Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 24
Filter
1.
Angew Chem Int Ed Engl ; : e202404492, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38948941

ABSTRACT

While plastics like polyethylene terephthalate can already be degraded efficiently by the activity of hydrolases, other synthetic polymers like polyurethanes (PUs) and polyamides (PAs) largely resist biodegradation. In this study, we solved the first crystal structure of the metagenomic urethanase UMG-SP-1, identified highly flexible loop regions to comprise active site residues, and targeted a total of 20 potential hot spots by site-saturation mutagenesis. Engineering campaigns yielded variants with single mutations, exhibiting almost 3- and 8-fold improved activity against highly stable N-aryl urethane and amide bonds, respectively. Furthermore, we demonstrated the release of the corresponding monomers from a thermoplastic polyester-PU and a PA (nylon 6) by the activity of a single, metagenome-derived urethanase after short incubation times. Thereby, we expanded the hydrolysis profile of UMG-SP-1 beyond the reported low-molecular weight carbamates. Together, these findings promise advanced strategies for the bio-based degradation and recycling of plastic materials and waste, aiding efforts to establish a circular economy for synthetic polymers.

2.
Appl Microbiol Biotechnol ; 108(1): 392, 2024 Jun 24.
Article in English | MEDLINE | ID: mdl-38910173

ABSTRACT

In the last decades, biocatalysis has offered new perspectives for the synthesis of (chiral) amines, which are essential building blocks for pharmaceuticals, fine and bulk chemicals. In this regard, amidases have been employed due to their broad substrate scope and their independence from expensive cofactors. To expand the repertoire of amidases, tools for their rapid identification and characterization are greatly demanded. In this work an ultra-high throughput growth selection assay based on the production of the folate precursor p-aminobenzoic acid (PABA) is introduced to identify amidase activity. PABA-derived amides structurally mimic the broad class of commonly used chromogenic substrates derived from p-nitroaniline. This suggests that the assay should be broadly applicable for the identification of amidases. Unlike conventional growth selection assays that rely on substrates as nitrogen or carbon source, our approach requires PABA in sub-nanomolar concentrations, making it exceptionally sensitive and ideal for engineering campaigns that aim at enhancing amidase activities from minimally active starting points, for example. The presented assay offers flexibility in the adjustment of sensitivity to suit project-specific needs using different expression systems and fine-tuning with the antimetabolite sulfathiazole. Application of this PABA-based assay facilitates the screening of millions of enzyme variants on a single agar plate within two days, without the need for laborious sample preparation or expensive instruments, with transformation efficiency being the only limiting factor. KEY POINTS: • Ultra-high throughput assay (tens of millions on one agar plate) for amidase screening • High sensitivity by coupling selection to folate instead of carbon or nitrogen source • Highly adjustable in terms of sensitivity and expression of the engineering target.


Subject(s)
4-Aminobenzoic Acid , Amidohydrolases , High-Throughput Screening Assays , Amidohydrolases/metabolism , Amidohydrolases/genetics , High-Throughput Screening Assays/methods , 4-Aminobenzoic Acid/metabolism , 4-Aminobenzoic Acid/chemistry , Substrate Specificity , Escherichia coli/genetics , Escherichia coli/enzymology , Escherichia coli/metabolism
3.
Angew Chem Int Ed Engl ; 62(51): e202313912, 2023 Dec 18.
Article in English | MEDLINE | ID: mdl-37917964

ABSTRACT

Enzyme-catalyzed late-stage functionalization (LSF), such as methylation of drug molecules and lead structures, enables direct access to more potent active pharmaceutical ingredients (API). S-adenosyl-l-methionine-dependent methyltransferases (MTs) can play a key role in the development of new APIs, as they catalyze the chemo- and regioselective methylation of O-, N-, S- and C-atoms, being superior to traditional chemical routes. To identify suitable MTs, we developed a continuous fluorescence-based, high-throughput assay for SAM-dependent methyltransferases, which facilitates screening using E. coli cell lysates. This assay involves two enzymatic steps for the conversion of S-adenosyl-l-homocysteine into H2 S to result in a selective fluorescence readout via reduction of an azidocoumarin sulfide probe. Investigation of two O-MTs and an N-MT confirmed that this assay is suitable for the determination of methyltransferase activity in E. coli cell lysates.


Subject(s)
Escherichia coli , Methyltransferases , Escherichia coli/metabolism , Methyltransferases/metabolism , Methylation , S-Adenosylmethionine/chemistry , Methionine
4.
Chem Rev ; 123(6): 2832-2901, 2023 03 22.
Article in English | MEDLINE | ID: mdl-36853077

ABSTRACT

Many successful stories in enzyme engineering are based on the creation of randomized diversity in large mutant libraries, containing millions to billions of enzyme variants. Methods that enabled their evaluation with high throughput are dominated by spectroscopic techniques due to their high speed and sensitivity. A large proportion of studies relies on fluorogenic substrates that mimic the chemical properties of the target or coupled enzymatic assays with an optical read-out that assesses the desired catalytic efficiency indirectly. The most reliable hits, however, are achieved by screening for conversions of the starting material to the desired product. For this purpose, functional group assays offer a general approach to achieve a fast, optical read-out. They use the chemoselectivity, differences in electronic and steric properties of various functional groups, to reduce the number of false-positive results and the analytical noise stemming from enzymatic background activities. This review summarizes the developments and use of functional group probes for chemoselective derivatizations, with a clear focus on screening for enzymatic activity in protein engineering.


Subject(s)
High-Throughput Screening Assays , Protein Engineering , High-Throughput Screening Assays/methods , Protein Engineering/methods
5.
Angew Chem Int Ed Engl ; 62(9): e202216220, 2023 02 20.
Article in English | MEDLINE | ID: mdl-36591907

ABSTRACT

Enzymatic degradation and recycling can reduce the environmental impact of plastics. Despite decades of research, no enzymes for the efficient hydrolysis of polyurethanes have been reported. Whereas the hydrolysis of the ester bonds in polyester-polyurethanes by cutinases is known, the urethane bonds in polyether-polyurethanes have remained inaccessible to biocatalytic hydrolysis. Here we report the discovery of urethanases from a metagenome library constructed from soil that had been exposed to polyurethane waste for many years. We then demonstrate the use of a urethanase in a chemoenzymatic process for polyurethane foam recycling. The urethanase hydrolyses low molecular weight dicarbamates resulting from chemical glycolysis of polyether-polyurethane foam, making this strategy broadly applicable to diverse polyether-polyurethane wastes.


Subject(s)
Carbamates , Polyurethanes , Polyurethanes/chemistry , Hydrolysis , Molecular Weight , Recycling , Biodegradation, Environmental
6.
Methods Mol Biol ; 2555: 153-165, 2023.
Article in English | MEDLINE | ID: mdl-36306085

ABSTRACT

Due to the promise of more sustainable recycling of plastics through biocatalytic degradation, the search for and engineering of polyester hydrolases have become a thriving field of research. Furthermore, among other methods, halo formation assays have become popular for the detection of polyester-hydrolase activity. However, established halo-formation assays are limited in their ability to screen for thermostable enzymes, which are particularly important for efficient plastic degradation. The incubation of screening plates at temperatures above 50 °C leads to cell lysis and death. Therefore, equivalent master plates are commonly required to maintain and identify the active strains found on the screening plates. This replica plating procedure necessitates 20- to 60-fold more plates than our method, assuming the screened library is transferred to 384-well microtiter plates or 96-well microtiter plates, respectively, to organize the colonies in a retraceable manner, thus significantly lowering throughput. Here, we describe a halo formation assay that is designed to screen thermostable polyesterases independent of master plates and colony replication, thereby markedly reducing the workload and increasing the throughput.


Subject(s)
High-Throughput Screening Assays , Hydrolases , Hydrolases/metabolism , High-Throughput Screening Assays/methods , Polyesters , Biocatalysis , Gene Library
7.
ACS Catal ; 12(15): 9790-9800, 2022 Aug 05.
Article in English | MEDLINE | ID: mdl-35966606

ABSTRACT

Thermophilic polyester hydrolases (PES-H) have recently enabled biocatalytic recycling of the mass-produced synthetic polyester polyethylene terephthalate (PET), which has found widespread use in the packaging and textile industries. The growing demand for efficient PET hydrolases prompted us to solve high-resolution crystal structures of two metagenome-derived enzymes (PES-H1 and PES-H2) and notably also in complex with various PET substrate analogues. Structural analyses and computational modeling using molecular dynamics simulations provided an understanding of how product inhibition and multiple substrate binding modes influence key mechanistic steps of enzymatic PET hydrolysis. Key residues involved in substrate-binding and those identified previously as mutational hotspots in homologous enzymes were subjected to mutagenesis. At 72 °C, the L92F/Q94Y variant of PES-H1 exhibited 2.3-fold and 3.4-fold improved hydrolytic activity against amorphous PET films and pretreated real-world PET waste, respectively. The R204C/S250C variant of PES-H1 had a 6.4 °C higher melting temperature than the wild-type enzyme but retained similar hydrolytic activity. Under optimal reaction conditions, the L92F/Q94Y variant of PES-H1 hydrolyzed low-crystallinity PET materials 2.2-fold more efficiently than LCC ICCG, which was previously the most active PET hydrolase reported in the literature. This property makes the L92F/Q94Y variant of PES-H1 a good candidate for future applications in industrial plastic recycling processes.

8.
Methods Mol Biol ; 2487: 361-375, 2022.
Article in English | MEDLINE | ID: mdl-35687247

ABSTRACT

Halides are substrates and products of a number of biotechnologically important enzymes like dehalogenases, halide methyltransferases, and halogenases. Therefore, the determination of halide concentrations in samples is important. The classical methods based on mercuric thiocyanate are very dangerous, produce hazardous waste, and do not discriminate between chloride, bromide, and iodide. In this chapter, we describe a detailed protocol for the determination of halide concentrations based on the haloperoxidase-catalyzed oxidation of halides. The resulting hypohalous acids are detected using commercially available colorimetric or fluorimetric probes. The biocatalytic nature of the assays allows them to be implemented in one-pot cascade reactions with halide-generating enzymes. Since chloride is ubiquitous in biological systems, we also describe convenient photometric assays for the selective detection of bromide and iodide in the presence of chloride, obviating the need for laborious dialyses to obtain halide-free enzymes and reagents.


Subject(s)
Bromides , Iodides , Chlorides , Halogens , Renal Dialysis
9.
Eng Life Sci ; 22(3-4): 192-203, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35382549

ABSTRACT

Polyethylene terephthalate (PET) is a mass-produced petroleum-based synthetic polymer. Enzymatic PET degradation using, for example, Ideonella sakaiensis PETase (IsPETase) can be a more environmentally friendly and energy-saving alternative to the chemical recycling of PET. However, IsPETase is a mesophilic enzyme with an optimal reaction temperature lower than the glass transition temperature (T g) of PET, where the amorphous polymers can be readily accessed for enzymatic breakdown. In this study, we used error-prone PCR to generate a mutant library based on a thermostable triple mutant (TM) of IsPETase. The library was screened against the commercially available polyester-polyurethane Impranil DLN W 50 for more thermostable IsPETase variants, yielding four variants with higher melting points. The most promising IsPETaseTMK95N/F201I variant had a 5.0°C higher melting point than IsPETaseTM. Although this variant showed a slightly lower activity on PET at lower incubation temperatures, its increased thermostability makes it a more active PET hydrolase at higher reaction temperatures up to 60°C. Several other variants were compared and combined with selected previously published IsPETase mutants in terms of thermostability and hydrolytic activity against PET nanoparticles and amorphous PET films. Our findings indicate that thermostability is one of the most important characteristics of an effective PET hydrolase.

10.
ACS Catal ; 12(6): 3382-3396, 2022 Mar 18.
Article in English | MEDLINE | ID: mdl-35368328

ABSTRACT

Polyethylene terephthalate (PET) is the most widespread synthetic polyester, having been utilized in textile fibers and packaging materials for beverages and food, contributing considerably to the global solid waste stream and environmental plastic pollution. While enzymatic PET recycling and upcycling have recently emerged as viable disposal methods for a circular plastic economy, only a handful of benchmark enzymes have been thoroughly described and subjected to protein engineering for improved properties over the last 16 years. By analyzing the specific material properties of PET and the reaction mechanisms in the context of interfacial biocatalysis, this Perspective identifies several limitations in current enzymatic PET degradation approaches. Unbalanced enzyme-substrate interactions, limited thermostability, and low catalytic efficiency at elevated reaction temperatures, and inhibition caused by oligomeric degradation intermediates still hamper industrial applications that require high catalytic efficiency. To overcome these limitations, successful protein engineering studies using innovative experimental and computational approaches have been published extensively in recent years in this thriving research field and are summarized and discussed in detail here. The acquired knowledge and experience will be applied in the near future to address plastic waste contributed by other mass-produced polymer types (e.g., polyamides and polyurethanes) that should also be properly disposed by biotechnological approaches.

11.
Chem Soc Rev ; 50(14): 8003-8049, 2021 Jul 21.
Article in English | MEDLINE | ID: mdl-34142684

ABSTRACT

Biocatalysis has undergone revolutionary progress in the past century. Benefited by the integration of multidisciplinary technologies, natural enzymatic reactions are constantly being explored. Protein engineering gives birth to robust biocatalysts that are widely used in industrial production. These research achievements have gradually constructed a network containing natural enzymatic synthesis pathways and artificially designed enzymatic cascades. Nowadays, the development of artificial intelligence, automation, and ultra-high-throughput technology provides infinite possibilities for the discovery of novel enzymes, enzymatic mechanisms and enzymatic cascades, and gradually complements the lack of remaining key steps in the pathway design of enzymatic total synthesis. Therefore, the research of biocatalysis is gradually moving towards the era of novel technology integration, intelligent manufacturing and enzymatic total synthesis.


Subject(s)
Biocatalysis , Animals , Artificial Intelligence , Biosynthetic Pathways , Enzymes/metabolism , Humans , Protein Engineering
12.
Chembiochem ; 22(16): 2584-2590, 2021 08 17.
Article in English | MEDLINE | ID: mdl-33890381

ABSTRACT

Halide methyltransferases (HMTs) enable the enzymatic synthesis of S-adenosyl-l-methionine (SAM) from S-adenosyl-l-homocysteine (SAH) and methyl iodide. Characterisation of a range of naturally occurring HMTs and subsequent protein engineering led to HMT variants capable of synthesising ethyl, propyl, and allyl analogues of SAM. Notably, HMTs do not depend on chemical synthesis of methionine analogues, as required by methionine adenosyltransferases (MATs). However, at the moment MATs have a much broader substrate scope than the HMTs. Herein we provide an overview of the discovery and engineering of promiscuous HMTs and how these strategies will pave the way towards a toolbox of HMT variants for versatile chemo- and regioselective biocatalytic alkylations.


Subject(s)
Methyltransferases
13.
Methods Enzymol ; 648: 253-270, 2021.
Article in English | MEDLINE | ID: mdl-33579406

ABSTRACT

Biocatalysis has recently emerged as a powerful and eco-friendly technology in waste plastic recycling, especially for the widely used polyethylene terephthalate (PET). So far, however, a high-throughput screening assay specifically toward PET-hydrolyzing activity has rarely been applied. This hinders the identification of new polyester hydrolases and their variants with adequate activities fulfilling the requirements for industrial applications. This chapter describes the detailed procedure for assaying terephthalate as a major product of enzymatic PET hydrolysis in a 96-well microtiter plate format. Using PET nanoparticles derived readily from waste food packaging as a substrate, an active thermophilic PET hydrolase was clearly distinguished from an inactive variant by a Fenton chemistry-mediated fluorimetric detection. The assay uses enzymes in crude cell lysates, obtained by a simple freeze-thaw protocol. The experimental work validates the applicability of this method for screening mutant libraries of novel PET hydrolases and will thus facilitate the identification of promising variants useful for effective plastic waste recycling.


Subject(s)
Nanoparticles , Polyethylene Terephthalates , High-Throughput Screening Assays , Hydrolases/genetics , Hydrolysis
14.
Angew Chem Int Ed Engl ; 60(2): 753-757, 2021 01 11.
Article in English | MEDLINE | ID: mdl-33085147

ABSTRACT

We engineered the cytochrome P450 monooxygenase CYP107D1 (OleP) from Streptomyces antibioticus for the stereo- and regioselective 7ß-hydroxylation of lithocholic acid (LCA) to yield ursodeoxycholic acid (UDCA). OleP was previously shown to hydroxylate testosterone at the 7ß-position but LCA is exclusively hydroxylated at the 6ß-position, forming murideoxycholic acid (MDCA). Structural and 3DM analysis, and molecular docking were used to identify amino acid residues F84, S240, and V291 as specificity-determining residues. Alanine scanning identified S240A as a UDCA-producing variant. A synthetic "small but smart" library based on these positions was screened using a colorimetric assay for UDCA. We identified a nearly perfectly regio- and stereoselective triple mutant (F84Q/S240A/V291G) that produces 10-fold higher levels of UDCA than the S240A variant. This biocatalyst opens up new possibilities for the environmentally friendly synthesis of UDCA from the biological waste product LCA.


Subject(s)
Bacterial Proteins/metabolism , Cytochrome P-450 Enzyme System/metabolism , Ursodeoxycholic Acid/metabolism , Bacterial Proteins/genetics , Binding Sites , Catalytic Domain , Cytochrome P-450 Enzyme System/genetics , Deoxycholic Acid/chemistry , Deoxycholic Acid/metabolism , Hydroxylation , Lithocholic Acid/chemistry , Lithocholic Acid/metabolism , Molecular Docking Simulation , Mutagenesis, Site-Directed , Stereoisomerism , Streptomyces/enzymology , Ursodeoxycholic Acid/chemical synthesis , Ursodeoxycholic Acid/chemistry
15.
Angew Chem Int Ed Engl ; 60(4): 2013-2017, 2021 01 25.
Article in English | MEDLINE | ID: mdl-33140887

ABSTRACT

Promiscuous acyltransferase activity is the ability of certain hydrolases to preferentially catalyze acyl transfer over hydrolysis, even in bulk water. However, poor enantioselectivity, low transfer efficiency, significant product hydrolysis, and limited substrate scope represent considerable drawbacks for their application. By activity-based screening of several hydrolases, we identified the family VIII carboxylesterase, EstCE1, as an unprecedentedly efficient acyltransferase. EstCE1 catalyzes the irreversible amidation and carbamoylation of amines in water, which enabled the synthesis of the drug moclobemide from methyl 4-chlorobenzoate and 4-(2-aminoethyl)morpholine (ca. 20 % conversion). We solved the crystal structure of EstCE1 and detailed structure-function analysis revealed a three-amino acid motif important for promiscuous acyltransferase activity. Introducing this motif into an esterase without acetyltransferase activity transformed a "hydrolase" into an "acyltransferase".


Subject(s)
Acyltransferases/metabolism , Carboxylic Ester Hydrolases/metabolism , Carboxylic Ester Hydrolases/chemistry , Catalysis , Hydrolysis , Hydrophobic and Hydrophilic Interactions , Proof of Concept Study , Structure-Activity Relationship , Substrate Specificity
16.
Angew Chem Int Ed Engl ; 60(3): 1524-1527, 2021 01 18.
Article in English | MEDLINE | ID: mdl-33108827

ABSTRACT

Biocatalytic alkylations are important reactions to obtain chemo-, regio- and stereoselectively alkylated compounds. This can be achieved using S-adenosyl-l-methionine (SAM)-dependent methyltransferases and SAM analogs. It was recently shown that a halide methyltransferase (HMT) from Chloracidobacterium thermophilum can synthesize SAM from SAH and methyl iodide. We developed an iodide-based assay for the directed evolution of an HMT from Arabidopsis thaliana and used it to identify a V140T variant that can also accept ethyl-, propyl-, and allyl iodide to produce the corresponding SAM analogs (90, 50, and 70 % conversion of 15 mg SAH). The V140T AtHMT was used in one-pot cascades with O-methyltransferases (IeOMT or COMT) to achieve the regioselective ethylation of luteolin and allylation of 3,4-dihydroxybenzaldehyde. While a cascade for the propylation of 3,4-dihydroxybenzaldehyde gave low conversion, the propyl-SAH intermediate could be confirmed by NMR spectroscopy.


Subject(s)
Methyltransferases/metabolism , S-Adenosylmethionine/metabolism , Biocatalysis , Humans , Protein Engineering
17.
ChemCatChem ; 12(7): 2032-2039, 2020 Apr 06.
Article in English | MEDLINE | ID: mdl-32362951

ABSTRACT

Halide assays are important for the study of enzymatic dehalogenation, a topic of great industrial and scientific importance. Here we describe the development of a very sensitive halide assay that can detect less than a picomole of bromide ions, making it very useful for quantifying enzymatic dehalogenation products. Halides are oxidised under mild conditions using the vanadium-dependent chloroperoxidase from Curvularia inaequalis, forming hypohalous acids that are detected using aminophenyl fluorescein. The assay is up to three orders of magnitude more sensitive than currently available alternatives, with detection limits of 20 nM for bromide and 1 µM for chloride and iodide. We demonstrate that the assay can be used to determine specific activities of dehalogenases and validate this by comparison to a well-established GC-MS method. This new assay will facilitate the identification and characterisation of novel dehalogenases and may also be of interest to those studying other halide-producing enzymes.

18.
Angew Chem Int Ed Engl ; 59(28): 11607-11612, 2020 07 06.
Article in English | MEDLINE | ID: mdl-32243661

ABSTRACT

Certain hydrolases preferentially catalyze acyl transfer over hydrolysis in an aqueous environment. However, the molecular and structural reasons for this phenomenon are still unclear. Herein, we provide evidence that acyltransferase activity in esterases highly correlates with the hydrophobicity of the substrate-binding pocket. A hydrophobicity scoring system developed in this work allows accurate prediction of promiscuous acyltransferase activity solely from the amino acid sequence of the cap domain. This concept was experimentally verified by systematic investigation of several homologous esterases, leading to the discovery of five novel promiscuous acyltransferases. We also developed a simple yet versatile colorimetric assay for rapid characterization of novel acyltransferases. This study demonstrates that promiscuous acyltransferase activity is not as rare as previously thought and provides access to a vast number of novel acyltransferases with diverse substrate specificity and potential applications.


Subject(s)
Acyltransferases/metabolism , Hydrolases/metabolism , Acyltransferases/chemistry , Amino Acid Sequence , Catalysis , High-Throughput Screening Assays , Hydrolases/chemistry , Hydrolysis , Hydrophobic and Hydrophilic Interactions
19.
Biol Rev Camb Philos Soc ; 93(3): 1649-1683, 2018 08.
Article in English | MEDLINE | ID: mdl-29654714

ABSTRACT

Since the detection of cell-free DNA (cfDNA) in human plasma in 1948, it has been investigated as a non-invasive screening tool for many diseases, especially solid tumours and foetal genetic abnormalities. However, to date our lack of knowledge regarding the origin and purpose of cfDNA in a physiological environment has limited its use to more obvious diagnostics, neglecting, for example, its potential utility in the identification of predisposition to disease, earlier detection of cancers, and lifestyle-induced epigenetic changes. Moreover, the concept or mechanism of cfDNA could also have potential therapeutic uses such as in immuno- or gene therapy. This review presents an extensive compilation of the putative origins of cfDNA and then contrasts the contributions of cellular breakdown processes with active mechanisms for the release of cfDNA into the extracellular environment. The involvement of cfDNA derived from both cellular breakdown and active release in lateral information transfer is also discussed. We hope to encourage researchers to adopt a more holistic view of cfDNA research, taking into account all the biological pathways in which cfDNA is involved, and to give serious consideration to the integration of in vitro and in vivo research. We also wish to encourage researchers not to limit their focus to the apoptotic or necrotic fraction of cfDNA, but to investigate the intercellular messaging capabilities of the actively released fraction of cfDNA and to study the role of cfDNA in pathogenesis.


Subject(s)
Cell-Free Nucleic Acids/blood , Human Body , Biomarkers/blood , Gene Expression Regulation , Humans
20.
Trends Biochem Sci ; 43(3): 180-198, 2018 03.
Article in English | MEDLINE | ID: mdl-29426712

ABSTRACT

Applied biocatalysis is driven by environmental and economic incentives for using enzymes in the synthesis of various pharmaceutical and industrially important chemicals. Protein engineering is used to tailor the properties of enzymes to catalyze desired chemical transformations, and some engineered enzymes now outperform the best chemocatalytic alternatives by orders of magnitude. Unfortunately, custom engineering of a robust biocatalyst is still a time-consuming process, but an understanding of how enzyme function depends on amino acid sequence will speed up the process. This review demonstrates how recent advances in ultrahigh-throughput screening, mutational scanning, DNA synthesis, metagenomics, and machine learning will soon make it possible to model, predict, and manipulate the relationship between protein sequence and function, accelerating the tailor design of novel biocatalysts.


Subject(s)
Biocatalysis , Protein Engineering/methods , Proteins/chemistry , Proteins/metabolism , Synthetic Biology/methods , Synthetic Biology/trends , Animals , DNA/biosynthesis , DNA/genetics , High-Throughput Screening Assays , Humans , Machine Learning , Mutation , Protein Engineering/trends , Proteins/genetics
SELECTION OF CITATIONS
SEARCH DETAIL
...