scholarly journals Substrate multiplexed protein engineering facilitates promiscuous biocatalytic synthesis

Author(s):  
Allwin McDonald ◽  
Peyton Higgins ◽  
Andrew Buller

Abstract Enzymes with high activity are readily produced through protein engineering, but intentionally and efficiently engineering enzymes for an expanded scope is a contemporary challenge. Measuring reaction outcomes on mixtures of substrates, called here SUbstrate Multiplexed Screening (SUMS), has long been used to rigorously quantitate enzyme specificity. Despite the potential utility of SUMS to guide engineering of promiscuous enzymes, this approach has not found widespread adoption in biocatalysis. Here, we develop principles of how to design robust SUMS methods that, rather than assess absolute specificity, use heuristic readouts of substrate promiscuity to identify hits for further investigation. This rich information enables engineering of activity for multiple substrates simultaneously and identifies enzyme variants with altered promiscuity, even when overall activity is lower. We demonstrate the effectiveness of SUMS by engineering two enzymes to produce pharmacologically active tryptamines from simple indole precursors in a biocatalytic cascade. These advances leverage common laboratory equipment and represent a highly accessible and customizable method for enzyme engineering.

2021 ◽  
Author(s):  
Allwin McDonald ◽  
Peyton Higgins ◽  
Andrew Buller

Enzymes with high activity are readily produced through protein engineering, but intentionally and efficiently engineering enzymes for an expanded scope is a contemporary challenge. Measuring reaction outcomes on mixtures of substrates, called here SUbstrate Multiplexed Screening (SUMS), has long been used to rigorously quantitate enzyme specificity. Despite the potential utility of SUMS to guide engineering of promiscuous enzymes, this approach has not found widespread adoption in biocatalysis. Here, we develop principles of how to design robust SUMS methods that, rather than assess absolute specificity, use heuristic readouts of substrate promiscuity to identify hits for further investigation. This rich information enables engineering of activity for multiple substrates simultaneously and identifies enzyme variants with altered promiscuity, even when overall activity is lower. We demonstrate the effectiveness of SUMS by engineering two enzymes to produce pharmacologically active tryptamines from simple indole precursors in a biocatalytic cascade. These advances leverage common laboratory equipment and represent a highly accessible and customizable method for enzyme engineering.


Catalysts ◽  
2018 ◽  
Vol 8 (1) ◽  
pp. 10 ◽  
Author(s):  
Cristina Coscolín ◽  
Mónica Martínez-Martínez ◽  
Jennifer Chow ◽  
Rafael Bargiela ◽  
Antonio García-Moyano ◽  
...  

Substrate specificity and selectivity of a biocatalyst are determined by the protein sequence and structure of its active site. Finding versatile biocatalysts acting against multiple substrates while at the same time being chiral selective is of interest for the pharmaceutical and chemical industry. However, the relationships between these two properties in natural microbial enzymes remain underexplored. Here, we performed an experimental analysis of substrate promiscuity and chiral selectivity in a set of 145 purified esterases from phylogenetically and environmentally diverse microorganisms, which were assayed against 96 diverse esters, 20 of which were enantiomers. Our results revealed a negative correlation between substrate promiscuity and chiral selectivity in the evaluated enzymes. Esterases displaying prominent substrate promiscuity and large catalytic environments are characterized by low chiral selectivity, a feature that has limited commercial value. Although a low level of substrate promiscuity does not guarantee high chiral selectivity, the probability that esterases with smaller active sites possess chiral selectivity factors of interest for industry (>25) is significantly higher than for promiscuous enzymes. Together, the present study unambiguously demonstrates that promiscuous and selective esterases appear to be rare in nature and that substrate promiscuity can be used as an indicator of the chiral selectivity level of esterases, and vice versa.


Despite great enthusiasm for enzyme technology over the last two decades, the number and scale of commercial applications remains disappointing. To change this, protein engineering must concentrate on improving the properties of current commercial enzymes for specific process needs. Construction of novel enzymes with robust properties and tailored specificities will create new markets. The technology to do this is already fast and efficient, but lack of relevant tertiary-structure models is a serious constraint. Improved thermostability could be achieved by introducing new sulphide bridges, increasing internal bonding and modifying surface charges. There are other obvious modifications that should improve stability to oxidation, extremes of pH, and heavy metals. These principles are illustrated by work in progress on subtilisin which is the major industrial enzyme.


Author(s):  
Juha Rouvinen ◽  
Martina Andberg ◽  
Johan Pääkkönen ◽  
Nina Hakulinen ◽  
Anu Koivula

Abstract Deoxyribose-5-phosphate aldolases (DERAs, EC 4.1.2.4) are acetaldehyde-dependent, Class I aldolases catalyzing in nature a reversible aldol reaction between an acetaldehyde donor (C2 compound) and glyceraldehyde-3-phosphate acceptor (C3 compound, C3P) to generate deoxyribose-5-phosphate (C5 compound, DR5P). DERA enzymes have been found to accept also other types of aldehydes as their donor, and in particular as acceptor molecules. Consequently, DERA enzymes can be applied in C–C bond formation reactions to produce novel compounds, thus offering a versatile biocatalytic alternative for synthesis. DERA enzymes, found in all kingdoms of life, share a common TIM barrel fold despite the low overall sequence identity. The catalytic mechanism is well-studied and involves formation of a covalent enzyme-substrate intermediate. A number of protein engineering studies to optimize substrate specificity, enzyme efficiency, and stability of DERA aldolases have been published. These have employed various engineering strategies including structure-based design, directed evolution, and recently also machine learning–guided protein engineering. For application purposes, enzyme immobilization and usage of whole cell catalysis are preferred methods as they improve the overall performance of the biocatalytic processes, including often also the stability of the enzyme. Besides single-step enzymatic reactions, DERA aldolases have also been applied in multi-enzyme cascade reactions both in vitro and in vivo. The DERA-based applications range from synthesis of commodity chemicals and flavours to more complicated and high-value pharmaceutical compounds. Key points • DERA aldolases are versatile biocatalysts able to make new C–C bonds. • Synthetic utility of DERAs has been improved by protein engineering approaches. • Computational methods are expected to speed up the future DERA engineering efforts. Graphical abstract


Meat Science ◽  
2015 ◽  
Vol 103 ◽  
pp. 24-27 ◽  
Author(s):  
J. Segura ◽  
L. Calvo ◽  
C. Óvilo ◽  
A. González-Bulnes ◽  
A. Olivares ◽  
...  

ACS Catalysis ◽  
2016 ◽  
Vol 6 (3) ◽  
pp. 1848-1852 ◽  
Author(s):  
Deniz Güclü ◽  
Anna Szekrenyi ◽  
Xavier Garrabou ◽  
Michael Kickstein ◽  
Sebastian Junker ◽  
...  

1991 ◽  
Vol 2 (4) ◽  
pp. 561-567 ◽  
Author(s):  
Helen M. Wilks ◽  
J.John Holbrook

Author(s):  
Anja Knorrscheidt ◽  
Jordi Soler ◽  
Nicole Hünecke ◽  
Pascal Püllmann ◽  
Marc Garcia-Borràs ◽  
...  

Protein engineering of an unspecific peroxygenase (UPO) was performed with three substrates and six products in parallel by a high throughput GC-MS setup. Modified chemo- and regioselective variants were identified for aliphatic substrates.


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