1
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Rahbar MR, Nezafat N, Morowvat MH, Savardashtaki A, Ghoshoon MB, Mehrabani-Zeinabad K, Ghasemi Y. Targeting Efficient Features of Urate Oxidase to Increase Its Solubility. Appl Biochem Biotechnol 2024:10.1007/s12010-023-04819-w. [PMID: 38308671 DOI: 10.1007/s12010-023-04819-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/19/2023] [Indexed: 02/05/2024]
Abstract
With the demand for mass production of protein drugs, solubility has become a serious issue. Extrinsic and intrinsic factors both affect this property. A homotetrameric cofactor-free urate oxidase (UOX) is not sufficiently soluble. To engineer UOX for optimum solubility, it is important to identify the most effective factor that influences solubility. The most effective feature to target for protein engineering was determined by measuring various solubility-related factors of UOX. A large library of homologous sequences was obtained from the databases. The data was reduced to six enzymes from different organisms. On the basis of various sequence- and structure-derived elements, the most and the least soluble enzymes were defined. To determine the best protein engineering target for modification, features of the most and least soluble enzymes were compared. Metabacillus fastidiosus UOX was the most soluble enzyme, while Agrobacterium globiformis UOX was the least soluble. According to the comparison-constant method, positive surface patches caused by arginine residue distribution are appropriate targets for modification. Two Arg to Ala mutations were introduced to the least soluble enzyme to test this hypothesis. These mutations significantly enhanced the mutant's solubility. While different algorithms produced conflicting results, it was difficult to determine which proteins were most and least soluble. Solubility prediction requires multiple algorithms based on these controversies. Protein surfaces should be investigated regionally rather than globally, and both sequence and structural data should be considered. Several other biotechnological products could be engineered using the data reduction and comparison-constant methods used in this study.
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Affiliation(s)
- Mohammad Reza Rahbar
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Navid Nezafat
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, P.O. Box 71345-1583, Shiraz, Iran
| | - Mohammad Hossein Morowvat
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, P.O. Box 71345-1583, Shiraz, Iran
| | - Amir Savardashtaki
- Department of Medical Biotechnology, School of Advanced Medical Sciences and Technologies, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Bagher Ghoshoon
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, P.O. Box 71345-1583, Shiraz, Iran
| | - Kamran Mehrabani-Zeinabad
- Department of Biostatistics, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Younes Ghasemi
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
- Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, P.O. Box 71345-1583, Shiraz, Iran.
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2
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McConnell A, Hackel BJ. Protein engineering via sequence-performance mapping. Cell Syst 2023; 14:656-666. [PMID: 37494931 PMCID: PMC10527434 DOI: 10.1016/j.cels.2023.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 05/10/2023] [Accepted: 06/21/2023] [Indexed: 07/28/2023]
Abstract
Discovery and evolution of new and improved proteins has empowered molecular therapeutics, diagnostics, and industrial biotechnology. Discovery and evolution both require efficient screens and effective libraries, although they differ in their challenges because of the absence or presence, respectively, of an initial protein variant with the desired function. A host of high-throughput technologies-experimental and computational-enable efficient screens to identify performant protein variants. In partnership, an informed search of sequence space is needed to overcome the immensity, sparsity, and complexity of the sequence-performance landscape. Early in the historical trajectory of protein engineering, these elements aligned with distinct approaches to identify the most performant sequence: selection from large, randomized combinatorial libraries versus rational computational design. Substantial advances have now emerged from the synergy of these perspectives. Rational design of combinatorial libraries aids the experimental search of sequence space, and high-throughput, high-integrity experimental data inform computational design. At the core of the collaborative interface, efficient protein characterization (rather than mere selection of optimal variants) maps sequence-performance landscapes. Such quantitative maps elucidate the complex relationships between protein sequence and performance-e.g., binding, catalytic efficiency, biological activity, and developability-thereby advancing fundamental protein science and facilitating protein discovery and evolution.
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Affiliation(s)
- Adam McConnell
- Department of Biomedical Engineering, University of Minnesota - Twin Cities, 421 Washington Avenue SE, Minneapolis, MN 55455, USA
| | - Benjamin J Hackel
- Department of Biomedical Engineering, University of Minnesota - Twin Cities, 421 Washington Avenue SE, Minneapolis, MN 55455, USA; Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, 421 Washington Avenue SE, Minneapolis, MN 55455, USA.
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3
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Chen Z, Wang X, Chen X, Huang J, Wang C, Wang J, Wang Z. Accelerating therapeutic protein design with computational approaches toward the clinical stage. Comput Struct Biotechnol J 2023; 21:2909-2926. [PMID: 38213894 PMCID: PMC10781723 DOI: 10.1016/j.csbj.2023.04.027] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/11/2023] [Accepted: 04/27/2023] [Indexed: 01/13/2024] Open
Abstract
Therapeutic protein, represented by antibodies, is of increasing interest in human medicine. However, clinical translation of therapeutic protein is still largely hindered by different aspects of developability, including affinity and selectivity, stability and aggregation prevention, solubility and viscosity reduction, and deimmunization. Conventional optimization of the developability with widely used methods, like display technologies and library screening approaches, is a time and cost-intensive endeavor, and the efficiency in finding suitable solutions is still not enough to meet clinical needs. In recent years, the accelerated advancement of computational methodologies has ushered in a transformative era in the field of therapeutic protein design. Owing to their remarkable capabilities in feature extraction and modeling, the integration of cutting-edge computational strategies with conventional techniques presents a promising avenue to accelerate the progression of therapeutic protein design and optimization toward clinical implementation. Here, we compared the differences between therapeutic protein and small molecules in developability and provided an overview of the computational approaches applicable to the design or optimization of therapeutic protein in several developability issues.
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Affiliation(s)
- Zhidong Chen
- Department of Pathology, The Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen 518033, China
- School of Pharmaceutical Sciences, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
| | - Xinpei Wang
- School of Pharmaceutical Sciences, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
| | - Xu Chen
- School of Pharmaceutical Sciences, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
| | - Juyang Huang
- School of Pharmaceutical Sciences, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
| | - Chenglin Wang
- Shenzhen Qiyu Biotechnology Co., Ltd, Shenzhen 518107, China
| | - Junqing Wang
- School of Pharmaceutical Sciences, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
| | - Zhe Wang
- Department of Pathology, The Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen 518033, China
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4
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Qing R, Hao S, Smorodina E, Jin D, Zalevsky A, Zhang S. Protein Design: From the Aspect of Water Solubility and Stability. Chem Rev 2022; 122:14085-14179. [PMID: 35921495 PMCID: PMC9523718 DOI: 10.1021/acs.chemrev.1c00757] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Indexed: 12/13/2022]
Abstract
Water solubility and structural stability are key merits for proteins defined by the primary sequence and 3D-conformation. Their manipulation represents important aspects of the protein design field that relies on the accurate placement of amino acids and molecular interactions, guided by underlying physiochemical principles. Emulated designer proteins with well-defined properties both fuel the knowledge-base for more precise computational design models and are used in various biomedical and nanotechnological applications. The continuous developments in protein science, increasing computing power, new algorithms, and characterization techniques provide sophisticated toolkits for solubility design beyond guess work. In this review, we summarize recent advances in the protein design field with respect to water solubility and structural stability. After introducing fundamental design rules, we discuss the transmembrane protein solubilization and de novo transmembrane protein design. Traditional strategies to enhance protein solubility and structural stability are introduced. The designs of stable protein complexes and high-order assemblies are covered. Computational methodologies behind these endeavors, including structure prediction programs, machine learning algorithms, and specialty software dedicated to the evaluation of protein solubility and aggregation, are discussed. The findings and opportunities for Cryo-EM are presented. This review provides an overview of significant progress and prospects in accurate protein design for solubility and stability.
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Affiliation(s)
- Rui Qing
- State
Key Laboratory of Microbial Metabolism, School of Life Sciences and
Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
- Media
Lab, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- The
David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Shilei Hao
- Media
Lab, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Key
Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing 400030, China
| | - Eva Smorodina
- Department
of Immunology, University of Oslo and Oslo
University Hospital, Oslo 0424, Norway
| | - David Jin
- Avalon GloboCare
Corp., Freehold, New Jersey 07728, United States
| | - Arthur Zalevsky
- Laboratory
of Bioinformatics Approaches in Combinatorial Chemistry and Biology, Shemyakin−Ovchinnikov Institute of Bioorganic
Chemistry RAS, Moscow 117997, Russia
| | - Shuguang Zhang
- Media
Lab, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
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5
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Strategies for Enzymatic Inactivation of the Veterinary Antibiotic Florfenicol. Antibiotics (Basel) 2022; 11:antibiotics11040443. [PMID: 35453195 PMCID: PMC9029715 DOI: 10.3390/antibiotics11040443] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 03/21/2022] [Accepted: 03/23/2022] [Indexed: 02/05/2023] Open
Abstract
Large quantities of the antibiotic florfenicol are used in animal farming and aquaculture, contaminating the ecosystem with antibiotic residues and promoting antimicrobial resistance, ultimately leading to untreatable multidrug-resistant pathogens. Florfenicol-resistant bacteria often activate export mechanisms that result in resistance to various structurally unrelated antibiotics. We devised novel strategies for the enzymatic inactivation of florfenicol in different media, such as saltwater or milk. Using a combinatorial approach and selection, we optimized a hydrolase (EstDL136) for florfenicol cleavage. Reaction kinetics were followed by time-resolved NMR spectroscopy. Importantly, the hydrolase remained active in different media, such as saltwater or cow milk. Various environmentally-friendly application strategies for florfenicol inactivation were developed using the optimized hydrolase. As a potential filter device for cost-effective treatment of waste milk or aquacultural wastewater, the hydrolase was immobilized on Ni-NTA agarose or silica as carrier materials. In two further application examples, the hydrolase was used as cell extract or encapsulated with a semi-permeable membrane. This facilitated, for example, florfenicol inactivation in whole milk, which can help to treat waste milk from medicated cows, to be fed to calves without the risk of inducing antibiotic resistance. Enzymatic inactivation of antibiotics, in general, enables therapeutic intervention without promoting antibiotic resistance.
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6
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Dewey JA, Azizi SA, Lu V, Dickinson BC. A System for the Evolution of Protein-Protein Interaction Inducers. ACS Synth Biol 2021; 10:2096-2110. [PMID: 34319091 DOI: 10.1021/acssynbio.1c00276] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Molecules that induce interactions between proteins, often referred to as "molecular glues", are increasingly recognized as important therapeutic modalities and as entry points for rewiring cellular signaling networks. Here, we report a new PACE-based method to rapidly select and evolve molecules that mediate interactions between otherwise noninteracting proteins: rapid evolution of protein-protein interaction glues (rePPI-G). By leveraging proximity-dependent split RNA polymerase-based biosensors, we developed E. coli-based detection and selection systems that drive gene expression outputs only when interactions between target proteins are induced. We then validated the system using engineered bivalent molecular glues, showing that rePPI-G robustly selects for molecules that induce the target interaction. Proof-of-concept evolutions demonstrated that rePPI-G reduces the "hook effect" of the engineered molecular glues, due at least in part to tuning the interaction affinities of each individual component of the bifunctional molecule. Altogether, this work validates rePPI-G as a continuous, phage-based evolutionary technology for optimizing molecular glues, providing a strategy for developing molecules that reprogram protein-protein interactions.
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Affiliation(s)
- Jeffrey A. Dewey
- Department of Chemistry, The University of Chicago, Chicago, Illinois 60615, United States
| | - Saara-Anne Azizi
- Department of Chemistry, The University of Chicago, Chicago, Illinois 60615, United States
| | - Vivian Lu
- Department of Chemistry, The University of Chicago, Chicago, Illinois 60615, United States
| | - Bryan C. Dickinson
- Department of Chemistry, The University of Chicago, Chicago, Illinois 60615, United States
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7
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Bhandari BK, Lim CS, Gardner PP. TISIGNER.com: web services for improving recombinant protein production. Nucleic Acids Res 2021; 49:W654-W661. [PMID: 33744969 PMCID: PMC8265118 DOI: 10.1093/nar/gkab175] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 02/17/2021] [Accepted: 03/03/2021] [Indexed: 12/25/2022] Open
Abstract
Experiments that are planned using accurate prediction algorithms will mitigate failures in recombinant protein production. We have developed TISIGNER (https://tisigner.com) with the aim of addressing technical challenges to recombinant protein production. We offer three web services, TIsigner (Translation Initiation coding region designer), SoDoPE (Soluble Domain for Protein Expression) and Razor, which are specialised in synonymous optimisation of recombinant protein expression, solubility and signal peptide analysis, respectively. Importantly, TIsigner, SoDoPE and Razor are linked, which allows users to switch between the tools when optimising genes of interest.
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Affiliation(s)
- Bikash K Bhandari
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin 9054, New Zealand
| | - Chun Shen Lim
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin 9054, New Zealand
| | - Paul P Gardner
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin 9054, New Zealand
- Biomolecular Interaction Centre, University of Canterbury, Christchurch 8140, New Zealand
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8
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Bhandari BK, Gardner PP, Lim CS. Solubility-Weighted Index: fast and accurate prediction of protein solubility. Bioinformatics 2021; 36:4691-4698. [PMID: 32559287 PMCID: PMC7750957 DOI: 10.1093/bioinformatics/btaa578] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 05/05/2020] [Accepted: 06/12/2020] [Indexed: 12/14/2022] Open
Abstract
Motivation Recombinant protein production is a widely used technique in the biotechnology and biomedical industries, yet only a quarter of target proteins are soluble and can therefore be purified. Results We have discovered that global structural flexibility, which can be modeled by normalized B-factors, accurately predicts the solubility of 12 216 recombinant proteins expressed in Escherichia coli. We have optimized these B-factors, and derived a new set of values for solubility scoring that further improves prediction accuracy. We call this new predictor the ‘Solubility-Weighted Index’ (SWI). Importantly, SWI outperforms many existing protein solubility prediction tools. Furthermore, we have developed ‘SoDoPE’ (Soluble Domain for Protein Expression), a web interface that allows users to choose a protein region of interest for predicting and maximizing both protein expression and solubility. Availability and implementation The SoDoPE web server and source code are freely available at https://tisigner.com/sodope and https://github.com/Gardner-BinfLab/TISIGNER-ReactJS, respectively. The code and data for reproducing our analysis can be found at https://github.com/Gardner-BinfLab/SoDoPE_paper_2020. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Bikash K Bhandari
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Paul P Gardner
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand.,Biomolecular Interaction Centre, University of Canterbury, Christchurch, New Zealand
| | - Chun Shen Lim
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
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9
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Ren C, Wen X, Mencius J, Quan S. Selection and screening strategies in directed evolution to improve protein stability. BIORESOUR BIOPROCESS 2019. [DOI: 10.1186/s40643-019-0288-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
AbstractProtein stability is not only fundamental for experimental, industrial, and therapeutic applications, but is also the baseline for evolving novel protein functions. For decades, stability engineering armed with directed evolution has continued its rapid development and inevitably poses challenges. Generally, in directed evolution, establishing a reliable link between a genotype and any interpretable phenotype is more challenging than diversifying genetic libraries. Consequently, we set forth in a small picture to emphasize the screening or selection techniques in protein stability-directed evolution to secure the link. For a more systematic review, two main branches of these techniques, namely cellular or cell-free display and stability biosensors, are expounded with informative examples.
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10
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Navarro S, Ventura S. Computational re-design of protein structures to improve solubility. Expert Opin Drug Discov 2019; 14:1077-1088. [DOI: 10.1080/17460441.2019.1637413] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Susanna Navarro
- Institut de Biotecnologia i de Biomedicina, Parc de Recerca UAB, Mòdul B, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Salvador Ventura
- Institut de Biotecnologia i de Biomedicina, Parc de Recerca UAB, Mòdul B, Universitat Autònoma de Barcelona, Barcelona, Spain
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11
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Wang T, Badran AH, Huang TP, Liu DR. Continuous directed evolution of proteins with improved soluble expression. Nat Chem Biol 2018; 14:972-980. [PMID: 30127387 PMCID: PMC6143403 DOI: 10.1038/s41589-018-0121-5] [Citation(s) in RCA: 66] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Accepted: 07/17/2018] [Indexed: 01/20/2023]
Abstract
We report the development of soluble expression phage-assisted continuous evolution (SE-PACE), a system for rapidly evolving proteins with increased soluble expression. Through use of a PACE-compatible AND gate that uses a split-intein pIII, SE-PACE enables two simultaneous positive selections to evolve proteins with improved expression while maintaining their desired activities. In as little as three days, SE-PACE evolved several antibody fragments with >5-fold improvement in expression yield while retaining binding activity. We also developed an activity-independent form of SE-PACE to correct folding-defective variants of maltose-binding protein (MBP) and to evolve variants of the eukaryotic cytidine deaminase APOBEC1 with improved expression properties. These evolved APOBEC1 variants were found to improve the expression and apparent activity of Cas9-derived base editors when used in place of the wild-type cytidine deaminase. Together, these results suggest that SE-PACE can be applied to a wide variety of proteins to rapidly improve their soluble expression.
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Affiliation(s)
- Tina Wang
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA
| | - Ahmed H Badran
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA
| | - Tony P Huang
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA
| | - David R Liu
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Harvard University, Cambridge, MA, USA.
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12
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Normalized Screening of Protein Engineering Libraries by Split-GFP Crude Cell Extract Quantification. Methods Mol Biol 2018. [PMID: 29086308 DOI: 10.1007/978-1-4939-7366-8_9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
The different expression level and solubility showed by each protein variant represents an important challenge during screening campaigns: Usually, the total activity measurement constitutes the only criterion for identifying improved variants. This hampers the chances of finding interesting mutants, especially if the aim is to improve activity: On the one hand, interesting but poorly soluble variants will remain undetectable. On the other hand, a mutation might not increase activity, but improve expression level or solubility. The split-GFP technology offers an affordable and technically simple manner for overcoming that constraints, making protein library screening more efficient through the normalization of the detected enzymatic activities in relation to the quantified protein contents responsible for them.
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13
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Wang X, Wang L, Lin X, Yang X, Liu W, Zhao ZK. Visualizing Soluble Protein Mutants by Using Monomeric Red Fluorescent Protein as a Reporter for Directed Evolution. Appl Biochem Biotechnol 2018; 185:81-90. [PMID: 29082479 DOI: 10.1007/s12010-017-2640-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Accepted: 10/17/2017] [Indexed: 11/29/2022]
Abstract
Directed evolution-based protein engineering usually generates large library contained insoluble mutants because of structural disturbance by mutation. To reduce the workload and costs, it is crucial to identify and eliminate those insoluble variants prior to dedicated analysis. Here, we demonstrate a method to visualize soluble protein mutants by using monomeric red fluorescent protein (mRFP) as a fusion tag. A plasmid was devised to express nicotinic acid mononucleotide adenylyltransferase (NadD) fused with a GGGS-linked mRFP tag at the C-terminus. The plasmid was subjected to site saturation mutagenesis within the nadD gene, used to transform Escherichia coli DH10B competent cells, leading to colonies with different red intensities. It was found that the fluorescence intensity of the cell culture correlated positively with the content of NadD-mRFP mutant in the supernatant. Mutation at position 132 led to a library of which most colonies lost the red phenotype, indicating that the position had a key role for proper protein folding. Similarly, mRFP enabled identification of soluble mutants of other enzymes including 1-deoxy-D-xylulose-5-phosphate reductoisomerase and phosphite dehydrogenase. These data suggested that mRFP can serve as a fusion reporter for visualizing soluble protein mutants to facilitate more efficient library screening in directed evolution.
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Affiliation(s)
- Xueying Wang
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China
- University of Chinese Academy of Sciences, Beijing, 100049, People's Republic of China
| | - Lei Wang
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China
| | - Xinping Lin
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China
| | - Xiaobing Yang
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China
| | - Wujun Liu
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China
| | - Zongbao K Zhao
- Division of Biotechnology, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China.
- Dalian National Laboratory for Clean Energy, Dalian Institute of Chemical Physics, CAS, Dalian, 116023, People's Republic of China.
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14
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Trade-offs between enzyme fitness and solubility illuminated by deep mutational scanning. Proc Natl Acad Sci U S A 2017; 114:2265-2270. [PMID: 28196882 DOI: 10.1073/pnas.1614437114] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Proteins are marginally stable, and an understanding of the sequence determinants for improved protein solubility is highly desired. For enzymes, it is well known that many mutations that increase protein solubility decrease catalytic activity. These competing effects frustrate efforts to design and engineer stable, active enzymes without laborious high-throughput activity screens. To address the trade-off between enzyme solubility and activity, we performed deep mutational scanning using two different screens/selections that purport to gauge protein solubility for two full-length enzymes. We assayed a TEM-1 beta-lactamase variant and levoglucosan kinase (LGK) using yeast surface display (YSD) screening and a twin-arginine translocation pathway selection. We then compared these scans with published experimental fitness landscapes. Results from the YSD screen could explain 37% of the variance in the fitness landscapes for one enzyme. Five percent to 10% of all single missense mutations improve solubility, matching theoretical predictions of global protein stability. For a given solubility-enhancing mutation, the probability that it would retain wild-type fitness was correlated with evolutionary conservation and distance to active site, and anticorrelated with contact number. Hybrid classification models were developed that could predict solubility-enhancing mutations that maintain wild-type fitness with an accuracy of 90%. The downside of using such classification models is the removal of rare mutations that improve both fitness and solubility. To reveal the biophysical basis of enhanced protein solubility and function, we determined the crystallographic structure of one such LGK mutant. Beyond fundamental insights into trade-offs between stability and activity, these results have potential biotechnological applications.
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15
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Figueroa M, Sleutel M, Vandevenne M, Parvizi G, Attout S, Jacquin O, Vandenameele J, Fischer AW, Damblon C, Goormaghtigh E, Valerio-Lepiniec M, Urvoas A, Durand D, Pardon E, Steyaert J, Minard P, Maes D, Meiler J, Matagne A, Martial JA, Van de Weerdt C. The unexpected structure of the designed protein Octarellin V.1 forms a challenge for protein structure prediction tools. J Struct Biol 2016; 195:19-30. [PMID: 27181418 DOI: 10.1016/j.jsb.2016.05.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 04/19/2016] [Accepted: 05/12/2016] [Indexed: 12/26/2022]
Abstract
Despite impressive successes in protein design, designing a well-folded protein of more 100 amino acids de novo remains a formidable challenge. Exploiting the promising biophysical features of the artificial protein Octarellin V, we improved this protein by directed evolution, thus creating a more stable and soluble protein: Octarellin V.1. Next, we obtained crystals of Octarellin V.1 in complex with crystallization chaperons and determined the tertiary structure. The experimental structure of Octarellin V.1 differs from its in silico design: the (αβα) sandwich architecture bears some resemblance to a Rossman-like fold instead of the intended TIM-barrel fold. This surprising result gave us a unique and attractive opportunity to test the state of the art in protein structure prediction, using this artificial protein free of any natural selection. We tested 13 automated webservers for protein structure prediction and found none of them to predict the actual structure. More than 50% of them predicted a TIM-barrel fold, i.e. the structure we set out to design more than 10years ago. In addition, local software runs that are human operated can sample a structure similar to the experimental one but fail in selecting it, suggesting that the scoring and ranking functions should be improved. We propose that artificial proteins could be used as tools to test the accuracy of protein structure prediction algorithms, because their lack of evolutionary pressure and unique sequences features.
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Affiliation(s)
- Maximiliano Figueroa
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium.
| | - Mike Sleutel
- Structural Biology Brussels, Vrije Universiteit Brussel, Pleinlaan 2, 1050 Brussels, Belgium
| | - Marylene Vandevenne
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium
| | - Gregory Parvizi
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium
| | - Sophie Attout
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium
| | - Olivier Jacquin
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium
| | - Julie Vandenameele
- Laboratoire d'Enzymologie et Repliement des Protéines, Centre for Protein Engineering, University of Liège, Liège, Belgium
| | - Axel W Fischer
- Department of Chemistry, Center for Structural Biology, Vanderbilt University, Nashville, TN, United States
| | | | - Erik Goormaghtigh
- Laboratory for the Structure and Function of Biological Membranes, Center for Structural Biology and Bioinformatics, Université Libre de Bruxelles, Brussels, Belgium
| | - Marie Valerio-Lepiniec
- Institute for Integrative Biology of the Cell (I2BC), UMT 9198, CEA, CNRS, Université Paris-Sud, Orsay, France
| | - Agathe Urvoas
- Institute for Integrative Biology of the Cell (I2BC), UMT 9198, CEA, CNRS, Université Paris-Sud, Orsay, France
| | - Dominique Durand
- Institute for Integrative Biology of the Cell (I2BC), UMT 9198, CEA, CNRS, Université Paris-Sud, Orsay, France
| | - Els Pardon
- Structural Biology Brussels, Vrije Universiteit Brussel, Pleinlaan 2, 1050 Brussels, Belgium; Structural Biology Research Center, VIB, Pleinlaan 2, 1050 Brussels, Belgium
| | - Jan Steyaert
- Structural Biology Brussels, Vrije Universiteit Brussel, Pleinlaan 2, 1050 Brussels, Belgium; Structural Biology Research Center, VIB, Pleinlaan 2, 1050 Brussels, Belgium
| | - Philippe Minard
- Institute for Integrative Biology of the Cell (I2BC), UMT 9198, CEA, CNRS, Université Paris-Sud, Orsay, France
| | - Dominique Maes
- Structural Biology Brussels, Vrije Universiteit Brussel, Pleinlaan 2, 1050 Brussels, Belgium
| | - Jens Meiler
- Department of Chemistry, Center for Structural Biology, Vanderbilt University, Nashville, TN, United States
| | - André Matagne
- Laboratoire d'Enzymologie et Repliement des Protéines, Centre for Protein Engineering, University of Liège, Liège, Belgium
| | - Joseph A Martial
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium
| | - Cécile Van de Weerdt
- GIGA-Research, Molecular Biomimetics and Protein Engineering, University of Liège, Liège, Belgium.
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16
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Livi L, Giuliani A, Rizzi A. Toward a multilevel representation of protein molecules: Comparative approaches to the aggregation/folding propensity problem. Inf Sci (N Y) 2016. [DOI: 10.1016/j.ins.2015.07.043] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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17
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Matsui D, Asano Y. Heterologous production of l-lysine ε-oxidase by directed evolution using a fusion reporter method. Biosci Biotechnol Biochem 2015; 79:1473-80. [DOI: 10.1080/09168451.2015.1034654] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Abstract
For the heterologous production of l-lysine ε-oxidase (LodA), we constructed a new plasmid carrying LodA gene fused in-frame with an antibiotic (phleomycine) resistant gene. The new plasmid was randomly mutated and the mutated plasmids were transformed into Escherichia coli BL21 (DE3) harboring lodB, which encodes a protein (LodB) acting in posttranslational modification of LodA, and active mutants were selected by phleomycin resistance and oxidase activities. One soluble LodA variant isolated by this method contained six silent mutations and one missense mutation. At these mutation points, the codon adaptations at Lys92, Ala550, and Thr646, and the amino acid substitution at His286 to Arg contributed to the production of its functional form. The active form of LodA variant was induced by post-modification of LodB in the heterologous coexpression, and the activity increased with additional NaCl and heat treatment. This is the first report of heterologous production of LodA by random mutagenesis.
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Affiliation(s)
- Daisuke Matsui
- Biotechnology Research Center and Department of Biotechnology, Toyama Prefectural University, Imizu, Japan
- Asano Active Enzyme Molecule Project, ERATO, JST, Imizu, Japan
| | - Yasuhisa Asano
- Biotechnology Research Center and Department of Biotechnology, Toyama Prefectural University, Imizu, Japan
- Asano Active Enzyme Molecule Project, ERATO, JST, Imizu, Japan
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18
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Boock JT, King BC, Taw MN, Conrado RJ, Siu KH, Stark JC, Walker LP, Gibson DM, DeLisa MP. Repurposing a bacterial quality control mechanism to enhance enzyme production in living cells. J Mol Biol 2015; 427:1451-1463. [PMID: 25591491 DOI: 10.1016/j.jmb.2015.01.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Revised: 12/30/2014] [Accepted: 01/05/2015] [Indexed: 11/25/2022]
Abstract
Heterologous expression of many proteins in bacteria, yeasts, and plants is often limited by low titers of functional protein. To address this problem, we have created a two-tiered directed evolution strategy in Escherichia coli that enables optimization of protein production while maintaining high biological activity. The first tier involves a genetic selection for intracellular protein stability that is based on the folding quality control mechanism inherent to the twin-arginine translocation pathway, while the second is a semi-high-throughput screen for protein function. To demonstrate the utility of this strategy, we isolated variants of the endoglucanase Cel5A, from the plant-pathogenic fungus Fusarium graminearum, whose production was increased by as much as 30-fold over the parental enzyme. This gain in production was attributed to just two amino acid substitutions, and it was isolated after two iterations through the two-tiered approach. There was no significant tradeoff in activity on soluble or insoluble cellulose substrates. Importantly, by combining the folding filter afforded by the twin-arginine translocation quality control mechanism with a function-based screen, we show enrichment for variants with increased protein abundance in a manner that does not compromise catalytic activity, providing a highly soluble parent for engineering of improved or new function.
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Affiliation(s)
- Jason T Boock
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Brian C King
- Department of Plant Pathology and Plant-Microbe Biology, Cornell University, Ithaca, NY 14853, USA
| | - May N Taw
- Department of Microbiology, Cornell University, Ithaca, NY 14853, USA
| | - Robert J Conrado
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Ka-Hei Siu
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Jessica C Stark
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Larry P Walker
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Donna M Gibson
- Department of Plant Pathology and Plant-Microbe Biology, Cornell University, Ithaca, NY 14853, USA; Agricultural Research Service, Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture, Ithaca, NY 14853, USA
| | - Matthew P DeLisa
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA.
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19
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The CamSol Method of Rational Design of Protein Mutants with Enhanced Solubility. J Mol Biol 2015; 427:478-90. [DOI: 10.1016/j.jmb.2014.09.026] [Citation(s) in RCA: 260] [Impact Index Per Article: 28.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Revised: 09/30/2014] [Accepted: 09/30/2014] [Indexed: 01/19/2023]
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20
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300-Fold increase in production of the Zn2+-dependent dechlorinase TrzN in soluble form via apoenzyme stabilization. Appl Environ Microbiol 2014; 80:4003-11. [PMID: 24771025 DOI: 10.1128/aem.00916-14] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Microbial metalloenzymes constitute a large library of biocatalysts, a number of which have already been shown to catalyze the breakdown of toxic chemicals or industrially relevant chemical transformations. However, while there is considerable interest in harnessing these catalysts for biotechnology, for many of the enzymes, their large-scale production in active, soluble form in recombinant systems is a significant barrier to their use. In this work, we demonstrate that as few as three mutations can result in a 300-fold increase in the expression of soluble TrzN, an enzyme from Arthrobacter aurescens with environmental applications that catalyzes the hydrolysis of triazine herbicides, in Escherichia coli. Using a combination of X-ray crystallography, kinetic analysis, and computational simulation, we show that the majority of the improvement in expression is due to stabilization of the apoenzyme rather than the metal ion-bound holoenzyme. This provides a structural and mechanistic explanation for the observation that many compensatory mutations can increase levels of soluble-protein production without increasing the stability of the final, active form of the enzyme. This study provides a molecular understanding of the importance of the stability of metal ion free states to the accumulation of soluble protein and shows that differences between apoenzyme and holoenzyme structures can result in mutations affecting the stability of either state differently.
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21
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Gonzalez D, Hiblot J, Darbinian N, Miller JC, Gotthard G, Amini S, Chabriere E, Elias M. Ancestral mutations as a tool for solubilizing proteins: The case of a hydrophobic phosphate-binding protein. FEBS Open Bio 2014; 4:121-7. [PMID: 24490136 PMCID: PMC3907688 DOI: 10.1016/j.fob.2013.12.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2013] [Revised: 12/21/2013] [Accepted: 12/23/2013] [Indexed: 12/02/2022] Open
Abstract
Stable and soluble proteins are ideal candidates for functional and structural studies. Unfortunately, some proteins or enzymes can be difficult to isolate, being sometimes poorly expressed in heterologous systems, insoluble and/or unstable. Numerous methods have been developed to address these issues, from the screening of various expression systems to the modification of the target protein itself. Here we use a hydrophobic, aggregation-prone, phosphate-binding protein (HPBP) as a case study. We describe a simple and fast method that selectively uses ancestral mutations to generate a soluble, stable and functional variant of the target protein, here named sHPBP. This variant is highly expressed in Escherichia coli, is easily purified and its structure was solved at much higher resolution than its wild-type progenitor (1.3 versus 1.9 Å, respectively).
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Affiliation(s)
- Daniel Gonzalez
- URMITE UMR CNRS-IRD 6236, IFR48, Faculté de Médecine et de Pharmacie, Université de la Méditerranée, Marseille, France
| | - Julien Hiblot
- URMITE UMR CNRS-IRD 6236, IFR48, Faculté de Médecine et de Pharmacie, Université de la Méditerranée, Marseille, France
| | - Nune Darbinian
- Department of Neuroscience, Temple University School of Medicine, Philadelphia, PA 19140, USA
| | - Jernelle C. Miller
- Department of Neuroscience, Temple University School of Medicine, Philadelphia, PA 19140, USA
- Department of Biology, College of Science and Technology, Temple University, Philadelphia, PA 19122, USA
| | - Guillaume Gotthard
- URMITE UMR CNRS-IRD 6236, IFR48, Faculté de Médecine et de Pharmacie, Université de la Méditerranée, Marseille, France
| | - Shohreh Amini
- Department of Neuroscience, Temple University School of Medicine, Philadelphia, PA 19140, USA
- Department of Biology, College of Science and Technology, Temple University, Philadelphia, PA 19122, USA
| | - Eric Chabriere
- URMITE UMR CNRS-IRD 6236, IFR48, Faculté de Médecine et de Pharmacie, Université de la Méditerranée, Marseille, France
| | - Mikael Elias
- Weizmann Institute of Science, Biological Chemistry, Rehovot, Israel
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22
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Nguyen HB, Hung LW, Yeates TO, Terwilliger TC, Waldo GS. Split green fluorescent protein as a modular binding partner for protein crystallization. ACTA CRYSTALLOGRAPHICA. SECTION D, BIOLOGICAL CRYSTALLOGRAPHY 2013; 69:2513-23. [PMID: 24311592 PMCID: PMC3852656 DOI: 10.1107/s0907444913024608] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2013] [Accepted: 09/03/2013] [Indexed: 02/08/2023]
Abstract
A modular strategy for protein crystallization using split green fluorescent protein (GFP) as a crystallization partner is demonstrated. Insertion of a hairpin containing GFP β-strands 10 and 11 into a surface loop of a target protein provides two chain crossings between the target and the reconstituted GFP compared with the single connection afforded by terminal GFP fusions. This strategy was tested by inserting this hairpin into a loop of another fluorescent protein, sfCherry. The crystal structure of the sfCherry-GFP(10-11) hairpin in complex with GFP(1-9) was determined at a resolution of 2.6 Å. Analysis of the complex shows that the reconstituted GFP is attached to the target protein (sfCherry) in a structurally ordered way. This work opens the way to rapidly creating crystallization variants by reconstituting a target protein bearing the GFP(10-11) hairpin with a variety of GFP(1-9) mutants engineered for favorable crystallization.
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Affiliation(s)
- Hau B. Nguyen
- Bioscience Division, Los Alamos National Laboratory, MS M888, Los Alamos, NM 87545, USA
| | - Li-Wei Hung
- Physics Division, Los Alamos National Laboratory, MS D454, Los Alamos, NM 87545, USA
| | - Todd O. Yeates
- Department of Chemistry and Biochemistry, University of California, PO Box 951569, Los Angeles, CA 90095, USA
| | - Thomas C. Terwilliger
- Bioscience Division, Los Alamos National Laboratory, MS M888, Los Alamos, NM 87545, USA
| | - Geoffrey S. Waldo
- Bioscience Division, Los Alamos National Laboratory, MS M888, Los Alamos, NM 87545, USA
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23
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Rottier K, Faille A, Prudhomme T, Leblanc C, Chalut C, Cabantous S, Guilhot C, Mourey L, Pedelacq JD. Detection of soluble co-factor dependent protein expression in vivo: application to the 4'-phosphopantetheinyl transferase PptT from Mycobacterium tuberculosis. J Struct Biol 2013; 183:320-328. [PMID: 23916562 DOI: 10.1016/j.jsb.2013.07.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2013] [Revised: 07/24/2013] [Accepted: 07/25/2013] [Indexed: 12/19/2022]
Abstract
The need for early-on diagnostic tools to assess the folding and solubility of expressed protein constructs in vivo is of great interest when dealing with recalcitrant proteins. In this paper, we took advantage of the picomolar sensitivity of the bipartite GFP1-10/GFP11 system to investigate the solubility of the Mycobacterium tuberculosis 4'-phosphopantetheinyl transferase PptT, an enzyme essential for the viability of the tubercle bacillus. In vivo and in vitro complementation assays clearly showed the improved solubility of the full-length PptT compared to its N- and C-terminally truncated counterparts. However, initial attempts to purify the full-length enzyme overexpressed in Escherichia coli cells were hampered by aggregation issues overtime that caused the protein to precipitate within hours. The fact that the naturally occurring Coenzyme A and Mg(2+), essentials for PptT to carry out its function, could play a role in stabilizing the enzyme was confirmed using DSF experiments. In vitro activity assays were performed using the ACP substrate from the type I polyketide synthase PpsC from M. tuberculosis, a 2188 amino-acid enzyme that plays a major role in the virulence and pathogenicity of this microbial pathogen. We selected the most soluble and compact ACP fragment (2042-2188), identified by genetic selection of in-frame fragments from random library experiments, to monitor the transfer of the P-pant moiety from Coenzyme A onto a conserved serine residue of this ACP domain.
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Affiliation(s)
- Karine Rottier
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Alexandre Faille
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Thomas Prudhomme
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Cécile Leblanc
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Christian Chalut
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Stéphanie Cabantous
- INSERM UMR 1037, Cancer Research Center of Toulouse, 20-24 Rue du Pont St. Pierre, 31052 Toulouse Cedex, France; Université de Toulouse, 31052 Toulouse Cedex, France; Institut Claudius Regaud, 31052 Toulouse Cedex, France
| | - Christophe Guilhot
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Lionel Mourey
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France
| | - Jean-Denis Pedelacq
- CNRS, IPBS (Institut de Pharmacologie et de Biologie Structurale), 205 Route de Narbonne, BP 64182, F-31077 Toulouse, France; Université de Toulouse, UPS, IPBS, F-31077 Toulouse, France.
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24
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Wang Y, Zhang F, Chen H, Chen X, Chen D. Directed evolution of insoluble arabidopsis thaliana zeta class glutathione S-transferase mutants for higher solubility in Escherichia coli. J Genet Genomics 2013; 40:319-22. [PMID: 23790632 DOI: 10.1016/j.jgg.2013.03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2013] [Revised: 02/24/2013] [Accepted: 03/01/2013] [Indexed: 11/18/2022]
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25
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Huang Z, Zhang C, Chen S, Ye F, Xing XH. Active inclusion bodies of acid phosphatase PhoC: aggregation induced by GFP fusion and activities modulated by linker flexibility. Microb Cell Fact 2013; 12:25. [PMID: 23497261 PMCID: PMC3608069 DOI: 10.1186/1475-2859-12-25] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2012] [Accepted: 03/01/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Biologically active inclusion bodies (IBs) have gained much attention in recent years. Fusion with IB-inducing partner has been shown to be an efficient strategy for generating active IBs. To make full use of the advantages of active IBs, one of the key issues will be to improve the activity yield of IBs when expressed in cells, which would need more choices on IB-inducing fusion partners and approaches for engineering IBs. Green fluorescent protein (GFP) has been reported to aggregate when overexpressed, but GFP fusion has not been considered as an IB-inducing approach for these fusion proteins so far. In addition, the role of linker in fusion proteins has been shown to be important for protein characteristics, yet impact of linker on active IBs has never been reported. RESULTS Here we report that by fusing GFP and acid phosphatase PhoC via a linker region, the resultant PhoC-GFPs were expressed largely as IBs. These IBs show high levels of specific fluorescence and specific PhoC activities (phosphatase and phosphotransferase), and can account for up to over 80% of the total PhoC activities in the cells. We further demonstrated that the aggregation of GFP moiety in the fusion protein plays an essential role in the formation of PhoC-GFP IBs. In addition, PhoC-GFP IBs with linkers of different flexibility were found to exhibit different levels of activities and ratios in the cells, suggesting that the linker region can be utilized to manipulate the characteristics of active IBs. CONCLUSIONS Our results show that active IBs of PhoC can be generated by GFP fusion, demonstrating for the first time the potential of GFP fusion to induce active IB formation of another soluble protein. We also show that the linker sequence in PhoC-GFP fusion proteins plays an important role on the regulation of IB characteristics, providing an alternative and important approach for engineering of active IBs with the goal of obtaining high activity yield of IBs.
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Affiliation(s)
- Ziliang Huang
- Key Laboratory for Industrial Biocatalysis, Ministry of Education, Department of Chemical Engineering, Tsinghua University, Beijing, 100084, China
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26
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Abstract
Molecular chaperones assist de novo protein folding and facilitate the refolding of stress-denatured proteins. The molecular chaperone concept was coined nearly 35 years ago, and since then, tremendous strides have been made in understanding how these factors support protein folding. Here, we focus on how various chaperone proteins were first identified to play roles in protein folding. Examples are used to illustrate traditional routes of chaperone discovery and point out their advantages and limitations. Recent advances, including the development of folding biosensors and promising methods for the stabilization of proteins in vivo, provide new routes for chaperone discovery.
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Affiliation(s)
- Shu Quan
- Department of Molecular, Cellular, and Developmental Biology, Howard Hughes Medical Institute, University of Michigan, Ann Arbor, MI, USA.
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27
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Smialowski P, Doose G, Torkler P, Kaufmann S, Frishman D. PROSO II--a new method for protein solubility prediction. FEBS J 2012; 279:2192-200. [PMID: 22536855 DOI: 10.1111/j.1742-4658.2012.08603.x] [Citation(s) in RCA: 129] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Many fields of science and industry depend on efficient production of active protein using heterologous expression in Escherichia coli. The solubility of proteins upon expression is dependent on their amino acid sequence. Prediction of solubility from sequence is therefore highly valuable. We present a novel machine-learning-based model called PROSO II which makes use of new classification methods and growth in experimental data to improve coverage and accuracy of solubility predictions. The classification algorithm is organized as a two-layered structure in which the output of a primary Parzen window model for sequence similarity and a logistic regression classifier of amino acid k-mer composition serve as input for a second-level logistic regression classifier. Compared with previously published research our model is trained on five times more data than used by any other method before (82 000 proteins). When tested on a separate holdout set not used at any point of method development our server attained the best results in comparison with other currently available methods: accuracy 75.4%, Matthew's correlation coefficient 0.39, sensitivity 0.731, specificity 0.759, gain (soluble) 2.263. In summary, due to utilization of cutting edge machine learning technologies combined with the largest currently available experimental data set the PROSO II server constitutes a substantial improvement in protein solubility predictions. PROSO II is available at http://mips.helmholtz-muenchen.de/prosoII.
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Affiliation(s)
- Pawel Smialowski
- Department of Genome Oriented Bioinformatics, Technische Universität Muenchen, Freising, Germany.
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28
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Keys TG, Berger M, Gerardy-Schahn R. A high-throughput screen for polysialyltransferase activity. Anal Biochem 2012; 427:60-8. [PMID: 22579847 DOI: 10.1016/j.ab.2012.04.033] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2012] [Revised: 04/27/2012] [Accepted: 04/30/2012] [Indexed: 10/28/2022]
Abstract
Polysialic acid is common to humans and a few bacterial pathogens and it holds great potential for the development of new therapeutic reagents. Currently, the bacterial polysialyltransferases (polySTs) are the only source of polysialic acid for research and biotechnological purposes either directly, by enzymatic polysialylation of therapeutic proteins, or indirectly, by harvest of polysialic acid from bacterial fermentation. Further engineering and optimization of these enzymes is hindered by the lack of high-throughput screening methodologies for polysialyltransferase activity. Here we report the development of an efficient in vivo activity screen for bacterial polySTs. The screen exploits complementation of a dormant capsule export complex in the expression strain, Escherichia coli BL21-Gold(DE3). This strain was metabolically engineered to synthesize CMP-Neu5Ac, the donor sugar for the polysialylation reaction. Using the new strain, a colony blotting procedure that enables the routine testing of more than 10(4) polyST genes was developed. To test the usefulness of the methodology, we screened a library of N-terminally truncated polySTs derived from the Neisseria meningitidis serogroup B (NmB)-polyST. We identified truncations that remove a putative membrane interaction domain, resulting in soluble and active enzymes.
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Affiliation(s)
- Timothy G Keys
- Department of Biochemistry, Institute for Cellular Chemistry, Hannover Medical School, Hannover 30625, Germany
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29
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Jariyachawalid K, Laowanapiban P, Meevootisom V, Wiyakrutta S. Effective enhancement of Pseudomonas stutzeri D-phenylglycine aminotransferase functional expression in Pichia pastoris by co-expressing Escherichia coli GroEL-GroES. Microb Cell Fact 2012; 11:47. [PMID: 22515657 PMCID: PMC3503884 DOI: 10.1186/1475-2859-11-47] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2011] [Accepted: 03/26/2012] [Indexed: 12/02/2022] Open
Abstract
Background D-phenylglycine aminotransferase (D-PhgAT) of Pseudomonas stutzeri ST-201 catalyzes the reversible stereo-inverting transamination potentially useful in the application for synthesis of D-phenylglycine and D-4-hydroxyphenylglycine using L-glutamate as a low cost amino donor substrate in one single step. The enzyme is a relatively hydrophobic homodimeric intracellular protein difficult to express in the soluble functionally active form. Over-expression of the dpgA gene in E. coli resulted in the majority of the D-PhgAT aggregated into insoluble inclusion bodies that failed to be re-natured. Expression in Pichia pastoris was explored as an alternative route for high level production of the D-PhgAT. Results Intracellular expression of the codon-optimized synthetic dpgA gene under the PAOX1 promoter in P. pastoris resulted in inactive D-PhgAT associated with insoluble cellular fraction and very low level of D-PhgAT activity in the soluble fraction. Manipulation of culture conditions such as addition of sorbitol to induce intracellular accumulation of osmolytes, addition of benzyl alcohol to induce chaperone expression, or lowering incubation temperature to slow down protein expression and folding rates all failed to increase the active D-PhgAT yield. Co-expression of E. coli chaperonins GroEL-GroES with the D-PhgAT dramatically improved the soluble active enzyme production. Increasing gene dosage of both the dpgA and those of the chaperones further increased functional D-PhgAT yield up to 14400-fold higher than when the dpgA was expressed alone. Optimization of cultivation condition further increased D-PhgAT activity yield from the best co-expressing strain by 1.2-fold. Conclusions This is the first report on the use of bacterial chaperones co-expressions to enhance functional intracellular expression of bacterial enzyme in P. pastoris. Only two bacterial chaperone genes groEL and groES were sufficient for dramatic enhancement of functionally active D-PhgAT expression in this yeast. With the optimized gene dosage and chaperone combinations, P. pastoris can be attractive for intracellular expression of bacterial proteins since it can grow to a very high cell density which is translated into the higher volumetric product yield than the E. coli or other bacterial systems.
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Affiliation(s)
- Kanidtha Jariyachawalid
- Department of Biotechnology, Faculty of Science, Mahidol University, Rama 6 Road, Bangkok 10400, Thailand
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30
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Singh B, Lee CB, Park JW, Sohng JK. The amino acid sequences in the C-terminal region of glucose-1-phosphate thymidylyltransferases determine their soluble expression in Escherichia coli. Protein Eng Des Sel 2012; 25:179-87. [DOI: 10.1093/protein/gzs002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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31
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Lockard MA, Listwan P, Pedelacq JD, Cabantous S, Nguyen HB, Terwilliger TC, Waldo GS. A high-throughput immobilized bead screen for stable proteins and multi-protein complexes. Protein Eng Des Sel 2011; 24:565-78. [PMID: 21642284 PMCID: PMC3118733 DOI: 10.1093/protein/gzr021] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
We describe an in vitro colony screen to identify Escherichia coli expressing soluble proteins and stable, assembled multiprotein complexes. Proteins with an N-terminal 6His tag and C-terminal green fluorescent protein (GFP) S11 tag are fluorescently labeled in cells by complementation with a coexpressed GFP 1-10 fragment. After partial colony lysis, the fluorescent soluble proteins or complexes diffuse through a supporting filtration membrane and are captured on Talon(®) resin metal affinity beads immobilized in agarose. Images of the fluorescent colonies convey total expression and the level of fluorescence bound to the beads indicates how much protein is soluble. Both pieces of information can be used together when selecting clones. After the assay, colonies can be picked and propagated, eliminating the need to make replica plates. We used the method to screen a DNA fragment library of the human protein p85 and preferentially obtained clones expressing the full-length 'breakpoint cluster region-homology' and NSH2 domains. The assay also distinguished clones expressing stable multi-protein complexes from those that are unstable due to missing subunits. Clones expressing stable, intact heterotrimeric E.coli YheNML complexes were readily identified in libraries dominated by complexes of YheML missing the N subunit.
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Affiliation(s)
- Meghan A Lockard
- Biosciences Division, MS-M888, Los Alamos National Laboratory, PO Box 1663, Los Alamos, NM 87545, USA
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32
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Reetz MT, Zheng H. Manipulating the Expression Rate and Enantioselectivity of an Epoxide Hydrolase by Using Directed Evolution. Chembiochem 2011; 12:1529-35. [DOI: 10.1002/cbic.201100078] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2011] [Indexed: 11/06/2022]
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33
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Caetano-Anollés G, Mittenthal J. Exploring the interplay of stability and function in protein evolution: new methods further elucidate why protein stability is necessarily so tenuous and stability-increasing mutations compromise biological function. Bioessays 2010; 32:655-8. [PMID: 20658703 DOI: 10.1002/bies.201000038] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
A new split beta-lactamase assay promises experimental testing of the interplay of protein stability and function. Proteins are sufficiently stable to act effectively within cells. However, mutations generally destabilize structure, with effects on free energy that are comparable to the free energy of folding. Assays of protein functionality and stability in vivo enable a quick study of factors that influence these properties in response to targeted mutations. These assays can help molecular engineering but can also be used to target important questions, including why most proteins are marginally stable, how mutations alter structural makeup, and how thermodynamics, function, and environment shape molecular change. Processes of self-organization and natural selection are determinants of stability and function. Non-equilibrium thermodynamics provides crucial concepts, e.g., cells as emergent energy-dissipating entities that do work and build their own parts, and a framework to study the sculpting role of evolution at different scales.
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34
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Mansell TJ, Linderman SW, Fisher AC, DeLisa MP. A rapid protein folding assay for the bacterial periplasm. Protein Sci 2010; 19:1079-90. [PMID: 20440843 DOI: 10.1002/pro.388] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
An array of genetic screens and selections has been developed for reporting protein folding and solubility in the cytoplasm of living cells. However, there are currently no analogous folding assays for the bacterial periplasm, despite the significance of this compartment for the expression of recombinant proteins, especially those requiring important posttranslational modifications (e.g., disulfide bond formation). Here, we describe an engineered genetic selection for monitoring protein folding in the periplasmic compartment of Escherichia coli cells. In this approach, target proteins are sandwiched between an N-terminal signal recognition particle (SRP)-dependent signal peptide and a C-terminal selectable marker, TEM-1 beta-lactamase. The resulting chimeras are localized to the periplasmic space via the cotranslational SRP pathway. Using a panel of native and heterologous proteins, we demonstrate that the folding efficiency of various target proteins correlates directly with in vivo beta-lactamase activity and thus resistance to ampicillin. We also show that this reporter is useful for the discovery of extrinsic periplasmic factors (e.g., chaperones) that affect protein folding and for obtaining folding-enhanced proteins via directed evolution. Collectively, these data demonstrate that our periplasmic folding reporter is a powerful tool for screening and engineering protein folding in a manner that does not require any structural or functional information about the target protein.
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Affiliation(s)
- Thomas J Mansell
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853, USA
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35
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Derewenda ZS. Application of protein engineering to enhance crystallizability and improve crystal properties. ACTA CRYSTALLOGRAPHICA. SECTION D, BIOLOGICAL CRYSTALLOGRAPHY 2010; 66:604-15. [PMID: 20445236 PMCID: PMC3089013 DOI: 10.1107/s090744491000644x] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2009] [Accepted: 02/18/2010] [Indexed: 01/05/2023]
Abstract
Until recently, protein crystallization has mostly been regarded as a stochastic event over which the investigator has little or no control. With the dramatic technological advances in synchrotron-radiation sources and detectors and the equally impressive progress in crystallographic software, including automated model building and validation, crystallization has increasingly become the rate-limiting step in X-ray diffraction studies of macromolecules. However, with the advent of recombinant methods it has also become possible to engineer target proteins and their complexes for higher propensity to form crystals with desirable X-ray diffraction qualities. As most proteins that are under investigation today are obtained by heterologous overexpression, these techniques hold the promise of becoming routine tools with the potential to transform classical crystallization screening into a more rational high-success-rate approach. This article presents an overview of protein-engineering methods designed to enhance crystallizability and discusses a number of examples of their successful application.
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Affiliation(s)
- Zygmunt S Derewenda
- Department of Molecular Physiology and Biological Physics, University of Virginia School of Medicine, Charlottesville, VA 22908-0736, USA.
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36
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Yumerefendi H, Tarendeau F, Mas PJ, Hart DJ. ESPRIT: an automated, library-based method for mapping and soluble expression of protein domains from challenging targets. J Struct Biol 2010; 172:66-74. [PMID: 20206698 DOI: 10.1016/j.jsb.2010.02.021] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2010] [Revised: 02/24/2010] [Accepted: 02/28/2010] [Indexed: 01/28/2023]
Abstract
Expression of sufficient quantities of soluble protein for structural biology and other applications is often a very difficult task, especially when multimilligram quantities are required. In order to improve yield, solubility or crystallisability of a protein, it is common to subclone shorter genetic constructs corresponding to single- or multi-domain fragments. However, it is not always clear where domain boundaries are located, especially when working on novel targets with little or no sequence similarity to other proteins. Several methods have been described employing aspects of directed evolution to the recombinant expression of challenging proteins. These combine the construction of a random library of genetic constructs of a target with a screening or selection process to identify solubly expressing protein fragments. Here we review several datasets from the ESPRIT (Expression of Soluble Proteins by Random Incremental Truncation) technology to provide a view on its capabilities. Firstly, we demonstrate how it functions using the well-characterised NF-kappaB p50 transcription factor as a model system. Secondly, application of ESPRIT to the challenging PB2 subunit of influenza polymerase has led to several novel atomic resolution structures; here we present an overview of the screening phase of that project. Thirdly, analysis of the human kinase TBK1 is presented to show how the ESPRIT technology rapidly addresses the compatibility of challenging targets with the Escherichia coli expression system.
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Affiliation(s)
- Hayretin Yumerefendi
- Unit of Virus Host-Cell Interactions, UJF-EMBL-CNRS, UMI 3265, 6 rue Jules Horowitz, Grenoble Cedex 9, France
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37
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Abstract
In this issue of Molecular Cell, Foit et al. (2009) probe cellular protein folding using a split beta-lactamase approach for evolving protein stability in the absence of any requirement for function.
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Affiliation(s)
- R Luke Wiseman
- Department of Chemical Physiology, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037, USA.
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38
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Di Niro R, Sulic AM, Mignone F, D'Angelo S, Bordoni R, Iacono M, Marzari R, Gaiotto T, Lavric M, Bradbury ARM, Biancone L, Zevin-Sonkin D, De Bellis G, Santoro C, Sblattero D. Rapid interactome profiling by massive sequencing. Nucleic Acids Res 2010; 38:e110. [PMID: 20144949 PMCID: PMC2875021 DOI: 10.1093/nar/gkq052] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
We have developed a high-throughput protein expression and interaction analysis platform that combines cDNA phage display library selection and massive gene sequencing using the 454 platform. A phage display library of open reading frame (ORF) fragments was created from mRNA derived from different tissues. This was used to study the interaction network of the enzyme transglutaminase 2 (TG2), a multifunctional enzyme involved in the regulation of cell growth, differentiation and apoptosis, associated with many different pathologies. After two rounds of panning with TG2 we assayed the frequency of ORFs within the selected phage population using 454 sequencing. Ranking and analysis of more than 120 000 sequences allowed us to identify several potential interactors, which were subsequently confirmed in functional assays. Within the identified clones, three had been previously described as interacting proteins (fibronectin, SMOC1 and GSTO2), while all the others were new. When compared with standard systems, such as microtiter enzyme-linked immunosorbant assay, the method described here is dramatically faster and yields far more information about the interaction under study, allowing better characterization of complex systems. For example, in the case of fibronectin, it was possible to identify the specific domains involved in the interaction.
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Affiliation(s)
- Roberto Di Niro
- Department of Life Sciences, University of Trieste, Trieste, Italy
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39
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Moreau MJJ, Morin I, Schaeffer PM. Quantitative determination of protein stability and ligand binding using a green fluorescent protein reporter system. MOLECULAR BIOSYSTEMS 2010; 6:1285-92. [DOI: 10.1039/c002001j] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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40
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Foit L, Morgan GJ, Kern MJ, Steimer LR, von Hacht AA, Titchmarsh J, Warriner SL, Radford SE, Bardwell JC. Optimizing protein stability in vivo. Mol Cell 2009; 36:861-71. [PMID: 20005848 PMCID: PMC2818778 DOI: 10.1016/j.molcel.2009.11.022] [Citation(s) in RCA: 123] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2009] [Revised: 08/04/2009] [Accepted: 10/24/2009] [Indexed: 11/23/2022]
Abstract
Identifying mutations that stabilize proteins is challenging because most substitutions are destabilizing. In addition to being of immense practical utility, the ability to evolve protein stability in vivo may indicate how evolution has formed today's protein sequences. Here we describe a genetic selection that directly links the in vivo stability of proteins to antibiotic resistance. It allows the identification of stabilizing mutations within proteins. The large majority of mutants selected for improved antibiotic resistance are stabilized both thermodynamically and kinetically, indicating that similar principles govern stability in vivo and in vitro. The approach requires no prior structural or functional knowledge and allows selection for stability without a need to maintain function. Mutations that enhance thermodynamic stability of the protein Im7 map overwhelmingly to surface residues involved in binding to colicin E7, showing how the evolutionary pressures that drive Im7-E7 complex formation have compromised the stability of the isolated Im7 protein.
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Affiliation(s)
- Linda Foit
- Howard Hughes Medical Institute University of Michigan, Ann Arbor, MI 48109, USA
- Institute for Chemistry and Pharmacy, University of Münster, 48149 Münster, Germany
| | - Gareth J. Morgan
- Astbury Centre for Structural and Molecular Biology, University of Leeds, LS2 9JT, UK
- Institute for Molecular and Cellular Biology, University of Leeds, LS2 9JT, UK
| | - Maximilian J. Kern
- Howard Hughes Medical Institute University of Michigan, Ann Arbor, MI 48109, USA
| | - Lenz R. Steimer
- Howard Hughes Medical Institute University of Michigan, Ann Arbor, MI 48109, USA
| | | | - James Titchmarsh
- Astbury Centre for Structural and Molecular Biology, University of Leeds, LS2 9JT, UK
- School of Chemistry, University of Leeds, LS2 9JT UK
| | - Stuart L. Warriner
- Astbury Centre for Structural and Molecular Biology, University of Leeds, LS2 9JT, UK
- School of Chemistry, University of Leeds, LS2 9JT UK
| | - Sheena E. Radford
- Astbury Centre for Structural and Molecular Biology, University of Leeds, LS2 9JT, UK
- Institute for Molecular and Cellular Biology, University of Leeds, LS2 9JT, UK
| | - James C.A. Bardwell
- Howard Hughes Medical Institute University of Michigan, Ann Arbor, MI 48109, USA
- Department of Molecular, Cellular and Developmental Biology University of Michigan, Ann Arbor, MI 48109, USA
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41
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Quartley E, Alexandrov A, Mikucki M, Buckner FS, Hol WG, DeTitta GT, Phizicky EM, Grayhack EJ. Heterologous expression of L. major proteins in S. cerevisiae: a test of solubility, purity, and gene recoding. ACTA ACUST UNITED AC 2009; 10:233-47. [PMID: 19701618 DOI: 10.1007/s10969-009-9068-9] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2009] [Accepted: 08/06/2009] [Indexed: 11/25/2022]
Abstract
High level expression of many eukaryotic proteins for structural analysis is likely to require a eukaryotic host since many proteins are either insoluble or lack essential post-translational modifications when expressed in E. coli. The well-studied eukaryote Saccharomyces cerevisiae possesses several attributes of a good expression host: it is simple and inexpensive to culture, has proven genetic tractability, and has excellent recombinant DNA tools. We demonstrate here that this yeast exhibits three additional characteristics that are desirable in a eukaryotic expression host. First, expression in yeast significantly improves the solubility of proteins that are expressed but insoluble in E. coli. The expression and solubility of 83 Leishmania major ORFs were compared in S. cerevisiae and in E. coli, with the result that 42 of the 64 ORFs with good expression and poor solubility in E. coli are highly soluble in S. cerevisiae. Second, the yield and purity of heterologous proteins expressed in yeast is sufficient for structural analysis, as demonstrated with both small scale purifications of 21 highly expressed proteins and large scale purifications of 2 proteins, which yield highly homogeneous preparations. Third, protein expression can be improved by altering codon usage, based on the observation that a codon-optimized construct of one ORF yields three-fold more protein. Thus, these results provide direct verification that high level expression and purification of heterologous proteins in S. cerevisiae is feasible and likely to improve expression of proteins whose solubility in E. coli is poor.
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Affiliation(s)
- Erin Quartley
- Center for Pediatric Biomedical Research, University of Rochester Medical School, Rochester, NY 14642, USA
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42
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Stoevesandt O, Taussig MJ, He M. Protein microarrays: high-throughput tools for proteomics. Expert Rev Proteomics 2009; 6:145-57. [PMID: 19385942 PMCID: PMC7105755 DOI: 10.1586/epr.09.2] [Citation(s) in RCA: 116] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Protein microarrays are versatile tools for parallel, miniaturized screening of binding events involving large numbers of immobilized proteins in a time- and cost-effective manner. They are increasingly applied for high-throughput protein analyses in many research areas, such as protein interactions, expression profiling and target discovery. While conventionally made by the spotting of purified proteins, recent advances in technology have made it possible to produce protein microarrays through in situ cell-free synthesis directly from corresponding DNA arrays. This article reviews recent developments in the generation of protein microarrays and their applications in proteomics and diagnostics.
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Affiliation(s)
- Oda Stoevesandt
- Babraham Bioscience Technologies Ltd., Babraham Research Campus, Cambridge, CB22 3AT, UK.
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43
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Drevelle A, Urvoas A, Hamida-Rebaï MB, Van Vooren G, Nicaise M, Valerio-Lepiniec M, Desmadril M, Robert CH, Minard P. Disulfide Bond Substitution by Directed Evolution in an Engineered Binding Protein. Chembiochem 2009; 10:1349-59. [DOI: 10.1002/cbic.200800745] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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44
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Abstract
We report a simple method for identifying foldable viral surface protein fragments in a random but systematic manner. The method involves digestion and reassembly of a target gene to generate a pool of smaller DNA fragments with random ends but controllable lengths, followed by screening for foldable fragments using green fluorescent protein (GFP) as a folding reporter. The surface glycoproteins of SARS-CoV and HIV-1 were used as model proteins. Two foldable fragments for SARS-CoV spike protein were identified, which coincide with various anti-SARS-CoV peptides. A similar treatment of the HIV-1 gp120 yielded a number of fragments that are associated with the critical CD4 binding site, or the partially buried CCR5 binding site of the protein. The random dissection approach described here should be applicable to other viral proteins for isolating soluble viral surface protein fragments, and may provide alternatives to the full-length proteins (subunits) or linear short peptides in search for antigen or vaccine candidates.
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Affiliation(s)
- Barry W. Hicks
- Department of Chemistry, 2355 Fairchild Drive, US Airforce Academy, CO 80840 USA
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45
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Koehn J, Hunt I. High-Throughput Protein Production (HTPP): a review of enabling technologies to expedite protein production. Methods Mol Biol 2009; 498:1-18. [PMID: 18988015 DOI: 10.1007/978-1-59745-196-3_1] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Recombinant protein production plays a crucial role in the drug discovery process, contributing to several key stages of the pathway. These include exploratory research, target validation, high-throughput screening (HTS), selectivity screens, and structural biology studies. Therefore the quick and rapid production of high-quality recombinant proteins is a critical component of the successful development of therapeutic small molecule inhibitors. This chapter will therefore attempt to provide an overview of some of the current "best-in-class" cloning, expression, and purification strategies currently available that enhance protein production capabilities and enable greater throughput. As such the chapter should also enable a reader with limited understanding of the high-throughput protein production (HTPP) process with the necessary information to set up and equip a laboratory for multiparallel protein production.
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Affiliation(s)
- Jim Koehn
- Protein Structure Unit, Centre for Proteomic Chemistry, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
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46
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Abstract
Tags are frequently used in the expression of recombinant proteins to improve solubility and for affinity purification. A large number of tags have been developed for protein production and researchers face a profusion of choices when designing expression constructs. Here, we survey common affinity and solubility tags, and offer some guidance on their selection and use.
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Affiliation(s)
- Arun Malhotra
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, Florida, USA
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47
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Li P, Guan H, Li J, Lin Z. Heterologous expression, purification, and characterization of cytochrome P450sca-2 and mutants with improved solubility in Escherichia coli. Protein Expr Purif 2008; 65:196-203. [PMID: 19100328 DOI: 10.1016/j.pep.2008.11.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2008] [Revised: 11/25/2008] [Accepted: 11/25/2008] [Indexed: 10/21/2022]
Abstract
Pravastatin, an important cholesterol lowering drug, is currently produced by hydroxylation of mevastatin (ML-236B) with Streptomyces carbophilus, in which the enzyme P450sca-2 plays a key role. Little information on the recombinant expression of this enzyme is available. As it is of industrial interest to develop an alternative simplified enzymatic process for pravastatin, as a first step, further study on the heterologous expression of this enzyme is warranted. We report here, for the first time, the purification, and characterization of P450sca-2 expressed in Escherichia coli. A synthetic gene encoding P450sca-2 was designed to suit the standard codon usage of E. coli. Expression of P450sca-2 in E. coli under optimized conditions yielded about 100 nmol purified active P450sca-2 per liter. Directed evolution was further carried out to improve the soluble expression level. In the absence of a facile and sensitive assay, green fluorescent protein (GFP) was used as a reporter to enable high-throughput screening. After three rounds of evolution by error-prone PCR and DNA shuffling, six almost totally soluble mutants were obtained, with the soluble expression levels dramatically improved by about 30-fold. For six most frequently occurring mutations, the corresponding single mutants were created to dissect the effects of these mutations. A single mutation, P159A, was found to be responsible for most of the enhanced solubility observed in the six mutants, and the corresponding single mutant also retained the hydroxylation activity. Our study provides a foundation for future work on improving functional expression of P450sca-2 in E. coli.
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Affiliation(s)
- Pan Li
- Department of Chemical Engineering, Tsinghua University, 1 Tsinghua Garden Road, Beijing 100084, China
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48
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Directed enzyme evolution via small and effective neutral drift libraries. Nat Methods 2008; 5:939-42. [DOI: 10.1038/nmeth.1262] [Citation(s) in RCA: 103] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2008] [Accepted: 09/25/2008] [Indexed: 11/08/2022]
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49
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Mueller-Cajar O, Whitney SM. Directing the evolution of Rubisco and Rubisco activase: first impressions of a new tool for photosynthesis research. PHOTOSYNTHESIS RESEARCH 2008; 98:667-75. [PMID: 18626786 PMCID: PMC2758363 DOI: 10.1007/s11120-008-9324-z] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2008] [Accepted: 06/26/2008] [Indexed: 05/18/2023]
Abstract
During the last decade the practice of laboratory-directed protein evolution has become firmly established as a versatile tool in biochemical research by enabling molecular evolution toward desirable phenotypes or detection of novel structure-function interactions. Applications of this technique in the field of photosynthesis research are still in their infancy, but recently first steps have been reported in the directed evolution of the CO(2)-fixing enzyme Rubisco and its helper protein Rubisco activase. Here we summarize directed protein evolution strategies and review the progressive advances that have been made to develop and apply suitable selection systems for screening mutant forms of these enzymes that improve the fitness of the host organism. The goal of increasing photosynthetic efficiency of plants by improving the kinetics of Rubisco has been a long-term goal scoring modest successes. We discuss how directed evolution methodologies may one day be able to circumvent the problems encountered during this venture.
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Affiliation(s)
- Oliver Mueller-Cajar
- Molecular Plant Physiology, Research School of Biological Sciences, Australian National University, P.O. Box 475, Canberra, Australian Capital Territory 2601 Australia
- Department of Cellular Biochemistry, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany
| | - Spencer M. Whitney
- Molecular Plant Physiology, Research School of Biological Sciences, Australian National University, P.O. Box 475, Canberra, Australian Capital Territory 2601 Australia
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50
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Mohan U, Banerjee UC. Molecular Evolution of a Defined DNA Sequence with Accumulation of Mutations in a Single Round by a Dual Approach to Random Chemical Mutagenesis (DuARCheM). Chembiochem 2008; 9:2238-43. [PMID: 18756549 DOI: 10.1002/cbic.200800259] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Utpal Mohan
- Biocatalysis and Protein Engineering Group, Department of Pharmaceutical Technology, National Institute of Pharmaceutical Education and Research, Sector 67, S.A.S. Nagar-160062, Punjab, India
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