Enzyme engineering: rational redesign versus directed evolution

Enzyme engineering is undergoing the most profound and exciting transformation in its history (1). It promises unprecedented expansion in the scope and applications of modified or improved enzymes with desired physical and catalytic properties. Two complementary strategies are currently available: rational redesign (2-5) and directed evolution (6,7). Although both approaches have met with great success, each has limitations. In this article, the perspectives for these enzyme-engineering strategies are discussed briefly.     

蛋白质工程：从定向进化到计算设计

定向进化通过建立突变体文库与高通量筛选方法,快速提升蛋白的特定性质,是目前蛋白质工程最为常用的蛋白质设计改造策略。近十年随着计算机运算能力大幅提升以及先进算法不断涌现,计算机辅助蛋白质设计改造得到了极大的重视和发展,成为蛋白质工程新开辟的重要方向。以结构模拟与能量计算为基础的蛋白质计算设计不但能改造酶的底物特异性与热稳定性,还可从头设计具有特定功能的人工酶。近年来机器学习等人工智能技术也被应用于计算机辅助蛋白质设计改造,并取得瞩目的成绩。文中介绍了蛋白质工程的发展历程,重点评述当前计算机辅助蛋白质设计改造方面的进展与应用,并展望其未来发展方向。     

Improved biocatalysts by directed evolution and rational protein design

The efficient application of biocatalysts requires the availability of suitable enzymes with high activity and stability under process conditions, desired substrate selectivity and high enantioselectivity. However, wild-type enzymes often need to be optimized to fulfill these requirements. Two rather contradictory tools can be used on a molecular level to create tailor-made biocatalysts: directed evolution and rational protein design.     

From molecular engineering to process engineering: development of high-throughput screening methods in enzyme directed evolution

With increasing concerns in sustainable development, biocatalysis has been recognized as a competitive alternative to traditional chemical routes in the past decades. As nature’s biocatalysts, enzymes are able to catalyze a broad range of chemical transformations, not only with mild reaction conditions but also with high activity and selectivity. However, the insufficient activity or enantioselectivity of natural enzymes toward non-natural substrates limits their industrial application, while directed evolution provides a potent solution to this problem, thanks to its independence on detailed knowledge about the relationship between sequence, structure, and mechanism/function of the enzymes. A proper high-throughput screening (HTS) method is the key to successful and efficient directed evolution. In recent years, huge varieties of HTS methods have been developed for rapid evaluation of mutant libraries, ranging from in vitro screening to in vivo selection, from indicator addition to multi-enzyme system construction, and from plate screening to computation- or machine-assisted screening. Recently, there is a tendency to integrate directed evolution with metabolic engineering in biosynthesis, using metabolites as HTS indicators, which implies that directed evolution has transformed from molecular engineering to process engineering. This paper aims to provide an overview of HTS methods categorized based on the reaction principles or types by summarizing related studies published in recent years including the work from our group, to discuss assay design strategies and typical examples of HTS methods, and to share our understanding on HTS method development for directed evolution of enzymes involved in specific catalytic reactions or metabolic pathways.

     

Engineering proteins for thermostability: the use of sequence alignments versus rational design and directed evolution

With the advent of directed evolution techniques, protein engineering has received a fresh impetus. Engineering proteins for thermostability is a particularly exciting and challenging field, as it is crucial for broadening the industrial use of recombinant proteins. In addition to directed evolution, a variety of partially successful rational concepts for engineering thermostability have been developed in the past. Recent results suggest that amino acid sequence comparisons of mesophilic proteins alone can be used efficiently to engineer thermostable proteins. The potential benefits of the underlying, semirational 'consensus concept' are compared with those of rational design and directed evolution approaches.     

Simultaneous optimization of enzyme activity and quaternary structure by directed evolution

Natural evolution has produced efficient enzymes of enormous structural diversity. We imitated this natural process in the laboratory to augment the efficiency of an engineered chorismate mutase with low activity and an unusual hexameric topology. By applying two rounds of DNA shuffling and genetic selection, we obtained a 400-fold more efficient enzyme, containing three non-active-site mutations. Detailed biophysical characterization of the evolved variant suggests that it exists predominantly as a trimer in solution, but is otherwise similarly stable as the parent hexamer. The dramatic structural and functional effects achieved by a small number of seemingly innocuous substitutions highlights the utility of directed evolution for modifying protein-protein interactions to produce novel quaternary states with optimized activities.     

Catalysis by a de novo zinc-mediated protein interface: implications for natural enzyme evolution and rational enzyme engineering

Here we show that a recent computationally designed zinc-mediated protein interface is serendipitously capable of catalyzing carboxyester and phosphoester hydrolysis. Although the original motivation was to design a de novo zinc-mediated protein-protein interaction (called MID1-zinc), we observed in the homodimer crystal structure a small cleft and open zinc coordination site. We investigated if the cleft and zinc site at the designed interface were sufficient for formation of a primitive active site that can perform hydrolysis. MID1-zinc hydrolyzes 4-nitrophenyl acetate with a rate acceleration of 10(5) and a k(cat)/K(M) of 630 M(-1) s(-1) and 4-nitrophenyl phosphate with a rate acceleration of 10(4) and a k(cat)/K(M) of 14 M(-1) s(-1). These rate accelerations by an unoptimized active site highlight the catalytic power of zinc and suggest that the clefts formed by protein-protein interactions are well-suited for creating enzyme active sites. This discovery has implications for protein evolution and engineering: from an evolutionary perspective, three-coordinated zinc at a homodimer interface cleft represents a simple evolutionary path to nascent enzymatic activity; from a protein engineering perspective, future efforts in de novo design of enzyme active sites may benefit from exploring clefts at protein interfaces for active site placement.     

Microbial pathway engineering for industrial processes: evolution, combinatorial biosynthesis and rational design

Microbial pathway engineering has made significant progress in multiple areas. Many examples of successful pathway engineering for specialty and fine chemicals have been reported in the past two years. Novel carotenoids and polyketides have been synthesized using molecular evolution and combinatorial strategies. In addition, rational design approaches based on metabolic control have been reported to increase metabolic flux to specific products. Experimental and computational tools have been developed to aid in design, reconstruction and analysis of non-native pathways. It is expected that a hybrid of evolutionary, combinatorial and rational design approaches will yield significant advances in the near future.     

半理性改造提升细菌漆酶Lac15的催化活性

[目的]漆酶可氧化各种底物,在多个工业领域有很好的潜在应用价值.Lac15是一种微生物漆酶,已表现出可观的应用潜能,可望通过蛋白质工程改造提升和拓展其应用.[方法]通过基于结构分析的半理性改造策略,选取推测与电子/质子转移或底物结合直接或间接相关的位点进行定点突变,并测定突变酶对各种底物的活性及酶学性质.[结果]部分突...     

Protein engineering approaches to biomaterials design

Biomaterials play crucial roles in reconstructive surgery, tissue engineering and regenerative medicine. Protein engineering offers powerful solutions to the challenges posed by the creation of well-defined, multifunctional materials that guide cell and tissue behavior. Especially challenging is the complex interplay between mechanical and biological properties in determining the success or failure of biomaterials designed for clinical use.     

酶的定向进化及其应用

综述了生物催化剂（酶）分子定向进化的产生、原理、方法及应用,深入阐述酶分子定向进化过程中的相关问题,重点介绍了易错PCR（Error-prone PCR）和DNA改组（DNA shuffling）等几种典型的酶定向进化方法与成功实例,展望了生物定向进化研究的发展前景。     

New approaches to enzymatic glycoside synthesis through directed evolution

The expanding field of glycobiology requires tools for the synthesis of structurally defined oligosaccharides and glycoconjugates, while any potential therapeutic applications of sugar-based derivates would require access to substantial quantities of such compounds. Classical chemical approaches are not well suited for such large-scale syntheses, thus enzymatic approaches are sought. Traditional routes to the enzymatic assembly of oligosaccharides have involved the use of either Nature’s own biosynthetic enzymes, the glycosyl transferases, or glycosidases run in transglycosylation mode. However, each approach has drawbacks that have limited its application. Glycosynthases are mutant glycosidases in which the catalytic nucleophile has been replaced by mutation, inactivating them as hydrolases. When used in conjunction with glycosyl fluorides of the opposite anomeric configuration to that of the substrate, these enzymes function as highly efficient transferases, frequently giving stoichiometric yields of products. Further improvements can be obtained through directed evolution of the gene encoding the enzyme in question, but this requires the ability to screen very large libraries of catalysts. In this review we survey new screening methods for the formation of glycosidic linkages using high-throughput techniques, such as FACS, chemical complementation, and robot-assisted ELISA assays. Enzymes were evolved to have higher catalytic activity with their natural substrates, to show altered substrate specificities or to be promiscuous for efficient application in oligosaccharide, glycolipid, and glycoprotein synthesis.     

Putting engineering back into protein engineering: bioinformatic approaches to catalyst design

Complex multivariate engineering problems are commonplace and not unique to protein engineering. Mathematical and data-mining tools developed in other fields of engineering have now been applied to analyze sequence-activity relationships of peptides and proteins and to assist in the design of proteins and peptides with specified properties. Decreasing costs of DNA sequencing in conjunction with methods to quickly synthesize statistically representative sets of proteins allow modern heuristic statistics to be applied to protein engineering. This provides an alternative approach to expensive assays or unreliable high-throughput surrogate screens.     

Expanding the metabolic engineering toolbox with directed evolution

Cellular systems can be engineered into factories that produce high-value chemicals from renewable feedstock. Such an approach requires an expanded toolbox for metabolic engineering. Recently, protein engineering and directed evolution strategies have started to play a growing and critical role within metabolic engineering. This review focuses on the various ways in which directed evolution can be applied in conjunction with metabolic engineering to improve product yields. Specifically, we discuss the application of directed evolution on both catalytic and non-catalytic traits of enzymes, on regulatory elements, and on whole genomes in a metabolic engineering context. We demonstrate how the goals of metabolic pathway engineering can be achieved in part through evolving cellular parts as opposed to traditional approaches that rely on gene overexpression and deletion. Finally, we discuss the current limitations in screening technology that hinder the full implementation of a metabolic pathway-directed evolution approach.     

Metabolic engineering and directed evolution for the production of pharmaceuticals

The tools of metabolic and enzyme engineering have been well developed in academic laboratories and are now being applied for the optimization of biocatalysts used in the production of a wide range of pharmaceutically important molecules. Engineered microorganisms with a diverse set of modified or non-native enzyme activities are being used both to generate novel products and to provide improved processes for the manufacture of established products, such as in the production of precursors, intermediates, and complete compounds of importance to the pharmaceutical industry, including polyketides, nonribosomal peptides, steroids, vitamins, and unnatural amino acids. The use of directed evolution has rapidly emerged to be the method of choice for the development and selection of mutated enzymes with improved properties. A variety of such methods have been used to alter the activity, stability and availability of an array of enzymes. The industrial practice of these technologies at large scale is, however, in its infancy and stands as an exciting challenge for process scientists today.     

Continuous directed evolution for strain and protein engineering

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Conversion of Bacillus thermocatenulatus lipase into an efficient phospholipase with increased activity towards long-chain fatty acyl substrates by directed evolution and rational design.

The thermoalkalophilic lipase from Bacillus thermocatenulatus BTL2 exhibits a low phospholipase activity (lecithin/tributyrin ratio 0.03). A single round of random mutagenesis of the BTL2 gene followed by screening of 6000 transformants on egg-yolk plates identified three variants with 10-12-fold increased phospholipase activities, corresponding to lecithin/tributyrin ratios of 0.16-0.36. All variants were specific for the sn-1 acyl ester bond of 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine. Mutations occurred predominantly in the N-terminal part of BTL2 with regions surrounding the predicted helix alpha(4) and lid as hotspots. Two mutations, L184P located in the predicted helix alpha(4) and H15P found in the highly conserved oxy-anion hole motif among hydrolases, were identified to account for increased phospholipase activity. Two of the three variants showed reduced activities towards medium- and long-chain fatty acyl methyl esters compared to the wild-type enzyme. Substitution of Leu353 with Ser, which is located adjacent to the active site histidine and is important for phospholipase activity in the Staphylococcus hyicus lipase, increased the absolute phospholipase activities of the variants, but not of BTL2, approximately 2-fold. The engineered best variant displayed a lecithin/tributyrin ratio of 0.52, corresponding to a 17-fold increase compared to the wild-type enzyme. Moreover, this variant exhibited a 1.5-4-fold higher activity towards long-chain fatty acyl methyl ester (C18:1, C18:2, C18 and C20) compared to BTL2. A second round of mutagenesis and screening on lecithin-plates yielded no new variants with further increased phospholipase/lipase activity ratios, but instead one variant with a 5-fold increased expression rate and two variants with a 3-fold reduced activity towards triolein were obtained.     

Antibody-antigen pair probed by combinatorial approach and rational design: Bringing together structural insights, directed evolution, and novel functionality

The unique hypervariability of the immunoglobulin (Ig) superfamily provides a means to create both binding and catalytic antibodies with almost any desired specificity and activity. The diversity of antigens and concept of adaptive response suggest that it is possible to find an antigen pair to any raised Ig. In the current review we discuss combinatorial approaches, which makes it possible to obtain an antibody with predefined properties, followed by 3D structure-based rational design to enhance or dramatically change its characteristics. A similar strategy, but applied to the second partner of the antibody-antigen pair, may result in selection of complementary substrates to the chosen Ig. Finally, 2D screening may be performed solving the "Chicken and Egg" problem when neither antibody nor antigen is known.