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1.
PLoS Comput Biol ; 18(10): e1010633, 2022 10.
Article in English | MEDLINE | ID: mdl-36279274

ABSTRACT

Ancestral sequence reconstruction is a technique that is gaining widespread use in molecular evolution studies and protein engineering. Accurate reconstruction requires the ability to handle appropriately large numbers of sequences, as well as insertion and deletion (indel) events, but available approaches exhibit limitations. To address these limitations, we developed Graphical Representation of Ancestral Sequence Predictions (GRASP), which efficiently implements maximum likelihood methods to enable the inference of ancestors of families with more than 10,000 members. GRASP implements partial order graphs (POGs) to represent and infer insertion and deletion events across ancestors, enabling the identification of building blocks for protein engineering. To validate the capacity to engineer novel proteins from realistic data, we predicted ancestor sequences across three distinct enzyme families: glucose-methanol-choline (GMC) oxidoreductases, cytochromes P450, and dihydroxy/sugar acid dehydratases (DHAD). All tested ancestors demonstrated enzymatic activity. Our study demonstrates the ability of GRASP (1) to support large data sets over 10,000 sequences and (2) to employ insertions and deletions to identify building blocks for engineering biologically active ancestors, by exploring variation over evolutionary time.


Subject(s)
Evolution, Molecular , INDEL Mutation , INDEL Mutation/genetics , Proteins/genetics , Biological Evolution , Phylogeny
2.
Anal Biochem ; 543: 90-96, 2018 02 15.
Article in English | MEDLINE | ID: mdl-29233681

ABSTRACT

Diisononylcyclohexane-1,2-dicarboxylate (DINCH) and di-2-ethylhexyl terephthalate (DEHT), two of the most important substitutes for phthalate plasticizers, are used for a wide range of applications. Consequently, an increasing occurrence in urine and environmental samples is reported. Reliable and fast analytical methods for the quantification of these plasticizers are needed. So far, mainly GC-MS or LC-MS methods are used. We aimed to develop the first antibodies and immunoassays allowing for high-throughput analysis of samples. We designed two DINCH hapten structures and one DEHT hapten structure and employed hapten-protein conjugates for the immunization of rabbits. Sensitive competitive enzyme-linked immunosorbent assays (ELISAs) against each hapten using the produced polyclonal antibodies were established. Yet, binding of DINCH to the respective antibodies was not observed in neither direct nor indirect assay formats, even when using protein conjugates with the heterologous haptens and different carrier proteins in the indirect format. The use of surfactants and solvents in the sample buffer did not result in recognition of the plasticizers. Also, no binding of DEHT in ELISA employing the respective antibodies was detected. We speculate that the production of antibodies against these highly hydrophobic molecules is not possible via our route, however a different hapten design could overcome this obstacle.


Subject(s)
Antibodies/chemistry , Cyclohexanecarboxylic Acids/chemistry , Dicarboxylic Acids/chemistry , Phthalic Acids/chemistry , Plasticizers/chemistry , Animals , Antibodies/immunology , Cyclohexanecarboxylic Acids/immunology , Dicarboxylic Acids/immunology , Enzyme-Linked Immunosorbent Assay , High-Throughput Screening Assays , Hydrophobic and Hydrophilic Interactions , Phthalic Acids/immunology , Rabbits
3.
RSC Adv ; 9(51): 29743-29746, 2019 Sep 18.
Article in English | MEDLINE | ID: mdl-35531508

ABSTRACT

Pyruvate decarboxylase (PDC) is a key enzyme for the production of ethanol at high temperatures and for cell-free butanol synthesis. Thermostable, organic solvent stable PDC was evolved from bacterial PDCs. The new variant shows >1500-fold-improved half-life at 75 °C and >5000-fold-increased half-life in the presence of 9 vol% butanol at 50 °C.

4.
ChemSusChem ; 11(18): 3335-3344, 2018 Sep 21.
Article in English | MEDLINE | ID: mdl-29953730

ABSTRACT

Branched-chain keto acid decarboxylases (KDCs) are a class of enzymes that catalyze the decarboxylation of α-keto acids. They are key enzymes for production of higher alcohols in vivo and in vitro. However, the two most active KDCs (KivD and KdcA) have only moderate thermostability (<55 °C), which hinders the production of alcohols at high temperatures. Herein, structure-guided engineering toward improved thermostability of KdcA is outlined. Strategies such as stabilization of the catalytic center, surface engineering, and optimization of dimer interactions were applied. With seven amino acid substitutions, variant 7M.D showed an increase of the temperature at which 50 % of activity remains after one-hour incubation T1h50 by 14.8 °C without compromising its substrate specificity. 7M.D exhibited greater than 400-fold improvement of half-life at 70 °C and greater than 600-fold increase in process stability in the presence of 4 % isobutanol at 50 °C. 7M.D is more promising for the production of higher alcohols in thermophiles (>65 °C) and in cell-free applications.

5.
Bioresour Technol ; 245(Pt A): 1084-1092, 2017 Dec.
Article in English | MEDLINE | ID: mdl-28946391

ABSTRACT

An immobilized enzymatic reaction cascade was designed and optimized for the deacidification of grass silage press juice (SPJ), thus facilitating the production of bio-based chemicals. The cascade involves a three-step process using four enzymes immobilized in a Ca-alginate gel and uses lactic acid to form acetoin, a value-added product. The reaction is performed with a continuous, pH-dependent substrate feed under oxygenation. With titrated lactic acid yields of up to 91% and reaction times of ca. 6h was achieved. Using SPJ as titrant yields of 49% were obtained within 6h. In this deacidification process, with acetoin one value-added bio-based chemical is produced while simultaneously the remaining press juice can be used in applications that require a higher pH. Such, this system can be applied in a multi-product biorefinery concept to take full advantage of nutrient-rich SPJ, which is a widely available and easily storable renewable resource.


Subject(s)
Acetoin , Silage , Lactic Acid , Poaceae
6.
Article in English | MEDLINE | ID: mdl-27800475

ABSTRACT

Due to enhanced energy content and reduced hygroscopicity compared with ethanol, n-butanol is flagged as the next generation biofuel and platform chemical. In addition to conventional cellular systems, n-butanol bioproduction by enzyme cascades is gaining momentum due to simplified process control. In contrast to other bio-based alcohols like ethanol and isobutanol, cell-free n-butanol biosynthesis from the central metabolic intermediate pyruvate involves cofactors [NAD(P)H, CoA] and acetyl-CoA-dependent intermediates, which complicates redox and energy balancing of the reaction system. We have devised a biochemical process for cell-free n-butanol production that only involves three enzyme activities, thereby eliminating the need for acetyl-CoA. Instead, the process utilizes only NADH as the sole redox mediator. Central to this new process is the amino acid catalyzed enamine-aldol condensation, which transforms acetaldehyde directly into crotonaldehyde. Subsequently, crotonaldehyde is reduced to n-butanol applying a 2-enoate reductase and an alcohol dehydrogenase, respectively. In essence, we achieved conversion of the platform intermediate pyruvate to n-butanol utilizing a biocatalytic cascade comprising only three enzyme activities and NADH as reducing equivalent. With reference to previously reported cell-free n-butanol reaction cascades, we have eliminated five enzyme activities and the requirement of CoA as cofactor. Our proof-of-concept demonstrates that n-butanol was synthesized at neutral pH and 50°C. This integrated reaction concept allowed GC detection of all reaction intermediates and n-butanol production of 148 mg L-1 (2 mM), which compares well with other cell-free n-butanol production processes.

7.
J Biotechnol ; 211: 31-41, 2015 Oct 10.
Article in English | MEDLINE | ID: mdl-26102631

ABSTRACT

Dihydroxyacid dehydratases (DHADs) are excellent biocatalysts for the defunctionalization of biomass. Here, we report on the recombinant production of DHAD from Sulfolobus solfataricus (SsDHAD) in E. coli and its characterization with special focus on activity toward non-natural substrates, thermo-stability, thermo-inactivation kinetics and activation capabilities and its application within multi-step cascades for chemicals production. Using a simple heat treatment of cell lysate as major purification step we achieved a specific activity of 4.4 units per gram cell mass toward the substrate d-gluconate. The optimal temperature and pH value for this reaction are 77°C and pH 6.2. The inhibitory concentration (IC50, 50% residual activity) of different alcohols was determined to be 15% (v/v) for ethanol, 4.5% (v/v) for butanol and 4% (v/v) for isobutanol. Besides d-gluconate and the natural substrate 2,3-dihydroxyisovalerate (DHIV) SsDHAD is able to convert the C3-sugar-acid d-glycerate to pyruvate, a reaction, which does not occur in natural metabolic pathways, with a specific activity of 10.7±0.4mU/mg. The specific activity of the enzyme can be increased 3-fold by incubation with 2-mercaptoethanol. The activation has no impact on temperature dependence, but modulates the thermo-inactivation tolerance at 50°C. The total turnover numbers for all of the three reactions was found to be 35.5×10(3)±1.0×10(3) for the conversion of d-gluconate to 2-keto-3-deoxygluconate (KDG), 28.2×10(3)±0.8×10(3) for DHIV to 2-ketovalerate (KIV) and 943±0.28×10(2) for d-glycerate to pyruvate. With activated SsDHAD these values could be further increased 5- and 4-fold for the d-gluconate and d-glycerate conversion, respectively.


Subject(s)
Carbohydrates/chemistry , Hydro-Lyases/metabolism , Recombinant Proteins/metabolism , Sulfolobus solfataricus/enzymology , 1-Butanol/pharmacology , Biocatalysis/drug effects , Biosynthetic Pathways/drug effects , Butanols/pharmacology , Chromatography, High Pressure Liquid , Electrophoresis, Polyacrylamide Gel , Enzyme Stability/drug effects , Ethanol/pharmacology , Gluconates/metabolism , Glyceric Acids/metabolism , Hydrogen-Ion Concentration , Ions , Kinetics , Metals/pharmacology , Recombinant Proteins/biosynthesis , Temperature
8.
ChemSusChem ; 5(11): 2165-72, 2012 Nov.
Article in English | MEDLINE | ID: mdl-23086730

ABSTRACT

The limited supply of fossil resources demands the development of renewable alternatives to petroleum-based products. Here, biobased higher alcohols such as isobutanol are versatile platform molecules for the synthesis of chemical commodities and fuels. Currently, their fermentation-based production is limited by the low tolerance of microbial production systems to the end products and also by the low substrate flux into cell metabolism. We developed an innovative cell-free approach, utilizing an artificial minimized glycolytic reaction cascade that only requires one single coenzyme. Using this toolbox the cell-free production of ethanol and isobutanol from glucose was achieved. We also confirmed that these streamlined cascades functioned under conditions at which microbial production would have ceased. Our system can be extended to an array of industrially-relevant molecules. Application of solvent-tolerant biocatalysts potentially allows for high product yields, which significantly simplifies downstream product recovery.


Subject(s)
Biomimetics/methods , Butanols/metabolism , Ethanol/metabolism , Metabolic Engineering/methods , Bacteria/enzymology , Biocatalysis , Glucose/metabolism , Glycolysis , Pyruvic Acid/metabolism , Solvents/chemistry
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