiently at elevated temperatures in order to boost reaction rates and exploit several other advantages of a higher temperature process. Here, we describe the creation of the most stable reported fungal endoglucanase, a derivative of Hypocrea jecorina (anamorph Trichoderma reesei) Cel5A, by combining stabilizing mutations identified using consensus design, chimera studies, and structure-based computational methods. The engineered endoglucanase has an optimal temperature that is 17°C higher than wild type H. jecorina Cel5A, and hydrolyzes 1.5 times as much cellulose over 60 h at its optimum temperature compared to the wild type enzyme at its optimal temperature. This enzyme complements previously engineered highly active, thermostable variants of the fungal cellobiohydrolases Cel6A and Cel7A in a thermostable cellulase mixture that hydrolyzes cellulose synergistically at an optimum temperature of 70°C over 60 h.The thermostable mixture produces three times as much total sugar as the best mixture of the wild type enzymes operating at its optimum temperature of 60°C, clearly demonstrating the advantage of higher temperature cellulose hydrolysis.


Assuntos
Celulase/química , Proteínas Fúngicas/química , Proteínas Recombinantes/química , Celulase/genética , Celulase/metabolismo , Estabilidade Enzimática , Proteínas Fúngicas/genética , Proteínas Fúngicas/metabolismo , Temperatura Alta , Hypocrea/enzimologia , Hypocrea/genética , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo
7.
Appl Environ Microbiol ; 77(4): 1436-42, 2011 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21169454

RESUMO

Cellulases containing a family 9 catalytic domain and a family 3c cellulose binding module (CBM3c) are important components of bacterial cellulolytic systems. We measured the temperature dependence of the activities of three homologs: Clostridium cellulolyticum Cel9G, Thermobifida fusca Cel9A, and C. thermocellum Cel9I. To directly compare their catalytic activities, we constructed six new versions of the enzymes in which the three GH9-CBM3c domains were fused to a dockerin both with and without a T. fusca fibronectin type 3 homology module (Fn3). We studied the activities of these enzymes on crystalline cellulose alone and in complex with a miniscaffoldin containing a cohesin and a CBM3a. The presence of Fn3 had no measurable effect on thermostability or cellulase activity. The GH9-CBM3c domains of Cel9A and Cel9I, however, were more active than the wild type when fused to a dockerin complexed to scaffoldin. The three cellulases in complex have similar activities on crystalline cellulose up to 60°C, but C. thermocellum Cel9I, the most thermostable of the three, remains highly active up to 80°C, where its activity is 1.9 times higher than at 60°C. We also compared the temperature-dependent activities of different versions of Cel9I (wild type or in complex with a miniscaffoldin) and found that the thermostable CBM is necessary for activity on crystalline cellulose at high temperatures. These results illustrate the significant benefits of working with thermostable enzymes at high temperatures, as well as the importance of retaining the stability of all modules involved in cellulose degradation.


Assuntos
Actinomycetales/enzimologia , Proteínas de Bactérias/química , Proteínas de Bactérias/metabolismo , Celulase/química , Celulase/metabolismo , Clostridium cellulolyticum/enzimologia , Clostridium thermocellum/enzimologia , Proteínas de Bactérias/genética , Celulase/genética , Celulose/metabolismo , Glicosídeo Hidrolases/química , Glicosídeo Hidrolases/metabolismo , Temperatura Alta , Proteínas Recombinantes de Fusão/química , Proteínas Recombinantes de Fusão/metabolismo
8.
Curr Opin Biotechnol ; 60: 46-52, 2019 12.
Artigo em Inglês | MEDLINE | ID: mdl-30611116

RESUMO

The advent of laboratory directed evolution yielded a fruitful crosstalk between the disciplines of molecular evolution and bio-engineering. Here, we outline recent developments in both disciplines with respect to how one can identify the best starting points for directed evolution, such that highly efficient and robust tailor-made enzymes can be obtained with minimal optimization. Directed evolution studies have highlighted essential features of engineer-able enzymes: highly stable, mutationally robust enzymes with the capacity to accept a broad range of substrates. Robust, evolvable enzymes can be inferred from the natural sequence record. Broad substrate spectrum relates to conformational plasticity and can also be predicted by phylogenetic analyses and/or by computational design. Overall, an increasingly powerful toolkit is becoming available for identifying optimal starting points including network analyses of enzyme superfamilies and other bioinformatics methods.


Assuntos
Evolução Molecular Direcionada , Engenharia de Proteínas , Biologia Computacional , Enzimas , Evolução Molecular , Filogenia , Proteínas
9.
PLoS One ; 11(3): e0147485, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-26986867

RESUMO

Cellulases from Bacillus and Geobacillus bacteria are potentially useful in the biofuel and animal feed industries. One of the unique characteristics of these enzymes is that they are usually quite thermostable. We previously identified a cellulase, GsCelA, from thermophilic Geobacillus sp. 70PC53, which is much more thermostable than its Bacillus homolog, BsCel5A. Thus, these two cellulases provide a pair of structures ideal for investigating the mechanism regarding how these cellulases can retain activity at high temperature. In the present study, we applied the SCHEMA non-contiguous recombination algorithm as a novel tool, which assigns protein sequences into blocks for domain swapping in a way that lessens structural disruption, to generate a set of chimeric proteins derived from the recombination of GsCelA and BsCel5A. Analyzing the activity and thermostability of this designed library set, which requires only a limited number of chimeras by SCHEMA calculations, revealed that one of the blocks may contribute to the higher thermostability of GsCelA. When tested against swollen Avicel, the highly thermostable chimeric cellulase C10 containing this block showed significantly higher activity (22%-43%) and higher thermostability compared to the parental enzymes. With further structural determinations and mutagenesis analyses, a 310 helix was identified as being responsible for the improved thermostability of this block. Furthermore, in the presence of ionic calcium and crown ether (CR), the chimeric C10 was found to retain 40% residual activity even after heat treatment at 90°C. Combining crystal structure determinations and structure-guided SCHEMA recombination, we have determined the mechanism responsible for the high thermostability of GsCelA, and generated a novel recombinant enzyme with significantly higher activity.


Assuntos
Bacillus/enzimologia , Celulase/química , Geobacillus/enzimologia , Sequência de Aminoácidos , Animais , Bacillus/química , Bacillus/genética , Bacillus/metabolismo , Celulase/genética , Celulase/metabolismo , Éteres de Coroa/química , Estabilidade Enzimática , Geobacillus/química , Geobacillus/genética , Geobacillus/metabolismo , Temperatura Alta , Modelos Moleculares , Dados de Sequência Molecular , Mutagênese , Conformação Proteica , Alinhamento de Sequência
10.
Curr Opin Chem Biol ; 17(6): 902-9, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24182747

RESUMO

Swapping fragments among protein homologs can produce chimeric proteins with a wide range of properties, including properties not exhibited by the parents. Computational methods that use information from structures and sequence alignments have been used to design highly functional chimeras and chimera libraries. Recombination has generated proteins with diverse thermostability and mechanical stability, enzyme substrate specificity, and optogenetic properties. Linear regression, Gaussian processes, and support vector machine learning have been used to model sequence-function relationships and predict useful chimeras. These approaches enable engineering of protein chimeras with desired functions, as well as elucidation of the structural basis for these functions.


Assuntos
Engenharia de Proteínas/métodos , Proteínas Recombinantes/genética , Recombinação Genética , Sequência de Aminoácidos , Animais , Inteligência Artificial , Humanos , Modelos Moleculares , Dados de Sequência Molecular , Estabilidade Proteica , Proteínas Recombinantes/química , Proteínas Recombinantes/metabolismo
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