Biocatalysts: application and engineering for industrial purposes

Enzymes are widely applied in various industrial applications and processes, including the food and beverage, animal feed, textile, detergent and medical industries. Enzymes screened from natural origins are often engineered before entering the market place because their native forms do not meet the requirements for industrial application. Protein engineering is concerned with the design and construction of novel enzymes with tailored functional properties, including stability, catalytic activity, reaction product inhibition and substrate specificity. Two broad approaches have been used for enzyme engineering, namely, rational design and directed evolution. The powerful and revolutionary techniques so far developed for protein engineering provide excellent opportunities for the design of industrial enzymes with specific properties and production of high-value products at lower production costs. The present review seeks to highlight the major fields of enzyme application and to provide an updated overview on previous protein engineering studies wherein natural enzymes were modified to meet the operational conditions required for industrial application.     

Protein design in metabolic engineering and synthetic biology

Starting from experimental data on sequence, structure or biochemical properties of enzymes, protein design seeks to construct enzymes with desired activity, stability, specificity and selectivity. Two strategies are widely used to investigate sequence-structure-function relationships: statistical methods to analyse protein families or mutant libraries, and molecular modelling methods to study proteins and their interaction with ligands or substrates. On the basis of these methods, protein design has been successfully applied to fine-tune bottleneck enzymes in metabolic engineering and to design enzymes with new substrate spectra and new functions. However, constructing efficient metabolic pathways by integrating individual enzymes into a complex system is challenging. The field of synthetic biology is still in its infancy, but promising results have demonstrated the feasibility and usefulness of the concept.     

Directed evolution of enzyme stability

Modern enzyme development relies to an increasing extent on strategies based on diversity generation followed by screening for variants with optimised properties. In principle, these directed evolution strategies might be used for optimising any enzyme property, which can be screened for in an economically feasible way, even if the molecular basis of that property is not known. Stability is an interesting property of enzymes because (1) it is of great industrial importance, (2) it is relatively easy to screen for, and (3) the molecular basis of stability relates closely to contemporary issues in protein science such as the protein folding problem and protein folding diseases. Thus, engineering enzyme stability is of both commercial and scientific interest. Here, we review how directed evolution has contributed to the development of stable enzymes and to new insight into the principles of protein stability. Several recent examples are described. These examples show that directed evolution is an effective strategy to obtain stable enzymes, especially when used in combination with rational or semi-rational engineering strategies. With respect to the principles of protein stability, some important lessons to learn from recent efforts in directed evolution are (1) that there are many structural ways to stabilize a protein, which are not always easy to rationalize, (2) that proteins may very well be stabilized by optimizing their surfaces, and (3) that high thermal stability may be obtained without forfeiture of catalytic performance at low temperatures.     

Specificity assay of serine proteinases by reverse-phase high-performance liquid chromatography analysis of competing oligopeptide substrate library

In this paper we present an HPLC method developed for quick activity and specificity analysis of serine proteinases. The method applies a carefully designed peptide library in which the individual components differ only at the potential cleavage site for enzymes. The library has seven members representing seven different cleavage sites and it offers substrates for both trypsin and chymotrypsin-like enzymes. The individual peptide substrates compete for the proteinase during the enzymatic reaction. The reaction is monitored by RP-HPLC separation of the components. We describe the systematic design of the competitive peptide substrate library and the test of the system with eight different serine proteinases. The specificity profiles of the investigated enzymes as determined by the new method were essentially identical to the ones reported in the literature, verifying the ability of the system to characterize substrate specificity. The tests also demonstrated that the system could detect even subtle specificity differences of two isoforms of an enzyme. In addition to recording qualitative specificity profiles, data provided by the system can be analyzed quantitatively, yielding specificity constant values. This method can be a useful tool for quick analysis of uncharacterized gene products as well as new forms of enzymes generated by protein engineering.     

Defying the activity–stability trade-off in enzymes: taking advantage of entropy to enhance activity and thermostability

The biotechnological applications of enzymes are limited due to the activity–stability trade-off, which implies that an increase in activity is accompanied by a concomitant decrease in protein stability. This premise is based on thermally adapted homologous enzymes where cold-adapted enzymes show high intrinsic activity linked to enhanced thermolability. In contrast, thermophilic enzymes show low activity around ambient temperatures. Nevertheless, genetically and chemically modified enzymes are beginning to show that the activity–stability trade-off can be overcome. In this review, the origin of the activity–stability trade-off, the thermodynamic basis for enhanced activity and stability, and various approaches for escaping the activity–stability trade-off are discussed. The role of entropy in enhancing both the activity and the stability of enzymes is highlighted with a special emphasis placed on the involvement of solvent water molecules. This review is concluded with suggestions for further research, which underscores the implications of these findings in the context of productivity curves, the Daniel–Danson equilibrium model, catalytic antibodies, and life on cold planets.     

A new approach for alteration of protease functions: pro-sequence engineering

Several proteases, including the bacterial serine protease subtilisins, require the assistance of the N-terminal pro-sequence of precursors to produce active, mature enzymes. Upon completion of folding, the pro-sequence is autocatalytically degraded because it is not necessary for the activity or stability of folded, mature cognates of the original enzymes. Therefore, the pro-sequence functions as an intramolecular chaperone that guides correct folding of the protease domain. Interestingly, Shinde et al. proposed a new theory of "protein memory" in which an identical polypeptide can fold into an altered conformation with different secondary structure, stability and specificities through a mutated pro-sequence [Shinde et al. (1997) Nature 389:520–522]. We also showed that the autoprocessing efficiency was improved by modifications in the pro-sequence of mutant subtilisins with altered substrate specificity. Further, the pro-sequence from a subtilisin homologue was found to chaperone the intramolecular folding of denatured subtilisin. These results indicate that engineering of the pro-sequence, i.e., site-directed and/or random mutagenesis, chimeras and gene shuffling between members of the family, would be a useful method for improving the functions of autoprocessing proteases. Conventional protein engineering techniques have thus far employed mutagenesis in the protease domain to modify the enzymatic properties. This new approach, which we term "pro-sequence engineering", is not only an important tool for studying the mechanism of protein folding, but also a promising technology for creating unique proteases with various beneficial properties.     

3DM: Systematic analysis of heterogeneous superfamily data to discover protein functionalities

Ten years of experience with molecular class–specific information systems (MCSIS) such as with the hand‐curated G protein–coupled receptor database (GPCRDB) or the semiautomatically generated nuclear receptor database has made clear that a wide variety of questions can be answered when protein‐related data from many different origins can be flexibly combined. MCSISes revolve around a multiple sequence alignment (MSA) that includes “all” available sequences from the entire superfamily, and it has been shown at many occasions that the quality of these alignments is the most crucial aspect of the MCSIS approach. We describe here a system called 3DM that can automatically build an entire MCSIS. 3DM bases the MSA on a multiple structure alignment, which implies that the availability of a large number of superfamily members with a known three‐dimensional structure is a requirement for 3DM to succeed well. Thirteen MCSISes were constructed and placed on the Internet for examination. These systems have been instrumental in a large series of research projects related to enzyme activity or the understanding and engineering of specificity, protein stability engineering, DNA‐diagnostics, drug design, and so forth. Proteins 2010. © 2010 Wiley‐Liss, Inc.     

Protein design for pathway engineering

Design and construction of biochemical pathways has increased the complexity of biosynthetically-produced compounds when compared to single enzyme biocatalysis. However, the coordination of multiple enzymes can introduce a complicated set of obstacles to overcome in order to achieve a high titer and yield of the desired compound. Metabolic engineering has made great strides in developing tools to optimize the flux through a target pathway, but the inherent characteristics of a particular enzyme within the pathway can still limit the productivity. Thus, judicious protein design is critical for metabolic and pathway engineering. This review will describe various strategies and examples of applying protein design to pathway engineering to optimize the flux through the pathway. The proteins can be engineered for altered substrate specificity/selectivity, increased catalytic activity, reduced mass transfer limitations through specific protein localization, and reduced substrate/product inhibition. Protein engineering can also be expanded to design biosensors to enable high through-put screening and to customize cell signaling networks. These strategies have successfully engineered pathways for significantly increased productivity of the desired product or in the production of novel compounds.     

Enhancing the stability and solubility of TEV protease using in silico design

The ability to rationally increase the stability and solubility of recombinant proteins has long been a goal of biotechnology and has significant implications for biomedical research. Poorly soluble enzymes, for example, result in the need for larger reaction volumes, longer incubation times, and more restricted reaction conditions, all of which increase the cost and have a negative impact on the feasibility of the process. Rational design is achieved here by means of the PoPMuSiC program, which performs in silico predictions of stability changes upon single-site mutations. We have used this program to increase the stability of the tobacco etch virus (TEV) protein. TEV is a 27-kDa nuclear inclusion protease with stringent specificity that is commonly used for the removal of solubility tags during protein purification protocols. However, while recombinant TEV can be produced in large quantities, a limitation is its relatively poor solubility (generally approximately 1 mg/mL), which means that large volumes and often long incubation times are required for efficient cleavage. Following PoPMuSiC analysis of TEV, five variants predicted to be more stable than the wild type were selected for experimental analysis of their stability, solubility, and activity. Of these, two were found to enhance the solubility of TEV without compromising its functional activity. In addition, a fully active double mutant was found to remain soluble at concentrations in excess of 40 mg/mL. This modified TEV appears thus as an interesting candidate to be used in recombinant protein technology.     

Identification of a novel NADH-specific aldo-keto reductase using sequence and structural homologies

The AKRs (aldo-keto reductases) are a superfamily of enzymes which mainly rely on NADPH to reversibly reduce various carbonyl-containing compounds to the corresponding alcohols. A small number have been found with dual NADPH/NADH specificity, usually preferring NADPH, but none are exclusive for NADH. Crystal structures of the dual-specificity enzyme xylose reductase (AKR2B5) indicate that NAD+ is bound via a key interaction with a glutamate that is able to change conformations to accommodate the 2'-phosphate of NADP+. Sequence comparisons suggest that analogous glutamate or aspartate residues may function in other AKRs to allow NADH utilization. Based on this, nine putative enzymes with potential NADH specificity were identified and seven genes were successfully expressed and purified from Drosophila melanogaster, Escherichia coli, Schizosaccharomyces pombe, Sulfolobus solfataricus, Sinorhizobium meliloti and Thermotoga maritima. Each was assayed for co-substrate dependence with conventional AKR substrates. Three were exclusive for NADPH (AKR2E3, AKR3F2 and AKR3F3), two were dual-specific (AKR3C2 and AKR3F1) and one was specific for NADH (AKR11B2), the first such activity in an AKR. Fluorescence measurements of the seventh protein indicated that it bound both NADPH and NADH but had no activity. Mutation of the aspartate into an alanine residue or a more mobile glutamate in the NADH-specific E. coli protein converted it into an enzyme with dual specificity. These results show that the presence of this carboxylate is an indication of NADH dependence. This should allow improved prediction of co-substrate specificity and provide a basis for engineering enzymes with altered co-substrate utilization for this class of enzymes.     

PET水解酶传统与智能分子设计研究进展

塑料由于其耐久性和耐降解性造成的环境污染日趋严重,而塑料废弃物的处理回收方法存在着缺陷。聚对苯二甲酸乙二醇酯（polyethylene terephthalate,PET）是应用最广泛的塑料类型之一,但在自然条件下很难被降解。近年来,虽然多种具有PET降解活性的酶被发现,但这些酶的催化活性和热稳定性难以支撑实际工业所需,因此提高PET水解酶的降解能力已成为研究热点而备受关注。脂肪酶、角质酶、IsPETase和IsMHETase是目前研究最为广泛的PET水解酶,就这几种酶的结构、活性特征进行了总结,重点阐述了传统蛋白质工程和人工智能分子设计在增强PET水解酶应用性能方面的研究进展。期望塑料降解酶可以进一步发展优化,为循环塑料经济做出有价值的贡献。     

Substrate-assisted catalysis: molecular basis and biological significance

Substrate-assisted catalysis (SAC) is the process by which a functional group in a substrate contributes to catalysis by an enzyme. SAC has been demonstrated for representatives of three major enzyme classes: serine proteases, GTPases, and type II restriction endonucleases, as well as lysozyme and hexose-1-phosphate uridylyltransferase. Moreover, structure-based predictions of SAC have been made for many additional enzymes. Examples of SAC include both naturally occurring enzymes such as type II restriction endonucleases as well as engineered enzymes including serine proteases. In the latter case, a functional group from a substrate can substitute for a catalytic residue replaced by site-directed mutagenesis. From a protein engineering perspective, SAC provides a strategy for drastically changing enzyme substrate specificity or even the reaction catalyzed. From a biological viewpoint, SAC contributes significantly to the activity of some enzymes and may represent a functional intermediate in the evolution of catalysis. This review focuses on advances in engineering enzyme specificity and activity by SAC, together with the biological significance of this phenomenon.     

Variations in the stability of NCR ene reductase by rational enzyme loop modulation

The engineering of protein stability is of major importance for the application of enzymes in a wide range of industrial applications. Here we study the determinants of the thermo- and solvent stability of the Zymomonas mobilis ene reductase NCR using a rational protein engineering approach based on analyses of structural and sequence data. We designed and created two loop mutants with the aim to increase their overall stability. They all retained catalytic activity but exhibited altered thermostability relative to the wild-type enzyme. The modulation of one specific loop segment near the active site of NCR showed an increased tolerance to organic solvents along with an enhanced thermostability.     

酶分子设计常用策略和进展

酶分子的生物学功能很大程度上是由其三维空间结构和所处溶剂环境共同决定的。因此,优化酶分子的结构性质以及探索其性质最优的溶剂环境是改善酶分子功能以及进行理性设计的一个可行途径。从实际应用的角度来看,分子设计方法可以为酶工程提供一种有效的解决方案。目前,酶分子设计有两个重要的研究方向,包括提高酶分子的催化活力和优化其稳定性。同时,对酶分子设计方法的研究也有助于对蛋白质生物学机理的探索。在近些年的学术界酶分子设计案例中,生物信息学方法得到广泛的应用。本文系统地总结基于生物信息学的酶分子设计方法的背景、策略和一些经典案例。     

Engineering enzyme access tunnels

Enzymes are efficient and specific catalysts for many essential reactions in biotechnological and pharmaceutical industries. Many times, the natural enzymes do not display the catalytic efficiency, stability or specificity required for these industrial processes. The current enzyme engineering methods offer solutions to this problem, but they mainly target the buried active site where the chemical reaction takes place. Despite being many times ignored, the tunnels and channels connecting the environment with the active site are equally important for the catalytic properties of enzymes. Changes in the enzymatic tunnels and channels affect enzyme activity, specificity, promiscuity, enantioselectivity and stability. This review provides an overview of the emerging field of enzyme access tunnel engineering with case studies describing design of all the aforementioned properties. The software tools for the analysis of geometry and function of the enzymatic tunnels and channels and for the rational design of tunnel modifications will also be discussed. The combination of new software tools and enzyme engineering strategies will provide enzymes with access tunnels and channels specifically tailored for individual industrial processes.     

Engineering strictosidine synthase: Rational design of a small,focused circular permutation library of the β-propeller fold enzyme

Strictosidine synthases catalyze the formation of strictosidine, a key intermediate in the biosynthesis of a large variety of monoterpenoid indole alkaloids. Efforts to utilize these biocatalysts for the preparation of strictosidine analogs have however been of limited success due to the high substrate specificity of these enzymes. We have explored the impact of a protein engineering approach called circular permutation on the activity of strictosidine synthase from the Indian medicinal plant Rauvolfia serpentina. To expedite the discovery process, our study departs from the usual process of creating a random protein library, followed by extensive screening. Instead, a small, focused library of circular permutated variants of the six bladed β-propeller protein was prepared, specifically probing two regions which cover the enzyme active site. The observed activity changes suggest important roles of both regions in protein folding, stability and catalysis.     

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。     

Motif‐directed redesign of enzyme specificity

Computational protein design relies on several approximations, including the use of fixed backbones and rotamers, to reduce protein design to a computationally tractable problem. However, allowing backbone and off‐rotamer flexibility leads to more accurate designs and greater conformational diversity. Exhaustive sampling of this additional conformational space is challenging, and often impossible. Here, we report a computational method that utilizes a preselected library of native interactions to direct backbone flexibility to accommodate placement of these functional contacts. Using these native interaction modules, termed motifs, improves the likelihood that the interaction can be realized, provided that suitable backbone perturbations can be identified. Furthermore, it allows a directed search of the conformational space, reducing the sampling needed to find low energy conformations. We implemented the motif‐based design algorithm in Rosetta, and tested the efficacy of this method by redesigning the substrate specificity of methionine aminopeptidase. In summary, native enzymes have evolved to catalyze a wide range of chemical reactions with extraordinary specificity. Computational enzyme design seeks to generate novel chemical activities by altering the target substrates of these existing enzymes. We have implemented a novel approach to redesign the specificity of an enzyme and demonstrated its effectiveness on a model system.     

Cytochrome P450 monooxygenases: an update on perspectives for synthetic application

Cytochrome P450 monooxygenases (P450s) are versatile biocatalysts that catalyze the regio- and stereospeci?c oxidation of non-activated hydrocarbons under mild conditions, which is a challenging task for chemical catalysts. Over the past decade impressive advances have been achieved via protein engineering with regard to activity, stability and specificity of P450s. In addition, a large pool of newly annotated P450s has attracted much attention as a source for novel biocatalysts for oxidation. In this review we give a short up-to-date overview of recent results on P450 engineering for technical applications including aspects of whole-cell biocatalysis with engineered recombinant enzymes. Furthermore, we focus on recently identified P450s with novel biotechnologically relevant properties.     

Incorporation of non-natural modules into proteins: structural features beyond the genetic code

The biotechnological application of enzymes necessitates a permanent quest for new biocatalysts. Among others, improvement of catalytic activity, modification of substrate specificity, or increase in stability of the enzymes are desirable goals. The exploration of homologous enzymes from various sources or DNA-based methods, like site-directed mutagenesis or directed evolution, yield an incredible variety of biocatalysts but they all rely on the restricted number of canonical amino acids. Chemistry offers an almost unlimited palette of additional modifications which can endow the proteins with improved or even completely new properties. Numerous techniques to furnish proteins with non-natural amino acids or non-proteinogenic modules have been introduced and are reviewed with special focus on expressed protein ligation, a method that combines the potential of protein biosynthesis and chemical synthesis. An erratum to this article can be found at