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Helft L, Thompson M, Bent AF. Directed Evolution of FLS2 towards Novel Flagellin Peptide Recognition. PLoS One 2016; 11:e0157155. [PMID: 27270917 PMCID: PMC4894583 DOI: 10.1371/journal.pone.0157155] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Accepted: 05/25/2016] [Indexed: 12/20/2022] Open
Abstract
Microbe-associated molecular patterns (MAMPs) are molecules, or domains within molecules, that are conserved across microbial taxa and can be recognized by a plant or animal immune system. Although MAMP receptors have evolved to recognize conserved epitopes, the MAMPs in some microbial species or strains have diverged sufficiently to render them unrecognizable by some host immune systems. In this study, we carried out in vitro evolution of the Arabidopsis thaliana flagellin receptor FLAGELLIN-SENSING 2 (FLS2) to isolate derivatives that recognize one or more flagellin peptides from bacteria for which the wild-type Arabidopsis FLS2 confers little or no response. A targeted approach generated amino acid variation at FLS2 residues in a region previously implicated in flagellin recognition. The primary screen tested for elevated response to the canonical flagellin peptide from Pseudomonas aeruginosa, flg22. From this pool, we then identified five alleles of FLS2 that confer modest (quantitatively partial) recognition of an Erwinia amylovora flagellin peptide. Use of this Erwinia-based flagellin peptide to stimulate Arabidopsis plants expressing the resulting FLS2 alleles did not lead to a detectable reduction of virulent P. syringae pv. tomato growth. However, combination of two identified mutations into a single allele further increased FLS2-mediated responses to the E. amylovora flagellin peptide. These studies demonstrate the potential to raise the sensitivity of MAMP receptors toward particular targets.
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Affiliation(s)
- Laura Helft
- Department of Plant Pathology, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
- Cellular and Molecular Biology Program, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
| | - Mikayla Thompson
- Department of Plant Pathology, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
| | - Andrew F. Bent
- Department of Plant Pathology, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
- * E-mail:
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Rehman HU, Aman A, Nawaz MA, Karim A, Ghani M, Baloch AH, Qader SAU. Immobilization of pectin depolymerising polygalacturonase using different polymers. Int J Biol Macromol 2016; 82:127-33. [DOI: 10.1016/j.ijbiomac.2015.10.012] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2015] [Revised: 10/01/2015] [Accepted: 10/05/2015] [Indexed: 10/22/2022]
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Midelfort KS, Kumar R, Han S, Karmilowicz MJ, McConnell K, Gehlhaar DK, Mistry A, Chang JS, Anderson M, Villalobos A, Minshull J, Govindarajan S, Wong JW. Redesigning and characterizing the substrate specificity and activity of Vibrio fluvialis aminotransferase for the synthesis of imagabalin. Protein Eng Des Sel 2012; 26:25-33. [DOI: 10.1093/protein/gzs065] [Citation(s) in RCA: 101] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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Du SX, Xu L, Zhang W, Tang S, Boenig RI, Chen H, Mariano EB, Zwick MB, Parren PWHI, Burton DR, Wrin T, Petropoulos CJ, Ballantyne JA, Chambers M, Whalen RG. A directed molecular evolution approach to improved immunogenicity of the HIV-1 envelope glycoprotein. PLoS One 2011; 6:e20927. [PMID: 21738594 PMCID: PMC3126809 DOI: 10.1371/journal.pone.0020927] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2011] [Accepted: 05/12/2011] [Indexed: 12/14/2022] Open
Abstract
A prophylactic vaccine is needed to slow the spread of HIV-1 infection. Optimization of the wild-type envelope glycoproteins to create immunogens that can elicit effective neutralizing antibodies is a high priority. Starting with ten genes encoding subtype B HIV-1 gp120 envelope glycoproteins and using in vitro homologous DNA recombination, we created chimeric gp120 variants that were screened for their ability to bind neutralizing monoclonal antibodies. Hundreds of variants were identified with novel antigenic phenotypes that exhibit considerable sequence diversity. Immunization of rabbits with these gp120 variants demonstrated that the majority can induce neutralizing antibodies to HIV-1. One novel variant, called ST-008, induced significantly improved neutralizing antibody responses when assayed against a large panel of primary HIV-1 isolates. Further study of various deletion constructs of ST-008 showed that the enhanced immunogenicity results from a combination of effective DNA priming, an enhanced V3-based response, and an improved response to the constant backbone sequences.
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Affiliation(s)
- Sean X. Du
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Li Xu
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Wenge Zhang
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Susan Tang
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Rebecca I. Boenig
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Helen Chen
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Ellaine B. Mariano
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
| | - Michael B. Zwick
- Department of Immunology and Microbial Science, The Scripps Research Institute, La Jolla, California, United States of America
| | - Paul W. H. I. Parren
- Department of Immunology and Microbial Science, The Scripps Research Institute, La Jolla, California, United States of America
| | - Dennis R. Burton
- Department of Immunology and Microbial Science, and IAVI Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard, Boston, Massachusetts, United States of America
| | - Terri Wrin
- Monogram Biosciences, San Francisco, California, United States of America
| | | | | | | | - Robert G. Whalen
- Department of Infectious Diseases, Maxygen, Inc., Redwood City, California, United States of America
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Lutz S. Beyond directed evolution--semi-rational protein engineering and design. Curr Opin Biotechnol 2010; 21:734-43. [PMID: 20869867 PMCID: PMC2982887 DOI: 10.1016/j.copbio.2010.08.011] [Citation(s) in RCA: 296] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2010] [Revised: 08/29/2010] [Accepted: 08/30/2010] [Indexed: 11/22/2022]
Abstract
Over the past two decades, directed evolution has transformed the field of protein engineering. The advances in understanding protein structure and function, in no insignificant part a result of directed evolution studies, are increasingly empowering scientists and engineers to device more effective methods for manipulating and tailoring biocatalysts. Abandoning large combinatorial libraries, the focus has shifted to small, functionally rich libraries and rational design. A critical component to the success of these emerging engineering strategies are computational tools for the evaluation of protein sequence datasets and the analysis of conformational variations of amino acids in proteins. Highlighting the opportunities and limitations of such approaches, this review focuses on recent engineering and design examples that require screening or selection of small libraries.
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Affiliation(s)
- Stefan Lutz
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, GA 30322, USA.
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Leconte AM, Patel MP, Sass LE, McInerney P, Jarosz M, Kung L, Bowers JL, Buzby PR, Efcavitch JW, Romesberg FE. Directed evolution of DNA polymerases for next-generation sequencing. Angew Chem Int Ed Engl 2010; 49:5921-4. [PMID: 20629059 PMCID: PMC3043640 DOI: 10.1002/anie.201001607] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
We present the application of an activity-based phage display method to identify DNA polymerases tailored for next generation sequencing applications. Using this approach, we identify a mutant of Taq DNA polymerase that incorporates the fluorophore-labeled dA, dT, dC, and dG substrates ~50 to 400-fold more efficiently into scarred primers in solution and that also demonstrates significantly improved performance under actual sequencing conditions.
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Affiliation(s)
- Aaron M. Leconte
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037 (USA)
| | - Maha P. Patel
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037 (USA)
| | - Lauryn E. Sass
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Peter McInerney
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Mirna Jarosz
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Li Kung
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Jayson L. Bowers
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Philip R. Buzby
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - J. William Efcavitch
- Helicos BioSciences Corporation, One Kendall Square, Building 700, Cambridge, MA 02139 (USA)
| | - Floyd E. Romesberg
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037 (USA)
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Rasala BA, Muto M, Lee PA, Jager M, Cardoso RMF, Behnke CA, Kirk P, Hokanson CA, Crea R, Mendez M, Mayfield SP. Production of therapeutic proteins in algae, analysis of expression of seven human proteins in the chloroplast of Chlamydomonas reinhardtii. PLANT BIOTECHNOLOGY JOURNAL 2010; 8:719-33. [PMID: 20230484 PMCID: PMC2918638 DOI: 10.1111/j.1467-7652.2010.00503.x] [Citation(s) in RCA: 162] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Recombinant proteins are widely used today in many industries, including the biopharmaceutical industry, and can be expressed in bacteria, yeasts, mammalian and insect cell cultures, or in transgenic plants and animals. In addition, transgenic algae have also been shown to support recombinant protein expression, both from the nuclear and chloroplast genomes. However, to date, there are only a few reports on recombinant proteins expressed in the algal chloroplast. It is unclear whether this is because of few attempts or of limitations of the system that preclude expression of many proteins. Thus, we sought to assess the versatility of transgenic algae as a recombinant protein production platform. To do this, we tested whether the algal chloroplast could support the expression of a diverse set of current or potential human therapeutic proteins. Of the seven proteins chosen, >50% expressed at levels sufficient for commercial production. Three expressed at 2%-3% of total soluble protein, while a forth protein accumulated to similar levels when translationally fused to a well-expressed serum amyloid protein. All of the algal chloroplast-expressed proteins are soluble and showed biological activity comparable to that of the same proteins expressed using traditional production platforms. Thus, the success rate, expression levels, and bioactivity achieved demonstrate the utility of Chlamydomonas reinhardtii as a robust platform for human therapeutic protein production.
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Affiliation(s)
- Beth A Rasala
- Department of Cell Biology and the Skaggs Institute for Chemical Biology, 10550 N. Torrey Pines Rd, La Jolla, CA92037, USA
| | - Machiko Muto
- Department of Cell Biology and the Skaggs Institute for Chemical Biology, 10550 N. Torrey Pines Rd, La Jolla, CA92037, USA
| | - Philip A Lee
- Department of Cell Biology and the Skaggs Institute for Chemical Biology, 10550 N. Torrey Pines Rd, La Jolla, CA92037, USA
| | - Michal Jager
- Department of Cell Biology and the Skaggs Institute for Chemical Biology, 10550 N. Torrey Pines Rd, La Jolla, CA92037, USA
| | | | - Craig A Behnke
- Sapphire Energy, 3115 Merryfield Rd., San Diego, CA 92121
| | - Peter Kirk
- Protelica, 26118 Research Pl, Hayward, CA 94545
| | | | | | - Michael Mendez
- Sapphire Energy, 3115 Merryfield Rd., San Diego, CA 92121
| | - Stephen P Mayfield
- Department of Cell Biology and the Skaggs Institute for Chemical Biology, 10550 N. Torrey Pines Rd, La Jolla, CA92037, USA
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Leconte A, Patel M, Sass L, McInerney P, Jarosz M, Kung L, Bowers J, Buzby P, Efcavitch J, Romesberg F. Directed Evolution of DNA Polymerases for Next-Generation Sequencing. Angew Chem Int Ed Engl 2010. [DOI: 10.1002/ange.201001607] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Herman A, Tawfik DS. Incorporating Synthetic Oligonucleotides via Gene Reassembly (ISOR): a versatile tool for generating targeted libraries. Protein Eng Des Sel 2007; 20:219-26. [PMID: 17483523 DOI: 10.1093/protein/gzm014] [Citation(s) in RCA: 96] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The directed evolution of proteins has benefited greatly from site-specific methods of diversification such as saturation mutagenesis. These techniques target diversity to a number of chosen positions that are usually non-contiguous in the protein's primary structure. However, the number of targeted positions can be large, thus leading to impractically large library size, wherein almost all library variants are inactive and the likelihood of selecting desirable properties is extremely small. We describe a versatile combinatorial method for the partial diversification of large sets of residues. Our library oligonucleotides comprise randomized codons that are flanked by wild-type sequences. Adding these oligonucleotides to an assembly PCR of wild-type gene fragments incorporates the randomized cassettes, at their target sites, into the reassembled gene. Varying the oligonucleotides concentration resulted in library variants that carry a different average number of mutated positions that comprise a random subset of the entire set of diversified codons. This method, dubbed Incorporating Synthetic Oligos via Gene Reassembly (ISOR), was used to create libraries of a cytosine-C5 methyltransferase wherein 45 individual positions were randomized. One library, containing an average of 5.6 mutated residues per gene, was selected, and mutants with wild-type-like activities isolated. We also created libraries of serum paraoxonase PON1 harboring insertions and deletions (indels) in various areas surrounding the active site. Screening these libraries yielded a range of mutants with altered substrate specificities and indicated that certain regions of this enzyme have a surprisingly high tolerance to indels.
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Affiliation(s)
- Asael Herman
- Department of Biological Chemistry, Weizmann Institute of Science, Rehovot 76100, Israel
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