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Dramé-Maigné A, Espada R, McCallum G, Sieskind R, Gines G, Rondelez Y. In Vitro Enzyme Self-Selection Using Molecular Programs. ACS Synth Biol 2024; 13:474-484. [PMID: 38206581 DOI: 10.1021/acssynbio.3c00385] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2024]
Abstract
Directed evolution provides a powerful route for in vitro enzyme engineering. State-of-the-art techniques functionally screen up to millions of enzyme variants using high throughput microfluidic sorters, whose operation remains technically challenging. Alternatively, in vitro self-selection methods, analogous to in vivo complementation strategies, open the way to even higher throughputs, but have been demonstrated only for a few specific activities. Here, we leverage synthetic molecular networks to generalize in vitro compartmentalized self-selection processes. We introduce a programmable circuit architecture that can link an arbitrary target enzymatic activity to the replication of its encoding gene. Microencapsulation of a bacterial expression library with this autonomous selection circuit results in the single-step and screening-free enrichment of genetic sequences coding for programmed enzymatic phenotypes. We demonstrate the potential of this approach for the nicking enzyme Nt.BstNBI (NBI). We applied autonomous selection conditions to enrich for thermostability or catalytic efficiency, manipulating up to 107 microcompartments and 5 × 105 variants at once. Full gene reads of the libraries using nanopore sequencing revealed detailed mutational activity landscapes, suggesting a key role of electrostatic interactions with DNA in the enzyme's turnover. The most beneficial mutations, identified after a single round of self-selection, provided variants with, respectively, 20 times and 3 °C increased activity and thermostability. Based on a modular molecular programming architecture, this approach does not require complex instrumentation and can be repurposed for other enzymes, including those that are not related to DNA chemistry.
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Affiliation(s)
- Adèle Dramé-Maigné
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
| | - Rocío Espada
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
| | - Giselle McCallum
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
| | - Rémi Sieskind
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
| | - Guillaume Gines
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
| | - Yannick Rondelez
- Gulliver UMR CNRS 7083, ESPCI Paris, Université PSL, 75005 Paris, France
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2
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Zhu B, Du Z, Dai Y, Kitaguchi T, Behrens S, Seelig B. Nanodroplet-Based Reagent Delivery into Water-in-Fluorinated-Oil Droplets. BIOSENSORS 2023; 13:768. [PMID: 37622854 PMCID: PMC10452409 DOI: 10.3390/bios13080768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 07/22/2023] [Accepted: 07/25/2023] [Indexed: 08/26/2023]
Abstract
In vitro compartmentalization (IVC) is a technique for generating water-in-oil microdroplets to establish the genotype (DNA information)-phenotype (biomolecule function) linkage required by many biological applications. Recently, fluorinated oils have become more widely used for making microdroplets due to their better biocompatibility. However, it is difficult to perform multi-step reactions requiring the addition of reagents in water-in-fluorinated-oil microdroplets. On-chip droplet manipulation is usually used for such purposes, but it may encounter some technical issues such as low throughput or time delay of reagent delivery into different microdroplets. Hence, to overcome the above issues, we demonstrated a nanodroplet-based approach for the delivery of copper ions and middle-sized peptide molecules (human p53 peptide, 2 kDa). We confirmed the ion delivery by microscopic inspection of crystal formation inside the microdroplet, and confirmed the peptide delivery using a fluorescent immunosensor. We believe that this nanodroplet-based delivery method is a promising approach to achieving precise control for a broad range of fluorocarbon IVC-based biological applications, including molecular evolution, cell factory engineering, digital nucleic acid detection, or drug screening.
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Affiliation(s)
- Bo Zhu
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN 55455, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, USA
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Yokohama 226-8503, Japan
| | - Zhe Du
- BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, USA
- Center for Environmental Health Risk Assessment and Research, Chinese Research Academy of Environmental Sciences, Beijing 100012, China
| | - Yancen Dai
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Yokohama 226-8503, Japan
| | - Tetsuya Kitaguchi
- Laboratory for Chemistry and Life Science, Institute of Innovative Research, Tokyo Institute of Technology, Yokohama 226-8503, Japan
| | - Sebastian Behrens
- BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, USA
- Department of Civil, Environmental, and Geo-Engineering, University of Minnesota, Minneapolis, MN 55455, USA
| | - Burckhard Seelig
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN 55455, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, USA
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3
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Hershewe JM, Warfel KF, Iyer SM, Peruzzi JA, Sullivan CJ, Roth EW, DeLisa MP, Kamat NP, Jewett MC. Improving cell-free glycoprotein synthesis by characterizing and enriching native membrane vesicles. Nat Commun 2021; 12:2363. [PMID: 33888690 PMCID: PMC8062659 DOI: 10.1038/s41467-021-22329-3] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Accepted: 03/08/2021] [Indexed: 02/02/2023] Open
Abstract
Cell-free gene expression (CFE) systems from crude cellular extracts have attracted much attention for biomanufacturing and synthetic biology. However, activating membrane-dependent functionality of cell-derived vesicles in bacterial CFE systems has been limited. Here, we address this limitation by characterizing native membrane vesicles in Escherichia coli-based CFE extracts and describing methods to enrich vesicles with heterologous, membrane-bound machinery. As a model, we focus on bacterial glycoengineering. We first use multiple, orthogonal techniques to characterize vesicles and show how extract processing methods can be used to increase concentrations of membrane vesicles in CFE systems. Then, we show that extracts enriched in vesicle number also display enhanced concentrations of heterologous membrane protein cargo. Finally, we apply our methods to enrich membrane-bound oligosaccharyltransferases and lipid-linked oligosaccharides for improving cell-free N-linked and O-linked glycoprotein synthesis. We anticipate that these methods will facilitate on-demand glycoprotein production and enable new CFE systems with membrane-associated activities.
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Affiliation(s)
- Jasmine M Hershewe
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Katherine F Warfel
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Shaelyn M Iyer
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Justin A Peruzzi
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Claretta J Sullivan
- Air Force Research Laboratory, Materials and Manufacturing Directorate, Wright-Patterson Air Force Base, Dayton, OH, 45433, USA
| | - Eric W Roth
- Northwestern University Atomic and Nanoscale Characterization and Experimentation (NUANCE) Center, Tech Institute A/B Wing A173, Evanston, IL, 60208, USA
| | - Matthew P DeLisa
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
- Nancy E. and Peter C. Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Biomedical and Biological Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, 14853, USA
| | - Neha P Kamat
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Department of Biomedical Engineering, Northwestern University, Technological Institute E310, Evanston, IL, 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA.
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA.
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, 60611, USA.
- Simpson Querrey Institute, Northwestern University, Chicago, IL, 60611, USA.
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Lindenburg L, Huovinen T, van de Wiel K, Herger M, Snaith MR, Hollfelder F. Split & mix assembly of DNA libraries for ultrahigh throughput on-bead screening of functional proteins. Nucleic Acids Res 2020; 48:e63. [PMID: 32383757 PMCID: PMC7293038 DOI: 10.1093/nar/gkaa270] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 04/02/2020] [Accepted: 04/21/2020] [Indexed: 12/13/2022] Open
Abstract
Site-saturation libraries reduce protein screening effort in directed evolution campaigns by focusing on a limited number of rationally chosen residues. However, uneven library synthesis efficiency leads to amino acid bias, remedied at high cost by expensive custom synthesis of oligonucleotides, or through use of proprietary library synthesis platforms. To address these shortcomings, we have devised a method where DNA libraries are constructed on the surface of microbeads by ligating dsDNA fragments onto growing, surface-immobilised DNA, in iterative split-and-mix cycles. This method-termed SpliMLiB for Split-and-Mix Library on Beads-was applied towards the directed evolution of an anti-IgE Affibody (ZIgE), generating a 160,000-membered, 4-site, saturation library on the surface of 8 million monoclonal beads. Deep sequencing confirmed excellent library balance (5.1% ± 0.77 per amino acid) and coverage (99.3%). As SpliMLiB beads are monoclonal, they were amenable to direct functional screening in water-in-oil emulsion droplets with cell-free expression. A FACS-based sorting of the library beads allowed recovery of hits improved in Kd over wild-type ZIgE by up to 3.5-fold, while a consensus mutant of the best hits provided a 10-fold improvement. With SpliMLiB, directed evolution workflows are accelerated by integrating high-quality DNA library generation with an ultra-high throughput protein screening platform.
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Affiliation(s)
- Laurens Lindenburg
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, UK
| | - Tuomas Huovinen
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, UK
| | - Kayleigh van de Wiel
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, UK
| | - Michael Herger
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, UK
- AstraZeneca Medimmune Cambridge, Antibody Discovery and Protein Engineering, Cambridge, UK
| | - Michael R Snaith
- AstraZeneca Medimmune Cambridge, Antibody Discovery and Protein Engineering, Cambridge, UK
| | - Florian Hollfelder
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, UK
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High-throughput screening of enzyme mutants by comparison of their activity ratios to an enzyme tag. Anal Biochem 2020; 588:113474. [PMID: 31614116 DOI: 10.1016/j.ab.2019.113474] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2019] [Revised: 10/01/2019] [Accepted: 10/08/2019] [Indexed: 12/16/2022]
Abstract
With Escherichia coli alkaline phosphatase (ECAP) as the tag fused to the N-terminus of Pseudomonas Aeruginosa arylsulfatase (PAAS) and its mutants via a flexible linker, the comparison of the activity ratios of an applicable enzyme and its mutants to a suitable enzyme tag in cell lysates of their fused forms was tested for high-throughput (HTP) screening of mutants. After both the induced expression of a fused form and alkaline lysis of the transformed cells in microplate wells, HTP assay of the activities of ECAP and PAAS/mutant was realized via spectrophotometric-dual-enzyme-simultaneous-assay to derive their activity ratio. The successful induced expression of fused forms required ECAP activities higher than 5.3 U/L in cell lysates. Of three representative fused PAAS/mutants in cell lysates, there were similar proteolytic fragments and the comparison of their activity ratios greatly enhanced the recognition of weakly positive mutants. After saturation mutagenesis at M72 of the fused PAAS, the activity ratios of PAAS/mutants to ECAP in cell lysates of their fused forms were proportional to specific activities of their non-fused counterparts in cell lysates by an immunoturbidimetric assay. Therefore, the proposed strategy was absorbing for both HTP screening of mutants and HTP elucidation of sequence-activity relationship of applicable enzymes.
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Kunding AH, Busk LL, Webb H, Klafki HW, Otto M, Kutter JP, Dufva M. Micro-droplet arrays for micro-compartmentalization using an air/water interface. LAB ON A CHIP 2018; 18:2797-2805. [PMID: 30123911 DOI: 10.1039/c8lc00608c] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Here we present a water-in-air droplet platform for micro-compartmentalization for single molecule guided synthesis and analysis consisting of a flow-system hosting dense arrays of aqueous microdroplets on a glass surface surrounded by air. The droplets are formed in a few seconds by passing a waterfront over the array of hydrophilic spots surrounded by a hydrophobic coating, thus forming a micro-droplet array (MDA). The droplet volumes are tunable from approximately 50 femtoliter to 20 picoliter by adjusting the size of the hydrophilic spots. MDAs consisting of femtoliter volume droplets were stable for more than 24 hours in air at 37 °C in a reversibly sealed flow-system, thus allowing us to perform assays that require long incubations in the droplets. Using differently fluorescing liquids, it was further shown that droplets can be reformed on the same MDA several times by passing a new liquid plug over the surface, and that fluorescence from one reaction can be washed away with little to no carry-over, hence allowing for multistep reactions to be carried out on the system. The MDA created by an air/water interface supported digital immunoassays as was demonstrated by measuring the Aβ42 peptide in cerebrospinal fluid of Alzheimers patients and control patients. To demonstrate a two step droplet assay, first, histidine tagged peptides were expressed in the droplets and bound to the droplet-enclosed surface. Subsequently, the his-tagged peptides were detected using enzyme-conjugated antibodies in a second droplet generation step. As such, the chip demonstrates features necessary for library preparations for high throughput screening applications.
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Affiliation(s)
- Andreas H Kunding
- Dept. of research & development, SELMA Diagnostics ApS, Copenhagen Bio-Science Park, 2200 Copenhagen, Denmark
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7
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Catalytic bioscavengers as countermeasures against organophosphate nerve agents. Chem Biol Interact 2018; 292:50-64. [DOI: 10.1016/j.cbi.2018.07.006] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2018] [Revised: 07/04/2018] [Accepted: 07/06/2018] [Indexed: 12/30/2022]
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8
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Contreras-Llano LE, Tan C. High-throughput screening of biomolecules using cell-free gene expression systems. Synth Biol (Oxf) 2018; 3:ysy012. [PMID: 32995520 PMCID: PMC7445777 DOI: 10.1093/synbio/ysy012] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 05/31/2018] [Accepted: 06/25/2018] [Indexed: 01/13/2023] Open
Abstract
The incorporation of cell-free transcription and translation systems into high-throughput screening applications enables the in situ and on-demand expression of peptides and proteins. Coupled with modern microfluidic technology, the cell-free methods allow the screening, directed evolution and selection of desired biomolecules in minimal volumes within a short timescale. Cell-free high-throughput screening applications are classified broadly into in vitro display and on-chip technologies. In this review, we outline the development of cell-free high-throughput screening methods. We further discuss operating principles and representative applications of each screening method. The cell-free high-throughput screening methods may be advanced by the future development of new cell-free systems, miniaturization approaches, and automation technologies.
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Affiliation(s)
| | - Cheemeng Tan
- Department of Biomedical Engineering, University of California Davis, Davis, CA, USA
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9
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Engineering and Directed Evolution of DNA Methyltransferases. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2016. [PMID: 27826849 DOI: 10.1007/978-3-319-43624-1_18] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2024]
Abstract
DNA methyltransferases (MTases) constitute an attractive target for protein engineering, thus opening the road to new ways of manipulating DNA in a unique and selective manner. Here, we review various aspects of MTase engineering, both methodological and conceptual, and also discuss future directions and challenges. Bacterial MTases that are part of restriction/modification (R/M) systems offer a convenient way for the selection of large gene libraries, both in vivo and in vitro. We review these selection methods, their strengths and weaknesses, and also the prospects for new selection approaches that will enable the directed evolution of mammalian DNA methyltransferases (Dnmts). We explore various properties of MTases that may be subject to engineering. These include engineering for higher stability and soluble expression (MTases, including bacterial ones, are prone to misfolding), engineering of the DNA target specificity, and engineering for the usage of S-adenosyl-L-methionine (AdoMet) analogs. Directed evolution of bacterial MTases also offers insights into how these enzymes readily evolve in nature, thus yielding MTases with a huge spectrum of DNA target specificities. Engineering for alternative cofactors, on the other hand, enables modification of DNA with various groups other than methyl and thus can be employed to map and redirect DNA epigenetic modifications.
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Körfer G, Pitzler C, Vojcic L, Martinez R, Schwaneberg U. In vitro flow cytometry-based screening platform for cellulase engineering. Sci Rep 2016; 6:26128. [PMID: 27184298 PMCID: PMC4869107 DOI: 10.1038/srep26128] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Accepted: 04/15/2016] [Indexed: 01/08/2023] Open
Abstract
Ultrahigh throughput screening (uHTS) plays an essential role in directed evolution for tailoring biocatalysts for industrial applications. Flow cytometry-based uHTS provides an efficient coverage of the generated protein sequence space by analysis of up to 107 events per hour. Cell-free enzyme production overcomes the challenge of diversity loss during the transformation of mutant libraries into expression hosts, enables directed evolution of toxic enzymes, and holds the promise to efficiently design enzymes of human or animal origin. The developed uHTS cell-free compartmentalization platform (InVitroFlow) is the first report in which a flow cytometry-based screened system has been combined with compartmentalized cell-free expression for directed cellulase enzyme evolution. InVitroFlow was validated by screening of a random cellulase mutant library employing a novel screening system (based on the substrate fluorescein-di-β-D-cellobioside), and yielded significantly improved cellulase variants (e.g. CelA2-H288F-M1 (N273D/H288F/N468S) with 13.3-fold increased specific activity (220.60 U/mg) compared to CelA2 wildtype: 16.57 U/mg).
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Affiliation(s)
| | | | - Ljubica Vojcic
- RWTH Aachen University, Worringerweg 3, D-52074 Aachen, Germany
| | - Ronny Martinez
- RWTH Aachen University, Worringerweg 3, D-52074 Aachen, Germany
| | - Ulrich Schwaneberg
- RWTH Aachen University, Worringerweg 3, D-52074 Aachen, Germany.,DWI an der RWTH Aachen e.V, Forckenbeckstraße 50, 52056 Aachen, Germany
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Joshi A, Grinter R, Josts I, Chen S, Wojdyla JA, Lowe ED, Kaminska R, Sharp C, McCaughey L, Roszak AW, Cogdell RJ, Byron O, Walker D, Kleanthous C. Structures of the Ultra-High-Affinity Protein-Protein Complexes of Pyocins S2 and AP41 and Their Cognate Immunity Proteins from Pseudomonas aeruginosa. J Mol Biol 2015; 427:2852-66. [PMID: 26215615 PMCID: PMC4548480 DOI: 10.1016/j.jmb.2015.07.014] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Revised: 07/16/2015] [Accepted: 07/20/2015] [Indexed: 11/25/2022]
Abstract
How ultra-high-affinity protein-protein interactions retain high specificity is still poorly understood. The interaction between colicin DNase domains and their inhibitory immunity (Im) proteins is an ultra-high-affinity interaction that is essential for the neutralisation of endogenous DNase catalytic activity and for protection against exogenous DNase bacteriocins. The colicin DNase-Im interaction is a model system for the study of high-affinity protein-protein interactions. However, despite the fact that closely related colicin-like bacteriocins are widely produced by Gram-negative bacteria, this interaction has only been studied using colicins from Escherichia coli. In this work, we present the first crystal structures of two pyocin DNase-Im complexes from Pseudomonas aeruginosa, pyocin S2 DNase-ImS2 and pyocin AP41 DNase-ImAP41. These structures represent divergent DNase-Im subfamilies and are important in extending our understanding of protein-protein interactions for this important class of high-affinity protein complex. A key finding of this work is that mutations within the immunity protein binding energy hotspot, helix III, are tolerated by complementary substitutions at the DNase-Immunity protein binding interface. Im helix III is strictly conserved in colicins where an Asp forms polar interactions with the DNase backbone. ImAP41 contains an Asp-to-Gly substitution in helix III and our structures show the role of a co-evolved substitution where Pro in DNase loop 4 occupies the volume vacated and removes the unfulfilled hydrogen bond. We observe the co-evolved mutations in other DNase-Immunity pairs that appear to underpin the split of this family into two distinct groups.
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Affiliation(s)
- Amar Joshi
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Rhys Grinter
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Inokentijs Josts
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Sabrina Chen
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Justyna A Wojdyla
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Edward D Lowe
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Renata Kaminska
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Connor Sharp
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Laura McCaughey
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Aleksander W Roszak
- WestCHEM, School of Chemistry, College of Science and Engineering, University of Glasgow, Glasgow G12 8QQ, UK; Institute of Molecular Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Richard J Cogdell
- Institute of Molecular Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Olwyn Byron
- School of Life Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Daniel Walker
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK.
| | - Colin Kleanthous
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK.
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12
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Ultra-high-throughput screening of an in vitro-synthesized horseradish peroxidase displayed on microbeads using cell sorter. PLoS One 2015; 10:e0127479. [PMID: 25993095 PMCID: PMC4439038 DOI: 10.1371/journal.pone.0127479] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2014] [Accepted: 04/14/2015] [Indexed: 11/30/2022] Open
Abstract
The C1a isoenzyme of horseradish peroxidase (HRP) is an industrially important heme-containing enzyme that utilizes hydrogen peroxide to oxidize a wide variety of inorganic and organic compounds for practical applications, including synthesis of fine chemicals, medical diagnostics, and bioremediation. To develop a ultra-high-throughput screening system for HRP, we successfully produced active HRP in an Escherichia coli cell-free protein synthesis system, by adding disulfide bond isomerase DsbC and optimizing the concentrations of hemin and calcium ions and the temperature. The biosynthesized HRP was fused with a single-chain Cro (scCro) DNA-binding tag at its N-terminal and C-terminal sites. The addition of the scCro-tag at both ends increased the solubility of the protein. Next, HRP and its fusion proteins were successfully synthesized in a water droplet emulsion by using hexadecane as the oil phase and SunSoft No. 818SK as the surfactant. HRP fusion proteins were displayed on microbeads attached with double-stranded DNA (containing the scCro binding sequence) via scCro-DNA interactions. The activities of the immobilized HRP fusion proteins were detected with a tyramide-based fluorogenic assay using flow cytometry. Moreover, a model microbead library containing wild type hrp (WT) and inactive mutant (MUT) genes was screened using fluorescence-activated cell-sorting, thus efficiently enriching the WT gene from the 1:100 (WT:MUT) library. The technique described here could serve as a novel platform for the ultra-high-throughput discovery of more useful HRP mutants and other heme-containing peroxidases.
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Ostafe R, Prodanovic R, Nazor J, Fischer R. Ultra-high-throughput screening method for the directed evolution of glucose oxidase. ACTA ACUST UNITED AC 2014; 21:414-21. [PMID: 24613019 DOI: 10.1016/j.chembiol.2014.01.010] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Revised: 01/21/2014] [Accepted: 01/29/2014] [Indexed: 12/01/2022]
Abstract
Glucose oxidase (GOx) is used in many industrial processes that could benefit from improved versions of the enzyme. Some improvements like higher activity under physiological conditions and thermal stability could be useful for GOx applications in biosensors and biofuel cells. Directed evolution is one of the currently available methods to engineer improved GOx variants. Here, we describe an ultra-high-throughput screening system for sorting the best enzyme variants generated by directed evolution that incorporates several methodological refinements: flow cytometry, in vitro compartmentalization, yeast surface display, fluorescent labeling of the expressed enzyme, delivery of glucose substrate to the reaction mixture through the oil phase, and covalent labeling of the cells with fluorescein-tyramide. The method enables quantitative screening of gene libraries to identify clones with improved activity and it also allows cells to be selected based not only on the overall activity but also on the specific activity of the enzyme.
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Affiliation(s)
- Raluca Ostafe
- Fraunhofer Institute for Molecular Biology and Applied Ecology (IME), Forckenbeckstrasse 6, 52074 Aachen, Germany; Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany
| | - Radivoje Prodanovic
- Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany; Faculty of Chemistry, University of Belgrade, Studentski trg 12, 11000, Belgrade, Serbia
| | - Jovana Nazor
- Codexis, 200 Penobscot Drive, Redwood City, CA 94063, USA
| | - Rainer Fischer
- Fraunhofer Institute for Molecular Biology and Applied Ecology (IME), Forckenbeckstrasse 6, 52074 Aachen, Germany; Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany.
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14
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Wojdyla JA, Fleishman SJ, Baker D, Kleanthous C. Structure of the ultra-high-affinity colicin E2 DNase--Im2 complex. J Mol Biol 2012; 417:79-94. [PMID: 22306467 DOI: 10.1016/j.jmb.2012.01.019] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2011] [Revised: 01/10/2012] [Accepted: 01/13/2012] [Indexed: 11/18/2022]
Abstract
How proteins achieve high-affinity binding to a specific protein partner while simultaneously excluding all others is a major biological problem that has important implications for protein design. We report the crystal structure of the ultra-high-affinity protein-protein complex between the endonuclease domain of colicin E2 and its cognate immunity (Im) protein, Im2 (K(d)∼10(-)(15) M), which, by comparison to previous structural and biophysical data, provides unprecedented insight into how high affinity and selectivity are achieved in this model family of protein complexes. Our study pinpoints the role of structured water molecules in conjoining hotspot residues that govern stability with residues that control selectivity. A key finding is that a single residue, which in a noncognate context massively destabilizes the complex through frustration, does not participate in specificity directly but rather acts as an organizing center for a multitude of specificity interactions across the interface, many of which are water mediated.
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15
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Abstract
It is more than 80 years since Gratia first described 'a remarkable antagonism between two strains of Escherichia coli'. Shown subsequently to be due to the action of proteins (or peptides) produced by one bacterium to kill closely related species with which it might be cohabiting, such bacteriocins have since been shown to be commonplace in the internecine warfare between bacteria. Bacteriocins have been studied primarily from the twin perspectives of how they shape microbial communities and how they penetrate bacteria to kill them. Here, we review the modes of action of a family of bacteriocins that cleave nucleic acid substrates in E. coli, known collectively as nuclease colicins, and the specific immunity (inhibitor) proteins that colicin-producing organisms make in order to avoid committing suicide. In a process akin to targeting in mitochondria, nuclease colicins engage in a variety of cellular associations in order to translocate their cytotoxic domains through the cell envelope to the cytoplasm. As well as informing on the process itself, the study of nuclease colicin import has also illuminated functional aspects of the host proteins they parasitize. We also review recent studies where nuclease colicins and their immunity proteins have been used as model systems for addressing fundamental problems in protein folding and protein-protein interactions, areas of biophysics that are intimately linked to the role of colicins in bacterial competition and to the import process itself.
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16
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Stapleton JA, Swartz JR. Development of an in vitro compartmentalization screen for high-throughput directed evolution of [FeFe] hydrogenases. PLoS One 2010; 5:e15275. [PMID: 21151915 PMCID: PMC2997796 DOI: 10.1371/journal.pone.0015275] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2010] [Accepted: 11/03/2010] [Indexed: 01/10/2023] Open
Abstract
Background [FeFe] hydrogenase enzymes catalyze the formation and dissociation of molecular hydrogen with the help of a complex prosthetic group composed of common elements. The development of energy conversion technologies based on these renewable catalysts has been hindered by their extreme oxygen sensitivity. Attempts to improve the enzymes by directed evolution have failed for want of a screening platform capable of throughputs high enough to adequately sample heavily mutated DNA libraries. In vitro compartmentalization (IVC) is a powerful method capable of screening for multiple-turnover enzymatic activity at very high throughputs. Recent advances have allowed [FeFe] hydrogenases to be expressed and activated in the cell-free protein synthesis reactions on which IVC is based; however, IVC is a demanding technique with which many enzymes have proven incompatible. Methodology/Principal Findings Here we describe an extremely high-throughput IVC screen for oxygen-tolerant [FeFe] hydrogenases. We demonstrate that the [FeFe] hydrogenase CpI can be expressed and activated within emulsion droplets, and identify a fluorogenic substrate that links activity after oxygen exposure to the generation of a fluorescent signal. We present a screening protocol in which attachment of mutant genes and the proteins they encode to the surfaces of microbeads is followed by three separate emulsion steps for amplification, expression, and evaluation of hydrogenase mutants. We show that beads displaying active hydrogenase can be isolated by fluorescence-activated cell-sorting, and we use the method to enrich such beads from a mock library. Conclusions/Significance [FeFe] hydrogenases are the most complex enzymes to be produced by cell-free protein synthesis, and the most challenging targets to which IVC has yet been applied. The technique described here is an enabling step towards the development of biocatalysts for a biological hydrogen economy.
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Affiliation(s)
- James A. Stapleton
- Department of Chemical Engineering, Stanford University, Stanford, California, United States of America
| | - James R. Swartz
- Department of Chemical Engineering, Stanford University, Stanford, California, United States of America
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
- * E-mail:
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17
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Meenan NAG, Sharma A, Fleishman SJ, MacDonald CJ, Morel B, Boetzel R, Moore GR, Baker D, Kleanthous C. The structural and energetic basis for high selectivity in a high-affinity protein-protein interaction. Proc Natl Acad Sci U S A 2010; 107:10080-5. [PMID: 20479265 PMCID: PMC2890441 DOI: 10.1073/pnas.0910756107] [Citation(s) in RCA: 94] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
High-affinity, high-selectivity protein-protein interactions that are critical for cell survival present an evolutionary paradox: How does selectivity evolve when acquired mutations risk a lethal loss of high-affinity binding? A detailed understanding of selectivity in such complexes requires structural information on weak, noncognate complexes which can be difficult to obtain due to their transient and dynamic nature. Using NMR-based docking as a guide, we deployed a disulfide-trapping strategy on a noncognate complex between the colicin E9 endonuclease (E9 DNase) and immunity protein 2 (Im2), which is seven orders of magnitude weaker binding than the cognate femtomolar E9 DNase-Im9 interaction. The 1.77 A crystal structure of the E9 DNase-Im2 complex reveals an entirely noncovalent interface where the intersubunit disulfide merely supports the crystal lattice. In combination with computational alanine scanning of interfacial residues, the structure reveals that the driving force for binding is so strong that a severely unfavorable specificity contact is tolerated at the interface and as a result the complex becomes weakened through "frustration." As well as rationalizing past mutational and thermodynamic data, comparing our noncognate structure with previous cognate complexes highlights the importance of loop regions in developing selectivity and accentuates the multiple roles of buried water molecules that stabilize, ameliorate, or aggravate interfacial contacts. The study provides direct support for dual-recognition in colicin DNase-Im protein complexes and shows that weakened noncognate complexes are primed for high-affinity binding, which can be achieved by economical mutation of a limited number of residues at the interface.
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Affiliation(s)
- Nicola A. G. Meenan
- Department of Biology, P.O. Box 373, University of York, York, YO10 5YW, United Kingdom
| | - Amit Sharma
- Department of Biology, P.O. Box 373, University of York, York, YO10 5YW, United Kingdom
| | - Sarel J. Fleishman
- Department of Biochemistry, Howard Hughes Medical Institute, University of Washington, HSB J559 Seattle, WA 98195; and
| | - Colin J. MacDonald
- Centre for Molecular and Structural Biochemistry, School of Chemical Sciences and Pharmacy, University of East Anglia, Norwich, NR4 7TJ, United Kingdom
| | - Bertrand Morel
- Centre for Molecular and Structural Biochemistry, School of Chemical Sciences and Pharmacy, University of East Anglia, Norwich, NR4 7TJ, United Kingdom
| | - Ruth Boetzel
- Centre for Molecular and Structural Biochemistry, School of Chemical Sciences and Pharmacy, University of East Anglia, Norwich, NR4 7TJ, United Kingdom
| | - Geoffrey R. Moore
- Centre for Molecular and Structural Biochemistry, School of Chemical Sciences and Pharmacy, University of East Anglia, Norwich, NR4 7TJ, United Kingdom
| | - David Baker
- Department of Biochemistry, Howard Hughes Medical Institute, University of Washington, HSB J559 Seattle, WA 98195; and
| | - Colin Kleanthous
- Department of Biology, P.O. Box 373, University of York, York, YO10 5YW, United Kingdom
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18
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19
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Wu N, Zhu Y, Brown S, Oakeshott J, Peat TS, Surjadi R, Easton C, Leech PW, Sexton BA. A PMMA microfluidic droplet platform for in vitro protein expression using crude E. coli S30 extract. LAB ON A CHIP 2009; 9:3391-3398. [PMID: 19904406 DOI: 10.1039/b911581a] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Droplet based microfluidics are promising new tools for biological and chemical assays. In this paper, a high throughput and high sensitivity microfluidic droplet platform is described for in vitro protein expression using crude Escherichia coli S30 extract. A flow-focusing polymethylmethacrylate (PMMA) microchip was designed and integrated with different functions involving droplet generation, storage, separation and detection. The material used for the chip is superior to the previously tested polydimethylsiloxane (PDMS) due to its mechanical and chemical properties. Droplet formation characteristics such as size and generation rate are investigated systematically. The effect of surfactants Abil EM90 and Span80 in the oil phase on droplet formation and optical detection is also studied. The performance of the system is demonstrated by the high throughput and stable droplet generation and ultralow detection limit. The robustness of the system is also demonstrated by the successful synthesis of a green fluorescent protein (GFP) using E. coli S30 extract as a source of RNA translation reagents.
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Affiliation(s)
- N Wu
- CSIRO Materials Science and Engineering, PO Box 56, Highett, VIC 3190, Australia
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20
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Abstract
Directed evolution circumvents our profound ignorance of how a protein's sequence encodes its function by using iterative rounds of random mutation and artificial selection to discover new and useful proteins. Proteins can be tuned to adapt to new functions or environments by simple adaptive walks involving small numbers of mutations. Directed evolution studies have shown how rapidly some proteins can evolve under strong selection pressures and, because the entire 'fossil record' of evolutionary intermediates is available for detailed study, they have provided new insight into the relationship between sequence and function. Directed evolution has also shown how mutations that are functionally neutral can set the stage for further adaptation.
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Affiliation(s)
| | - Frances H. Arnold
- Dick and Barbara Dickinson Professor of Chemical Engineering and Biochemistry, Division of Chemistry and Chemical Engineering, 210-41, California Institute of Technology, Pasadena, CA 91125 USA, Tel: (626) 395-4162
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21
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Following evolutionary paths to protein-protein interactions with high affinity and selectivity. Nat Struct Mol Biol 2009; 16:1049-55. [PMID: 19749752 DOI: 10.1038/nsmb.1670] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2009] [Accepted: 08/04/2009] [Indexed: 11/08/2022]
Abstract
How do intricate multi-residue features such as protein-protein interfaces evolve? To address this question, we evolved a new colicin-immunity binding interaction. We started with Im9, which inhibits its cognate DNase ColE9 at 10(-14) M affinity, and evolved it toward ColE7, which it inhibits promiscuously (Kd > 10(-8) M). Iterative rounds of random mutagenesis and selection toward higher affinity for ColE7, and selectivity (against ColE9 inhibition), led to an approximately 10(5)-fold increase in affinity and a 10(8)-fold increase in selectivity. Analysis of intermediates along the evolved variants revealed that changes in the binding configuration of the Im protein uncovered a latent set of interactions, thus providing the key to the rapid divergence of new Im7 variants. Overall, protein-protein interfaces seem to share the evolvability features of enzymes, that is, the exploitation of promiscuous interactions and alternative binding configurations via 'generalist' intermediates, and the key role of compensatory stabilizing mutations in facilitating the divergence of new functions.
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22
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Stein V, Hollfelder F. An efficient method to assemble linear DNA templates for in vitro screening and selection systems. Nucleic Acids Res 2009; 37:e122. [PMID: 19617373 PMCID: PMC2764453 DOI: 10.1093/nar/gkp589] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
A method is presented to assemble a gene of interest into a linear DNA template with all the components necessary for in vitro transcription and translation in ∼90 min. Assembly is achieved using a coupled uracil excision–ligation strategy based on USER Enzyme and T4 DNA ligase, which allows the simultaneous and seamless assembly of three different PCR products. The method is suitable for screening and selection systems of very high throughput as up to 1011 molecules can be efficiently assembled and purified in reaction volumes of 100 μl. The method is exemplified with the gene coding for a mutant version of O6-alkylguanine alkyltransferase, which is efficiently assembled with an N-terminal peptide tag and its 5′- and 3′-untranslated regions that include a T7 promoter, ribosome binding site and T7 terminator. The utility of the method is further corroborated by assembling error-prone PCR libraries and regenerating templates following model affinity selections. This fast and robust method should find widespread application in directed evolution for the assembly of gene libraries and the regeneration of linear DNA templates between successive screening and selection cycles.
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Affiliation(s)
- Viktor Stein
- Department of Biochemistry, University of Cambridge, CB2 1GA, Cambridge, UK
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23
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Loakes D, Holliger P. Darwinian chemistry: towards the synthesis of a simple cell. MOLECULAR BIOSYSTEMS 2009; 5:686-94. [PMID: 19562107 DOI: 10.1039/b904024b] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
The total synthesis of a simple cell is in many ways the ultimate challenge in synthetic biology. Outlined eight years ago in a visionary article by Szostak et al. (J. W. Szostak, D. P. Bartel and P. L. Luisi, Nature, 2001, 409, 387), the chances of success seemed remote. However, recent progress in nucleic acid chemistry, directed evolution and membrane biophysics have brought the prospect of a simple synthetic cell with life-like properties such as growth, division, heredity and evolution within reach. Success in this area will not only revolutionize our understanding of abiogenesis but provide a fertile test-bed for models of prebiotic chemistry and early evolution. Last but not least, a robust "living" protocell may provide a versatile and safe chassis for embedding synthetic devices and systems.
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Affiliation(s)
- David Loakes
- Medical Research Council, Laboratory of Molecular Biology, Hills Road, Cambridge, CB2 0QH, UK
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24
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Abstract
By using methods that permit the generation and manipulation of ultrasmall-volume droplets, researchers are pushing the boundaries of ultrasensitive chemical analyses. (To listen to a podcast about this feature, please go to the Analytical Chemistry Web site at pubs.acs.org/ancham.).
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25
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Gan R, Yamanaka Y, Kojima T, Nakano H. Microbeads display of proteins using emulsion PCR and cell-free protein synthesis. Biotechnol Prog 2009; 24:1107-14. [PMID: 19194920 DOI: 10.1002/btpr.43] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
We developed a method for coupling protein to its coding DNA on magnetic microbeads using emulsion PCR and cell-free protein synthesis in emulsion. A PCR mixture containing streptavidin-coated microbeads was compartmentalized by water-in-oil (w/o) emulsion with estimated 0.5 template molecules per droplet. The template molecules were amplified and immobilized on beads via bead-linked reverse primers and biotinylated forward primers. After amplification, the templates were sequentially labeled with streptavidin and biotinylated anti-glutathione S-transferase (GST) antibody. The pool of beads was then subjected to cell-free protein synthesis compartmentalized in another w/o emulsion, in which templates were coupled to their coding proteins. We mixed two types of DNA templates of Histidine6 tag (His6)-fused and FLAG tag-fused GST in a ratio of 1:1,000 (His6: FLAG) for use as a model DNA library. After incubation with fluorescein isothiocyanate (FITC)-labeled anti-His6 (C-term) antibody, the beads with the His6 gene were enriched 917-fold in a single-round screening by using flow cytometry. A library with a theoretical diversity of 10(6) was constructed by randomizing the middle four residues of the His6 tag. After a two-round screening, the randomized sequences were substantially converged to peptide-encoding sequences recognized by the anti-His6 antibody.
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Affiliation(s)
- Rui Gan
- Laboratory of Molecular Biotechnology, Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, Japan
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26
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Ferrer M, Beloqui A, Vieites JM, Guazzaroni ME, Berger I, Aharoni A. Interplay of metagenomics and in vitro compartmentalization. Microb Biotechnol 2008; 2:31-9. [PMID: 21261880 PMCID: PMC3815420 DOI: 10.1111/j.1751-7915.2008.00057.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
In recent years, the application of approaches for harvesting DNA from the environment, the so-called, 'metagenomic approaches' has proven to be highly successful for the identification, isolation and generation of novel enzymes. Functional screening for the desired catalytic activity is one of the key steps in mining metagenomic libraries, as it does not rely on sequence homology. In this mini-review, we survey high-throughput screening tools, originally developed for directed evolution experiments, which can be readily adapted for the screening of large libraries. In particular, we focus on the use of in vitro compartmentalization (IVC) approaches to address potential advantages and problems the merger of culture-independent and IVC techniques might bring on the mining of enzyme activities in microbial communities.
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Affiliation(s)
- Manuel Ferrer
- CSIC, Institute of Catalysis, Department of Applied Biocatalysis, Madrid, Spain.
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27
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Lab-on-a-chip in Vitro Compartmentalization Technologies for Protein Studies. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2008; 110:81-114. [DOI: 10.1007/10_2008_098] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
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28
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Keeble AH, Joachimiak LA, Maté MJ, Meenan N, Kirkpatrick N, Baker D, Kleanthous C. Experimental and computational analyses of the energetic basis for dual recognition of immunity proteins by colicin endonucleases. J Mol Biol 2008; 379:745-59. [PMID: 18471830 DOI: 10.1016/j.jmb.2008.03.055] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2008] [Revised: 03/19/2008] [Accepted: 03/25/2008] [Indexed: 11/25/2022]
Abstract
Colicin endonucleases (DNases) are bound and inactivated by immunity (Im) proteins. Im proteins are broadly cross-reactive yet specific inhibitors binding cognate and non-cognate DNases with K(d) values that vary between 10(-4) and 10(-14) M, characteristics that are explained by a 'dual-recognition' mechanism. In this work, we addressed for the first time the energetics of Im protein recognition by colicin DNases through a combination of E9 DNase alanine scanning and double-mutant cycles (DMCs) coupled with kinetic and calorimetric analyses of cognate Im9 and non-cognate Im2 binding, as well as computational analysis of alanine scanning and DMC data. We show that differential DeltaDeltaGs observed for four E9 DNase residues cumulatively distinguish cognate Im9 association from non-cognate Im2 association. E9 DNase Phe86 is the primary specificity hotspot residue in the centre of the interface, which is coordinated by conserved and variable hotspot residues of the cognate Im protein. Experimental DMC analysis reveals that only modest coupling energies to Im9 residues are observed, in agreement with calculated DMCs using the program ROSETTA and consistent with the largely hydrophobic nature of E9 DNase-Im9 specificity contacts. Computed values for the 12 E9 DNase alanine mutants showed reasonable agreement with experimental DeltaDeltaG data, particularly for interactions not mediated by interfacial water molecules. DeltaDeltaG predictions for residues that contact buried water molecules calculated using solvated rotamer models met with mixed success; however, we were able to predict with a high degree of accuracy the location and energetic contribution of one such contact. Our study highlights how colicin DNases are able to utilise both conserved and variable amino acids to distinguish cognate from non-cognate Im proteins, with the energetic contributions of the conserved residues modulated by neighbouring specificity sites.
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Affiliation(s)
- Anthony H Keeble
- Department of Biology, University of York, Heslington, York YO10 5YW, UK
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29
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Cabantous S, Rogers Y, Terwilliger TC, Waldo GS. New molecular reporters for rapid protein folding assays. PLoS One 2008; 3:e2387. [PMID: 18545698 PMCID: PMC2408556 DOI: 10.1371/journal.pone.0002387] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2008] [Accepted: 04/11/2008] [Indexed: 11/26/2022] Open
Abstract
The GFP folding reporter assay uses a C-terminal GFP fusion to report on the folding success of upstream fused polypeptides. The GFP folding assay is widely-used for screening protein variants with improved folding and solubility, but truncation artifacts may arise during evolution, i.e. from de novo internal ribosome entry sites. One way to reduce such artifacts would be to insert target genes within the scaffolding of GFP circular permuted variants. Circular permutants of fluorescent proteins often misfold and are non-fluorescent, and do not readily tolerate fused polypeptides within the fluorescent protein scaffolding. To overcome these limitations, and to increase the dynamic range for reporting on protein misfolding, we have created eight GFP insertion reporters with different sensitivities to protein misfolding using chimeras of two previously described GFP variants, the GFP folding reporter and the robustly-folding "superfolder" GFP. We applied this technology to engineer soluble variants of Rv0113, a protein from Mycobacterium tuberculosis initially expressed as inclusion bodies in Escherichia coli. Using GFP insertion reporters with increasing stringency for each cycle of mutagenesis and selection led to a variant that produced large amounts of soluble protein at 37 degrees C in Escherichia coli. The new reporter constructs discriminate against truncation artifacts previously isolated during directed evolution of Rv0113 using the original C-terminal GFP folding reporter. Using GFP insertion reporters with variable stringency should prove useful for engineering protein variants with improved folding and solubility, while reducing the number of artifacts arising from internal cryptic ribosome initiation sites.
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Affiliation(s)
- Stéphanie Cabantous
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
- Institut de Pharmacologie et de Biologie Structurale, Centre National de la Recherche Scientifique, Toulouse, France
| | - Yvonne Rogers
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Thomas C. Terwilliger
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Geoffrey S. Waldo
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
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30
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Stein V, Sielaff I, Johnsson K, Hollfelder F. A Covalent Chemical Genotype–Phenotype Linkage for in vitro Protein Evolution. Chembiochem 2007; 8:2191-4. [DOI: 10.1002/cbic.200700459] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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31
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Binz HK, Plückthun A. Engineered proteins as specific binding reagents. Curr Opin Biotechnol 2007; 16:459-69. [PMID: 16005204 DOI: 10.1016/j.copbio.2005.06.005] [Citation(s) in RCA: 122] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2005] [Revised: 06/10/2005] [Accepted: 06/24/2005] [Indexed: 11/20/2022]
Abstract
Over the past 30 years, monoclonal antibodies have become the standard binding proteins and currently find applications in research, diagnostics and therapy. Yet, monoclonal antibodies now face strong competition from synthetic antibody libraries in combination with powerful library selection technologies. More recently, an increased understanding of other natural binding proteins together with advances in protein engineering, selection and evolution technologies has also triggered the exploration of numerous other protein architectures for the generation of designed binding molecules. Valuable protein-binding scaffolds have been obtained and represent promising alternatives to antibodies for biotechnological and, potentially, clinical applications.
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Affiliation(s)
- H Kaspar Binz
- Department of Biochemistry, University of Zürich, Winterthurerstrasse 190, 8057 Zürich, Switzerland
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32
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Taly V, Kelly BT, Griffiths AD. Droplets as microreactors for high-throughput biology. Chembiochem 2007; 8:263-72. [PMID: 17226878 DOI: 10.1002/cbic.200600425] [Citation(s) in RCA: 125] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2006] [Indexed: 11/08/2022]
Abstract
Inspired by the principles of biological evolution, biologists--and others--have in recent decades harnessed the power of "natural" selection to sift through huge libraries of genes and find those with desirable properties. At the same time, the demand for high-throughput biochemical and genetic assays and screens has driven the development of increasingly miniaturised assay systems. An exciting synergy is now emerging between these two fields, whereby the tools of ultrahigh-throughput screening promise to open up new directions in molecular engineering.
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Affiliation(s)
- Valerie Taly
- Medical Research Council, Laboratory of Molecular Biology, Hills Road, Cambridge CB2 2QH, UK
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33
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Kelly BT, Baret JC, Taly V, Griffiths AD. Miniaturizing chemistry and biology in microdroplets. Chem Commun (Camb) 2007:1773-88. [PMID: 17476389 DOI: 10.1039/b616252e] [Citation(s) in RCA: 134] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
By compartmentalizing reactions in aqueous microdroplets of water-in-oil emulsions, reaction volumes can be reduced by factors of up to 10(9) compared to conventional microtitre-plate based systems. This allows massively parallel processing of as many as 10(10) reactions in a total volume of only 1 ml of emulsion. This review describes the use of emulsions for directed evolution of proteins and RNAs, and for performing polymerase chain reactions (PCRs). To illustrate these applications we describe certain specific experiments, each of which exemplifies a different facet of the technique, in some detail. These examples include directed evolution of Diels-Alderase and RNA ligase ribozymes and several classes of protein enzymes, including DNA polymerases, phosphotriesterases, beta-galactosidases and thiolactonases. We also describe the application of emulsion PCR to screen for rare mutations and for new ultra-high throughput sequencing technologies. Finally, we discuss the recent development of microfluidic tools for making and manipulating microdroplets and their likely impact on the future development of the field.
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Affiliation(s)
- Bernard T Kelly
- Medical Research Council Laboratory of Molecular Biology, Hills Road, Cambridge, UKCB2 2QH
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34
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Rothe A, Surjadi RN, Power BE. Novel proteins in emulsions using in vitro compartmentalization. Trends Biotechnol 2006; 24:587-92. [PMID: 17055094 DOI: 10.1016/j.tibtech.2006.10.007] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2006] [Revised: 09/05/2006] [Accepted: 10/12/2006] [Indexed: 01/26/2023]
Abstract
IVC (in vitro compartmentalization) provides a complete cell-free approach for the production of novel targeted proteins. IVC uses aqueous droplets, which contain DNA and components for protein production, within water-in-oil emulsions. Recent advances in the composition and formation, as well as the detection, sorting and recovery, of the droplets enable the evolution of the encoded protein. Furthermore, IVC technology permits the step-wise addition of reagents into the droplets, making them suitable for high-throughput applications - where synthetic enzymes with substrate specificity are selected for catalytic activity, binding and regulation. In the broad field of in vitro display, developments such as the incorporation of unnatural amino acids and the production of cell toxic proteins expand the diverse spectrum of future applications for IVC.
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Affiliation(s)
- Achim Rothe
- CSIRO Molecular and Health Technologies, 343 Royal Parade, Parkville, Victoria 3052, Australia
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35
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Abstract
Directed evolution is being used increasingly in industrial and academic laboratories to modify and improve commercially important enzymes. Laboratory evolution is thought to make its biggest contribution in explorations of non-natural functions, by allowing us to distinguish the properties nurtured by evolution. In this review we report the significant advances achieved with respect to the methods of biocatalyst improvement and some critical properties and applications of the modified enzymes. The application of directed evolution has been elaborately demonstrated for protein solubility, stability and catalytic efficiency. Modification of certain enzymes for their application in enantioselective catalysis has also been elucidated. By providing a simple and reliable route to enzyme improvement, directed evolution has emerged as a key technology for enzyme engineering and biocatalysis.
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Affiliation(s)
- Jasjeet Kaur
- Department of Biotechnology, University Institute of Engineering and Technology, Panjab University, Chandigarh, India
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36
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Abstract
Display technologies are fundamental to the isolation of specific high-affinity binding proteins for diagnostic and therapeutic applications in cancer, neurodegenerative, and infectious diseases as well as autoimmune and inflammatory disorders. Applications extend into the broad field of antibody (Ab) engineering, synthetic enzymes, proteomics, and cell-free protein synthesis. Recently, in vitro display technologies have come to prominence due to the isolation of high-affinity human antibodies by phage display, the development of novel scaffolds for ribosome display, and the discovery of novel protein-protein interactions. In vitro display represents an emerging and innovative technology for the rapid isolation and evolution of high-affinity peptides and proteins. So far, only one clinical drug candidate produced by in vitro display technology has been approved by the FDA for use in humans, but several are in clinical or preclinical testing. This review highlights recent advances in various engineered biopharmaceutical products isolated by in vitro display with a focus on the commercial developments.
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Affiliation(s)
- Achim Rothe
- CSIRO Molecular and Health Technologies, Parkville, Victoria, Australia
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37
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Griffiths AD, Tawfik DS. Miniaturising the laboratory in emulsion droplets. Trends Biotechnol 2006; 24:395-402. [PMID: 16843558 DOI: 10.1016/j.tibtech.2006.06.009] [Citation(s) in RCA: 228] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2006] [Revised: 05/31/2006] [Accepted: 06/28/2006] [Indexed: 11/25/2022]
Abstract
Biochemical and genetic assays can be both miniaturized and parallelized by compartmentalization in living cells. In vitro compartmentalization (IVC) offers an alternative strategy based on partitioning reactions in water droplets dispersed to form microscopic compartments in water-in-oil emulsions. The cell-like volumes of these compartments (as low as one femtolitre), the ability to freely determine and regulate their content and the large number of compartments (>10(10) per millilitre emulsion) have provided the basis for a range of new, ultra-high-throughput, cell-free technologies. This review describes the scope and potential of IVC in areas such as in vitro evolution of proteins and RNAs, cell-free cloning and sequencing, genetics, genomics, and proteomics.
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Affiliation(s)
- Andrew D Griffiths
- Institut de Science et d'Ingénierie Supramoléculaires (ISIS), 8 allée Gaspard Monge, BP 70028, F-67083 Strasbourg Cedex, France.
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38
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Miller OJ, Bernath K, Agresti JJ, Amitai G, Kelly BT, Mastrobattista E, Taly V, Magdassi S, Tawfik DS, Griffiths AD. Directed evolution by in vitro compartmentalization. Nat Methods 2006; 3:561-70. [PMID: 16791215 DOI: 10.1038/nmeth897] [Citation(s) in RCA: 150] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Oliver J Miller
- MRC Laboratory of Molecular Biology, Hills Road, Cambridge, CB2 2QH, UK
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39
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Abstract
Ribosome display presents an innovative in vitro technology for the rapid isolation and evolution of high-affinity peptides or proteins. Displayed proteins are bound to and recovered from target molecules in multiple rounds of selection in order to enrich for specific binding proteins. No transformation step is necessary, which could lead to a loss of library diversity. A cycle of display and selection can be performed in one day, enabling the existing gene repertoire to be rapidly scanned. Proteins isolated from the panning rounds can be further modified through random or directed molecular evolution for affinity maturation, as well as selected for characteristics such as protein stability, folding and functional activity. Recently, the field of display technologies has become more prominent due to the generation of new scaffolds for ribosome display, isolation of high-affinity human antibodies by phage display, and their implementation in the discovery of novel protein-protein interactions. Applications for this technology extend into the broad field of antibody engineering, proteomics, and synthetic enzymes for diagnostics and therapeutics in cancer, autoimmune and infectious diseases, neurodegenerative diseases and inflammatory disorders. This review highlights the role of ribosome display in drug discovery, discusses advantages and disadvantages of the system, and attempts to predict the future impact of ribosome display technology on the development of novel engineered biopharmaceutical products for biological therapies.
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Affiliation(s)
- Achim Rothe
- CSIRO Molecular and Health Technologies, 343 Royal Parade, Parkville, Victoria 3052, Australia
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40
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Hosse RJ, Rothe A, Power BE. A new generation of protein display scaffolds for molecular recognition. Protein Sci 2006; 15:14-27. [PMID: 16373474 PMCID: PMC2242358 DOI: 10.1110/ps.051817606] [Citation(s) in RCA: 134] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Engineered antibodies and their fragments are invaluable tools for a vast range of biotechnological and pharmaceutical applications. However, they are facing increasing competition from a new generation of protein display scaffolds, specifically selected for binding virtually any target. Some of them have already entered clinical trials. Most of these nonimmunoglobulin proteins are involved in natural binding events and have amazingly diverse origins, frameworks, and functions, including even intrinsic enzyme activity. In many respects, they are superior over antibody-derived affinity molecules and offer an ever-extending arsenal of tools for, e.g., affinity purification, protein microarray technology, bioimaging, enzyme inhibition, and potential drug delivery. As excellent supporting frameworks for the presentation of polypeptide libraries, they can be subjected to powerful in vitro or in vivo selection and evolution strategies, enabling the isolation of high-affinity binding reagents. This article reviews the generation of these novel binding reagents, describing validated and advanced alternative scaffolds as well as the most recent nonimmunoglobulin libraries. Characteristics of these protein scaffolds in terms of structural stability, tolerance to multiple substitutions, ease of expression, and subsequent applications as specific targeting molecules are discussed. Furthermore, this review shows the close linkage between these novel protein tools and the constantly developing display, selection, and evolution strategies using phage display, ribosome display, mRNA display, cell surface display, or IVC (in vitro compartmentalization). Here, we predict the important role of these novel binding reagents as a toolkit for biotechnological and biomedical applications.
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Affiliation(s)
- Ralf J Hosse
- Preventative Health National Research Flagship, Parkville, Victoria 3052, Australia
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41
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Juraja SM, Mulhern TD, Hudson PJ, Hattarki MK, Carmichael JA, Nuttall SD. Engineering of the Escherichia coli Im7 immunity protein as a loop display scaffold. Protein Eng Des Sel 2006; 19:231-44. [PMID: 16549402 DOI: 10.1093/protein/gzl005] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Protein scaffolds derived from non-immunoglobulin sources are increasingly being adapted and engineered to provide unique binding molecules with a diverse range of targeting specificities. The ColE7 immunity protein (Im7) from Escherichia coli is potentially one such molecule, as it combines the advantages of (i) small size, (ii) stability conferred by a conserved four anti-parallel alpha-helical framework and (iii) availability of variable surface loops evolved to inactivate members of the DNase family of bacterial toxins, forming one of the tightest known protein-protein interactions. Here we describe initial cloning and protein expression of Im7 and its cognate partner the 15 kDa DNase domain of the colicin E7. Both proteins were produced efficiently in E.coli, and their in vitro binding interactions were validated using ELISA and biosensor. In order to assess the capacity of the Im7 protein to accommodate extensive loop region modifications, we performed extensive molecular modelling and constructed a series of loop graft variants, based on transfer of the extended CDR3 loop from the IgG1b12 antibody, which targets the gp120 antigen from HIV-1. Loop grafting in various configurations resulted in chimeric proteins exhibiting retention of the underlying framework conformation, as measured using far-UV circular dichroism spectroscopy. Importantly, there was low but measurable transfer of antigen-specific affinity. Finally, to validate Im7 as a selectable scaffold for the generation of molecular libraries, we displayed Im7 as a gene 3 fusion protein on the surface of fd bacteriophages, the most common library display format. The fusion was successfully detected using an anti-Im7 rabbit polyclonal antibody, and the recombinant phage specifically recognized the immobilized DNase. Thus, Im7 scaffold is an ideal protein display scaffold for the future generation and for the selection of libraries of novel binding proteins.
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Affiliation(s)
- Suzy M Juraja
- Cooperative Research Centre for Diagnostics 343 Royal Parade, Parkville, Victoria 3052, Australia
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42
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Keeble AH, Kirkpatrick N, Shimizu S, Kleanthous C. Calorimetric Dissection of Colicin DNase−Immunity Protein Complex Specificity. Biochemistry 2006; 45:3243-54. [PMID: 16519519 DOI: 10.1021/bi052373o] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We explore the thermodynamic strategies used to achieve specific, high-affinity binding within a family of conserved protein-protein complexes. Protein-protein interactions are often stabilized by a conserved interfacial hotspot that serves as the anchor for the complex, with neighboring variable residues providing specificity. A key question for such complexes is the thermodynamic basis for specificity given the dominance of the hotspot. We address this question using, as our model, colicin endonuclease (DNase)-immunity (Im) protein complexes. In this system, cognate and noncognate complexes alike share the same mechanism of association and binding hotspot, but cognate complexes (K(d) approximately 10(-)(14) M) are orders of magnitude more stable than noncognate complexes (10(6)-10(10)-fold discrimination), largely because of a much slower rate of dissociation. Using isothermal titration calorimetry (ITC), we investigated the changes in enthalpy (DeltaH), entropy (-TDeltaS), and heat capacity (DeltaC(p)) accompanying binding of each Im protein (Im2, Im7, Im8, and Im9) to the DNase domains of colicins E2, E7, E8, and E9, in the context of both cognate and noncognate complexes. The data show that specific binding to the E2, E7, and E8 DNases is enthalpically driven but entropically driven for the E9 DNase. Analysis of DeltaC(p), a measure of the change in structural fluctuation upon complexation, indicates that E2, E7, and E8 DNase specificity is coupled to structural changes within cognate complexes that are consistent with a reduction in the conformational dynamics of these complexes. In contrast, E9 DNase specificity appears coupled to the exclusion of water molecules, consistent with the nonpolar nature of the interface of this complex. The work highlights that although protein-protein interactions may be centered on conserved structural epitopes the thermodynamic mechanism underpinning binding specificity can vary considerably.
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Affiliation(s)
- Anthony H Keeble
- Department of Biology (Area 10), Post Office Box 373, University of York, Heslington, York YO10 5YW, United Kingdom
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43
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Mastrobattista E, Taly V, Chanudet E, Treacy P, Kelly BT, Griffiths AD. High-Throughput Screening of Enzyme Libraries: In Vitro Evolution of a β-Galactosidase by Fluorescence-Activated Sorting of Double Emulsions. ACTA ACUST UNITED AC 2005; 12:1291-300. [PMID: 16356846 DOI: 10.1016/j.chembiol.2005.09.016] [Citation(s) in RCA: 158] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2005] [Revised: 09/22/2005] [Accepted: 09/22/2005] [Indexed: 11/29/2022]
Abstract
We describe a completely in vitro high-throughput screening system for directed evolution of enzymes based on in vitro compartmentalization (IVC). Single genes are transcribed and translated inside the aqueous droplets of a water-in-oil emulsion. Enzyme activity generates a fluorescent product and, after conversion into a water-in-oil-in-water double emulsion, fluorescent droplets are sorted using a fluorescence-activated cell sorter (FACS). Earlier in vivo studies have demonstrated that Ebg, a protein of unknown function, can evolve to allow Escherichia coli lacking the lacZ beta-galactosidase gene to grow on lactose. Here we demonstrate that we can evolve Ebg into an enzyme with significant beta-galactosidase activity in vitro. Only two specific mutations were ever seen to provide this improvement in Ebg beta-galactosidase activity in vivo. In contrast, nearly all the improved beta-galactosidases selected in vitro resulted from different mutations.
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Affiliation(s)
- Enrico Mastrobattista
- Medical Research Council, Laboratory of Molecular Biology, Hills Road, Cambridge CB2 2QH, United Kingdom
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44
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Agresti JJ, Kelly BT, Jäschke A, Griffiths AD. Selection of ribozymes that catalyse multiple-turnover Diels-Alder cycloadditions by using in vitro compartmentalization. Proc Natl Acad Sci U S A 2005; 102:16170-5. [PMID: 16260754 PMCID: PMC1283419 DOI: 10.1073/pnas.0503733102] [Citation(s) in RCA: 71] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
In vitro compartmentalization (IVC) has previously been used to evolve protein enzymes. Here, we demonstrate how IVC can be applied to select RNA enzymes (ribozymes) for a property that has previously been unselectable: true intermolecular catalysis. Libraries containing 10(11) ribozyme genes are compartmentalized in the aqueous droplets of a water-in-oil emulsion, such that most droplets contain no more than one gene, and transcribed in situ. By coencapsulating the gene, RNA, and the substrates/products of the catalyzed reaction, ribozymes can be selected for all enzymatic properties: substrate recognition, product formation, rate acceleration, and turnover. Here we exploit the complementarity of IVC with systematic evolution of ligands by exponential enrichment (SELEX), which allows selection of larger libraries (>/=10(15)) and for very small rate accelerations (k(cat)/k(uncat)) but only selects for intramolecular single-turnover reactions. We selected approximately 10(14) random RNAs for Diels-Alderase activity with five rounds of SELEX, then six to nine rounds with IVC. All selected ribozymes catalyzed the Diels-Alder reaction in a truly bimolecular fashion and with multiple turnover. Nearly all ribozymes selected by using eleven rounds of SELEX alone contain a common catalytic motif. Selecting with SELEX then IVC gave ribozymes with significant sequence variations in this catalytic motif and ribozymes with completely novel motifs. Interestingly, the catalytic properties of all of the selected ribozymes were quite similar. The ribozymes are strongly product inhibited, consistent with the Diels-Alder transition state closely resembling the product. More efficient Diels-Alderases may need to catalyze a second reaction that transforms the product and prevents product inhibition.
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Affiliation(s)
- Jeremy J Agresti
- Laboratory of Molecular Biology, Medical Research Council, Hills Road, Cambridge CB2 2QH, United Kingdom
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45
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Binz HK, Amstutz P, Plückthun A. Engineering novel binding proteins from nonimmunoglobulin domains. Nat Biotechnol 2005; 23:1257-68. [PMID: 16211069 DOI: 10.1038/nbt1127] [Citation(s) in RCA: 502] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Not all adaptive immune systems use the immunoglobulin fold as the basis for specific recognition molecules: sea lampreys, for example, have evolved an adaptive immune system that is based on leucine-rich repeat proteins. Additionally, many other proteins, not necessarily involved in adaptive immunity, mediate specific high-affinity interactions. Such alternatives to immunoglobulins represent attractive starting points for the design of novel binding molecules for research and clinical applications. Indeed, through progress and increased experience in library design and selection technologies, gained not least from working with synthetic antibody libraries, researchers have now exploited many of these novel scaffolds as tailor-made affinity reagents. Significant progress has been made not only in the basic science of generating specific binding molecules, but also in applications of the selected binders in laboratory procedures, proteomics, diagnostics and therapy. Challenges ahead include identifying applications where these novel proteins can not only be an alternative, but can enable approaches so far deemed technically impossible, and delineate those therapeutic applications commensurate with the molecular properties of the respective proteins.
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Affiliation(s)
- H Kaspar Binz
- Department of Biochemistry, University of Zürich, Winterthurerstrasse 190, 8057 Zürich, Switzerland
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46
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Sepp A, Choo Y. Cell-free selection of zinc finger DNA-binding proteins using in vitro compartmentalization. J Mol Biol 2005; 354:212-9. [PMID: 16242713 DOI: 10.1016/j.jmb.2005.09.051] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2005] [Revised: 09/07/2005] [Accepted: 09/14/2005] [Indexed: 10/25/2022]
Abstract
We have exploited emulsion-based in vitro compartmentalization (IVC) to devise a method for the selection of zinc finger proteins (ZFPs) on the basis of their DNA-binding specificity. A library of ZFPs fused to a C-terminal peptide tag is encoded by a set of DNA cassettes that are prepared wholly in vitro. In addition to the ZFP gene, each DNA cassette also carries a given DNA target binding site sequence for which one wishes to isolate ZFP binders. An aliquot of the library is added to bacterial S30 extract and emulsified in mineral oil so that most of the aqueous droplets contain, on average, no more than one gene. If an intra-compartmentally expressed ZFP binds specifically to its encoding DNA via the target binding site, the complex can be purified by affinity capture via the peptide tag after breaking the emulsion, thus rescuing the gene. We present proof-of-principle for this IVC selection method by selecting a specific high-affinity ZFP gene from a high background of a related gene. We also propose that high-affinity ZFPs can be used as genotype-phenotype linkages to enable selection of other proteins using IVC.
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Affiliation(s)
- Armin Sepp
- Sangamo BioSciences Inc. Point Richmond Tech Center II, Richmond, CA 94804, USA
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47
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Keeble AH, Kleanthous C. The Kinetic Basis for Dual Recognition in Colicin Endonuclease–Immunity Protein Complexes. J Mol Biol 2005; 352:656-71. [PMID: 16109424 DOI: 10.1016/j.jmb.2005.07.035] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2005] [Revised: 07/04/2005] [Accepted: 07/13/2005] [Indexed: 11/26/2022]
Abstract
The antibacterial activity of E colicin endonucleases (DNases) is counteracted by the binding of immunity proteins; the affinities of cognate and non-cognate complexes differing by up to ten orders of magnitude. Here, we address the mechanism of complex formation using a combination of protein engineering, pre-steady-state kinetics and isothermal titration calorimetry, in order to understand the underlying basis for specificity. Contrary to previous work, we show that a pre-equilibrium mechanism does not explain the binding kinetics. Instead, the data are best explained by a modified induced-fit mechanism where cognate and non-cognate complexes alike form a non-specific, conformationally dynamic encounter complex, most likely centred on conserved interactions at the interface. The dynamics appear to be an intrinsic property of the encounter complex where the proteins move relative to one another, thereby sampling different conformations rather than being "induced" by binding. This allows optimal alignment of interface specificity sites, without producing energetically costly conformational changes, essential for high-affinity binding. Importantly, specificity is achieved without slowing the rate of association, an important requirement for rapid inhibition of the colicin in the producing bacterial cell. A rigid-body rotation model is also consistent with the observation that specificity contacts in colicin-immunity protein complexes can involve different regions of the interface. Such a kinetic discrimination mechanism explains the ability of DNase-specific immunity proteins to display dual recognition specificity, wherein they are broadly cross-reactive yet are highly specific, achieving femtomolar binding affinities in complexes with their cognate DNases.
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Affiliation(s)
- Anthony H Keeble
- Department of Biology (Area 10), P.O. Box 373, University of York, Heslington, York YO10 5YW, UK.
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48
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Aharoni A, Griffiths AD, Tawfik DS. High-throughput screens and selections of enzyme-encoding genes. Curr Opin Chem Biol 2005; 9:210-6. [PMID: 15811807 DOI: 10.1016/j.cbpa.2005.02.002] [Citation(s) in RCA: 122] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The availability of vast gene repertoires from both natural sources (genomic and cDNA libraries) and artificial sources (gene libraries) demands the development and application of novel technologies that enable the screening or selection of large libraries for a variety of enzymatic activities. We describe recent developments in the selection of enzyme-coding genes for directed evolution and functional genomics. We focus on HTS approaches that enable selection from large libraries (>10(6) gene variants) with relatively humble means (i.e. non-robotic systems), and on in vitro compartmentalization in particular.
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Affiliation(s)
- Amir Aharoni
- Department of Biological Chemistry, The Weizmann Institute of Science, Rehovot 76100, Israel
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