51
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Png ZM, Zeng H, Ye Q, Xu J. Inverse-Electron-Demand Diels-Alder Reactions: Principles and Applications. Chem Asian J 2017; 12:2142-2159. [DOI: 10.1002/asia.201700442] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2017] [Revised: 05/06/2017] [Indexed: 01/12/2023]
Affiliation(s)
- Zhuang Mao Png
- Institute of Materials Research and Engineering; Agency for Science, Technology and Research (A*STAR); 2 Fusionopolis Way, Innovis, #08-03 Singapore 138634 Singapore
| | - Huining Zeng
- Institute of Materials Research and Engineering; Agency for Science, Technology and Research (A*STAR); 2 Fusionopolis Way, Innovis, #08-03 Singapore 138634 Singapore
| | - Qun Ye
- Institute of Materials Research and Engineering; Agency for Science, Technology and Research (A*STAR); 2 Fusionopolis Way, Innovis, #08-03 Singapore 138634 Singapore
| | - Jianwei Xu
- Institute of Materials Research and Engineering; Agency for Science, Technology and Research (A*STAR); 2 Fusionopolis Way, Innovis, #08-03 Singapore 138634 Singapore
- Department of Chemistry; National University of Singapore; 3 Science Drive 3 Singapore 117543 Singapore
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52
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Guo C, Kim H, Ovadia EM, Mourafetis CM, Yang M, Chen W, Kloxin AM. Bio-orthogonal conjugation and enzymatically triggered release of proteins within multi-layered hydrogels. Acta Biomater 2017; 56:80-90. [PMID: 28391052 PMCID: PMC5510749 DOI: 10.1016/j.actbio.2017.04.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Revised: 03/31/2017] [Accepted: 04/03/2017] [Indexed: 02/02/2023]
Abstract
Hydrogels are facile architectures for the controlled presentation of proteins with far-reaching applications, from fundamental biological studies in three-dimensional culture to new regenerative medicine and therapeutic delivery strategies. Here, we demonstrate a versatile approach for spatially-defined presentation of engineered proteins within hydrogels through i) immobilization using bio-orthogonal strain-promoted alkyne-azide click chemistry and ii) dynamic protease-driven protein release using exogenously applied enzyme. Model fluorescent proteins were expressed using nonsense codon replacement to incorporate azide-containing unnatural amino acids in a site-specific manner toward maintaining protein activity: here, cyan fluorescent protein (AzCFP), mCherry fluorescent protein (AzmCh), and mCh decorated with a thrombin cut-site. (AzTMBmCh). Eight-arm poly(ethylene glycol) (PEG) was modified with dibenzylcyclooctyne (DBCO) groups and reacted with azide functionalized PEG in aqueous solution for rapid formation of hydrogels. Azide functionalized full-length fluorescent proteins were successfully incorporated into the hydrogel network by reaction with PEG-DBCO prior to gel formation. Temporal release and removal of select proteins (AzTMBmCh) was triggered with the application of thrombin and monitored in real-time with confocal microscopy, providing a responsive handle for controlling matrix properties. Hydrogels with regions of different protein compositions were created using a layering technique with thicknesses of hundreds of micrometers, affording opportunities for the creation of complex geometries on size scales relevant for controlling cellular microenvironments. STATEMENT OF SIGNIFICANCE Controlling protein presentation within biomaterials is important for modulating interactions with biological systems. For example, native tissues are composed of subunits with different matrix compositions (proteins, stiffness) that dynamically interact with cells, influencing function and fate. Toward mimicking such temporally-regulated and spatially-defined microenvironments, we utilize bio-orthogonal click chemistry and protein engineering to create hydrogels with distinct regions of proteins and modify them over time. Through nonsense codon replacement, we site-specifically functionalize large proteins with i) azides for covalent conjugation and ii) an enzymatic cleavage site for user-defined release from hydrogels. Our results exemplify not only the ability to create unique bio-functionalized hydrogels with controlled mechanical properties, but also the potential for creating interesting interfaces for cell culture and tissue engineering applications.
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Affiliation(s)
- Chen Guo
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Heejae Kim
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Elisa M Ovadia
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Christine M Mourafetis
- Department of Chemical and Biomolecular Engineering, New York University, Brooklyn, NY 11201, United States
| | - Mingrui Yang
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Wilfred Chen
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - April M Kloxin
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States; Department of Materials Science and Engineering, University of Delaware, Newark, DE 19716, United States.
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53
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Völker T, Meggers E. Chemical Activation in Blood Serum and Human Cell Culture: Improved Ruthenium Complex for Catalytic Uncaging of Alloc-Protected Amines. Chembiochem 2017; 18:1083-1086. [PMID: 28425643 DOI: 10.1002/cbic.201700168] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Indexed: 01/20/2023]
Abstract
Chemical (as opposed to light-induced) activation of caged molecules is a rapidly advancing approach to trigger biological processes. We previously introduced the ruthenium-catalyzed release of allyloxycarbonyl (alloc)-protected amines in human cells. A restriction of this and all other methods is the limited lifetime of the catalyst, thus hampering meaningful applications. In this study, we addressed this problem with the development of a new generation of ruthenium complexes for the uncaging of alloc-protected amines with superior catalytic activity. Under biologically relevant conditions, we achieved a turnover number >300, a reaction rate of 580 m-1 s-1 , and we observed high activity in blood serum. Furthermore, alloc-protected doxorubicin, as an anticancer prodrug, could be activated in human cell culture and induced apoptosis with a single low dose (1 μm) of the new catalyst.
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Affiliation(s)
- Timo Völker
- Philipps-Universität Marburg, Hans-Meerwein-Strasse 4, 35043, Marburg, Germany
| | - Eric Meggers
- Philipps-Universität Marburg, Hans-Meerwein-Strasse 4, 35043, Marburg, Germany
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54
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55
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Clavadetscher J, Indrigo E, Chankeshwara SV, Lilienkampf A, Bradley M. In-Cell Dual Drug Synthesis by Cancer-Targeting Palladium Catalysts. Angew Chem Int Ed Engl 2017; 56:6864-6868. [PMID: 28485835 DOI: 10.1002/anie.201702404] [Citation(s) in RCA: 85] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Indexed: 12/11/2022]
Abstract
Transition metals have been successfully applied to catalyze non-natural chemical transformations within living cells, with the highly efficient labeling of subcellular components and the activation of prodrugs. In vivo applications, however, have been scarce, with a need for the specific cellular targeting of the active transition metals. Here, we show the design and application of cancer-targeting palladium catalysts, with their specific uptake in brain cancer (glioblastoma) cells, while maintaining their catalytic activity. In these cells, for the first time, two different anticancer agents were synthesized simultaneously intracellularly, by two totally different mechanisms (in situ synthesis and decaging), enhancing the therapeutic effect of the drugs. Tumor specificity of the catalysts together with their ability to perform simultaneous multiple bioorthogonal transformations will empower the application of in vivo transition metals for drug activation strategies.
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Affiliation(s)
- Jessica Clavadetscher
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Eugenio Indrigo
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Sunay V Chankeshwara
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Annamaria Lilienkampf
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Mark Bradley
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
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56
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57
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Bandyopadhyay A, Cambray S, Gao J. Fast Diazaborine Formation of Semicarbazide Enables Facile Labeling of Bacterial Pathogens. J Am Chem Soc 2017; 139:871-878. [PMID: 27992180 PMCID: PMC6191850 DOI: 10.1021/jacs.6b11115] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Bioorthogonal conjugation chemistry has enabled the development of tools for the interrogation of complex biological systems. Although a number of bioorthogonal reactions have been documented in literature, they are less ideal for one or several reasons including slow kinetics, low stability of the conjugated product, requirement of toxic catalysts, and side reactions with unintended biomolecules. Herein we report a fast (>103 M-1 s-1) and bioorthogonal conjugation reaction that joins semicarbazide to an aryl ketone or aldehyde with an ortho-boronic acid substituent. The boronic acid moiety greatly accelerates the initial formation of a semicarbazone conjugate, which rearranges into a stable diazaborine. The diazaborine formation can be performed in blood serum or cell lysates with minimal interference from biomolecules. We further demonstrate that application of this conjugation chemistry enables facile labeling of bacteria. A synthetic amino acid D-AB3, which presents a 2-acetylphenylboronic acid moiety as its side chain, was found to incorporate into several bacterial species through cell wall remodeling, with particularly high efficiency for Escherichia coli. Subsequent D-AB3 conjugation to a fluorophore-labeled semicarbazide allows robust detection of this bacterial pathogen in blood serum.
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Affiliation(s)
- Anupam Bandyopadhyay
- Department of Chemistry, Boston College, 2609 Beacon Street, Chestnut Hill, MA 02461
| | - Samantha Cambray
- Department of Chemistry, Boston College, 2609 Beacon Street, Chestnut Hill, MA 02461
| | - Jianmin Gao
- Department of Chemistry, Boston College, 2609 Beacon Street, Chestnut Hill, MA 02461
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58
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Tăbăcaru A, Furdui B, Ghinea IO, Cârâc G, Dinică RM. Recent advances in click chemistry reactions mediated by transition metal based systems. Inorganica Chim Acta 2017. [DOI: 10.1016/j.ica.2016.07.029] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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59
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Clavadetscher J, Hoffmann S, Lilienkampf A, Mackay L, Yusop RM, Rider SA, Mullins JJ, Bradley M. Copper Catalysis in Living Systems and In Situ Drug Synthesis. Angew Chem Int Ed Engl 2016. [DOI: 10.1002/ange.201609837] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Jessica Clavadetscher
- EaStCHEM School of Chemistry; University of Edinburgh; David Brewster Road EH9 3FJ Edinburgh UK
| | - Scott Hoffmann
- University of Edinburgh/BHF Centre for Cardiovascular Science; Queen's Medical Research Institute; 47 Little France Crescent EH16 4TJ Edinburgh UK
| | - Annamaria Lilienkampf
- EaStCHEM School of Chemistry; University of Edinburgh; David Brewster Road EH9 3FJ Edinburgh UK
| | - Logan Mackay
- EaStCHEM School of Chemistry; University of Edinburgh; David Brewster Road EH9 3FJ Edinburgh UK
| | - Rahimi M. Yusop
- School of Chemical Sciences and Food Technology; Faculty of Science and Technology; Universiti Kebangsaan Malaysia; 43600 Bangi Selangor Malaysia
| | - Sebastien A. Rider
- University of Edinburgh/BHF Centre for Cardiovascular Science; Queen's Medical Research Institute; 47 Little France Crescent EH16 4TJ Edinburgh UK
| | - John J. Mullins
- University of Edinburgh/BHF Centre for Cardiovascular Science; Queen's Medical Research Institute; 47 Little France Crescent EH16 4TJ Edinburgh UK
| | - Mark Bradley
- EaStCHEM School of Chemistry; University of Edinburgh; David Brewster Road EH9 3FJ Edinburgh UK
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60
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Clavadetscher J, Hoffmann S, Lilienkampf A, Mackay L, Yusop RM, Rider SA, Mullins JJ, Bradley M. Copper Catalysis in Living Systems and In Situ Drug Synthesis. Angew Chem Int Ed Engl 2016; 55:15662-15666. [PMID: 27860120 DOI: 10.1002/anie.201609837] [Citation(s) in RCA: 127] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 10/20/2016] [Indexed: 01/23/2023]
Abstract
The copper-catalyzed azide-alkyne cycloaddition (CuAAC) reaction has proven to be a pivotal advance in chemical ligation strategies with applications ranging from polymer fabrication to bioconjugation. However, application in vivo has been limited by the inherent toxicity of the copper catalyst. Herein, we report the application of heterogeneous copper catalysts in azide-alkyne cycloaddition processes in biological systems ranging from cells to zebrafish, with reactions spanning from fluorophore activation to the first reported in situ generation of a triazole-containing anticancer agent from two benign components, opening up many new avenues of exploration for CuAAC chemistry.
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Affiliation(s)
- Jessica Clavadetscher
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Scott Hoffmann
- University of Edinburgh/BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, 47 Little France Crescent, EH16 4TJ, Edinburgh, UK
| | - Annamaria Lilienkampf
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Logan Mackay
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
| | - Rahimi M Yusop
- School of Chemical Sciences and Food Technology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Sebastien A Rider
- University of Edinburgh/BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, 47 Little France Crescent, EH16 4TJ, Edinburgh, UK
| | - John J Mullins
- University of Edinburgh/BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, 47 Little France Crescent, EH16 4TJ, Edinburgh, UK
| | - Mark Bradley
- EaStCHEM School of Chemistry, University of Edinburgh, David Brewster Road, EH9 3FJ, Edinburgh, UK
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61
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Peng T, Hang HC. Site-Specific Bioorthogonal Labeling for Fluorescence Imaging of Intracellular Proteins in Living Cells. J Am Chem Soc 2016; 138:14423-14433. [PMID: 27768298 DOI: 10.1021/jacs.6b08733] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Over the past years, fluorescent proteins (e.g., green fluorescent proteins) have been widely utilized to visualize recombinant protein expression and localization in live cells. Although powerful, fluorescent protein tags are limited by their relatively large sizes and potential perturbation to protein function. Alternatively, site-specific labeling of proteins with small-molecule organic fluorophores using bioorthogonal chemistry may provide a more precise and less perturbing method. This approach involves site-specific incorporation of unnatural amino acids (UAAs) into proteins via genetic code expansion, followed by bioorthogonal chemical labeling with small organic fluorophores in living cells. While this approach has been used to label extracellular proteins for live cell imaging studies, site-specific bioorthogonal labeling and fluorescence imaging of intracellular proteins in live cells is still challenging. Herein, we systematically evaluate site-specific incorporation of diastereomerically pure bioorthogonal UAAs bearing stained alkynes or alkenes into intracellular proteins for inverse-electron-demand Diels-Alder cycloaddition reactions with tetrazine-functionalized fluorophores for live cell labeling and imaging in mammalian cells. Our studies show that site-specific incorporation of axial diastereomer of trans-cyclooct-2-ene-lysine robustly affords highly efficient and specific bioorthogonal labeling with monosubstituted tetrazine fluorophores in live mammalian cells, which enabled us to image the intracellular localization and real-time dynamic trafficking of IFITM3, a small membrane-associated protein with only 137 amino acids, for the first time. Our optimized UAA incorporation and bioorthogonal labeling conditions also enabled efficient site-specific fluorescence labeling of other intracellular proteins for live cell imaging studies in mammalian cells.
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Affiliation(s)
- Tao Peng
- School of Chemical Biology and Biotechnology, Peking University Shenzhen Graduate School , Shenzhen 518055, China.,Laboratory of Chemical Biology and Microbial Pathogenesis, The Rockefeller University , New York, New York 10065, United States
| | - Howard C Hang
- Laboratory of Chemical Biology and Microbial Pathogenesis, The Rockefeller University , New York, New York 10065, United States
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62
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Zhang H, Trout WS, Liu S, Andrade GA, Hudson DA, Scinto SL, Dicker KT, Li Y, Lazouski N, Rosenthal J, Thorpe C, Jia X, Fox JM. Rapid Bioorthogonal Chemistry Turn-on through Enzymatic or Long Wavelength Photocatalytic Activation of Tetrazine Ligation. J Am Chem Soc 2016; 138:5978-83. [PMID: 27078610 PMCID: PMC4920269 DOI: 10.1021/jacs.6b02168] [Citation(s) in RCA: 106] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Rapid bioorthogonal reactivity can be induced by controllable, catalytic stimuli using air as the oxidant. Methylene blue (4 μM) irradiated with red light (660 nm) catalyzes the rapid oxidation of a dihydrotetrazine to a tetrazine thereby turning on reactivity toward trans-cyclooctene dienophiles. Alternately, the aerial oxidation of dihydrotetrazines can be efficiently catalyzed by nanomolar levels of horseradish peroxidase under peroxide-free conditions. Selection of dihydrotetrazine/tetrazine pairs of sufficient kinetic stability in aerobic aqueous solutions is key to the success of these approaches. In this work, polymer fibers carrying latent dihydrotetrazines were catalytically activated and covalently modified by trans-cyclooctene conjugates of small molecules, peptides, and proteins. In addition to visualization with fluorophores, fibers conjugated to a cell adhesive peptide exhibited a dramatically increased ability to mediate contact guidance of cells.
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Affiliation(s)
- Han Zhang
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - William S. Trout
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Shuang Liu
- Department of Materials Science and Engineering, University of Delaware, Newark, DE 19716, USA
| | - Gabriel A. Andrade
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Devin A. Hudson
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Samuel L. Scinto
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Kevin T. Dicker
- Department of Materials Science and Engineering, University of Delaware, Newark, DE 19716, USA
| | - Yi Li
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Nikifar Lazouski
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Joel Rosenthal
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Colin Thorpe
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
| | - Xinqiao Jia
- Department of Materials Science and Engineering, University of Delaware, Newark, DE 19716, USA
| | - Joseph M. Fox
- Department of Chemistry and Biochemistry, University o f Delaware, Newark, DE 19716, USA
- Department of Materials Science and Engineering, University of Delaware, Newark, DE 19716, USA
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63
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Lima CGS, Ali A, van Berkel SS, Westermann B, Paixão MW. Emerging approaches for the synthesis of triazoles: beyond metal-catalyzed and strain-promoted azide-alkyne cycloaddition. Chem Commun (Camb) 2016; 51:10784-96. [PMID: 26066359 DOI: 10.1039/c5cc04114g] [Citation(s) in RCA: 92] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Metal-free 1,3-dipolar cycloaddition reactions have proven to be a powerful tool for the assembly of key heterocycles, in particular diversely functionalized 1,2,3-triazoles. A number of metal-free (3+2)-cycloaddition approaches have been developed up to date with the aim to circumvent the use of metal catalysts allowing these reactions to take place in biological systems without perturbation of the naturally occurring processes. This feature article specifically provides an overview of emerging metal-free synthetic routes, and their mechanistic features, in the formation of functionalized 1,2,3-triazoles.
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Affiliation(s)
- Carolina G S Lima
- Department of Chemistry, Universidade Federal de São Carlos (UFSCar), São Carlos, SP, Brazil.
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64
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Abstract
Over the years, there have been remarkable efforts in the development of selective protein labeling strategies. In this review, we deliver a comprehensive overview of the currently available bioorthogonal and chemoselective reactions. The ability to introduce bioorthogonal handles to proteins is essential to carry out bioorthogonal reactions for protein labeling in living systems. We therefore summarize the techniques that allow for site-specific "installation" of bioorthogonal handles into proteins. We also highlight the biological applications that have been achieved by selective chemical labeling of proteins.
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Affiliation(s)
- Xi Chen
- Chemical Genomics Centre of the Max Planck Society, Otto-Hahn-Str. 15, 44227 Dortmund, Germany
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65
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Akgun B, Hall DG. Fast and Tight Boronate Formation for Click Bioorthogonal Conjugation. Angew Chem Int Ed Engl 2016. [DOI: 10.1002/ange.201510321] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Burcin Akgun
- Department of Chemistry, 4-010 CCIS; University of Alberta; Edmonton Alberta T6G 2G2 Canada
| | - Dennis G. Hall
- Department of Chemistry, 4-010 CCIS; University of Alberta; Edmonton Alberta T6G 2G2 Canada
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66
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Akgun B, Hall DG. Fast and Tight Boronate Formation for Click Bioorthogonal Conjugation. Angew Chem Int Ed Engl 2016; 55:3909-13. [PMID: 26913832 DOI: 10.1002/anie.201510321] [Citation(s) in RCA: 58] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2015] [Indexed: 11/07/2022]
Abstract
A new click bioorthogonal reaction system was devised to enable the fast ligation (k(ON) ≈340 m(-1) s(-1)) of conjugatable derivatives of a rigid cyclic diol (nopoldiol) and a carefully optimized boronic acid partner, 2-methyl-5-carboxymethylphenylboronic acid. Using NMR and fluorescence spectroscopy studies, the corresponding boronates were found to form reversibly within minutes at low micromolar concentration in water, providing submicromolar equilibrium constant (K(eq) ≈10(5) -10(6) m(-1)). Efficient protein conjugation under physiological conditions was demonstrated with model proteins thioredoxin and albumin, and characterized by mass spectrometry and gel electrophoresis.
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Affiliation(s)
- Burcin Akgun
- Department of Chemistry, 4-010 CCIS, University of Alberta, Edmonton, Alberta, T6G 2G2, Canada
| | - Dennis G Hall
- Department of Chemistry, 4-010 CCIS, University of Alberta, Edmonton, Alberta, T6G 2G2, Canada.
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67
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Narayanam MK, Liang Y, Houk KN, Murphy JM. Discovery of new mutually orthogonal bioorthogonal cycloaddition pairs through computational screening. Chem Sci 2016; 7:1257-1261. [PMID: 29910881 PMCID: PMC4763938 DOI: 10.1039/c5sc03259h] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2015] [Accepted: 11/11/2015] [Indexed: 12/22/2022] Open
Abstract
Density functional theory (DFT) calculations and experiments in tandem led to discoveries of new reactivities and selectivities involving bioorthogonal sydnone cycloadditions. Dibenzocyclooctyne derivatives (DIBAC and BARAC) were identified to be especially reactive dipolarophiles, which undergo the (3 + 2) cycloadditions with N-phenyl sydnone with the rate constant of up to 1.46 M-1 s-1. Most significantly, the sydnone-dibenzocyclooctyne and norbornene-tetrazine cycloadditions were predicted to be mutually orthogonal. This was validated experimentally and used for highly selective fluorescence labeling of two proteins simultaneously.
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Affiliation(s)
- Maruthi Kumar Narayanam
- Crump Institute for Molecular Imaging , David Geffen School of Medicine , University of California , Los Angeles , California 90095 , USA .
| | - Yong Liang
- Department of Chemistry and Biochemistry , University of California , Los Angeles , California 90095 , USA .
| | - K N Houk
- Department of Chemistry and Biochemistry , University of California , Los Angeles , California 90095 , USA .
- Department of Chemical and Biomolecular Engineering , University of California , Los Angeles , California 90095 , USA
| | - Jennifer M Murphy
- Crump Institute for Molecular Imaging , David Geffen School of Medicine , University of California , Los Angeles , California 90095 , USA .
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68
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Eördögh Á, Steinmeyer J, Peewasan K, Schepers U, Wagenknecht HA, Kele P. Polarity Sensitive Bioorthogonally Applicable Far-Red Emitting Labels for Postsynthetic Nucleic Acid Labeling by Copper-Catalyzed and Copper-Free Cycloaddition. Bioconjug Chem 2016; 27:457-64. [DOI: 10.1021/acs.bioconjchem.5b00557] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Ádám Eördögh
- Chemical
Biology Research Group, Institute of Organic Chemistry, Research Centre
for Natural Sciences, Hungarian Academy of Sciences. Magyar tudósok
krt. 2, H-1117, Budapest, Hungary
| | - Jeannine Steinmeyer
- Institute
of Organic Chemistry, Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 6, 76131 Karlsruhe, Germany
| | - Krisana Peewasan
- Institute
of Organic Chemistry, Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 6, 76131 Karlsruhe, Germany
| | - Ute Schepers
- Institute
of Toxicology and Genetics, Karlsruhe Institute of Technology (KIT), H.-v.-Helmholtz-Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Hans-Achim Wagenknecht
- Institute
of Organic Chemistry, Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 6, 76131 Karlsruhe, Germany
| | - Péter Kele
- Chemical
Biology Research Group, Institute of Organic Chemistry, Research Centre
for Natural Sciences, Hungarian Academy of Sciences. Magyar tudósok
krt. 2, H-1117, Budapest, Hungary
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69
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Lehmann J, Wright MH, Sieber SA. Making a Long Journey Short: Alkyne Functionalization of Natural Product Scaffolds. Chemistry 2016; 22:4666-78. [PMID: 26752308 DOI: 10.1002/chem.201504419] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Indexed: 01/09/2023]
Abstract
Biological selection makes natural products promising scaffolds for drug development and the ever growing number of newly identified, structurally diverse molecules helps to fill the gaps in chemical space. Elucidating the function of a small molecule, such as identifying its protein binding partners, its on- and off-targets, is becoming increasingly important. Activity- and affinity-based protein profiling are modern strategies to acquire such molecular-level information. Introduction of a molecular handle (azide, alkyne, biotin) can shed light on the mode of action of small molecules. This Concept article covers central points on synthetic methodology for integrating a terminal alkyne into a molecule of interest.
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Affiliation(s)
- Johannes Lehmann
- Center for Integrated Protein Science, Munich (CIPSM), Department of Chemistry, Technische Universität München, Lichtenbergstraße 4, 85747, Garching, Germany
| | - Megan H Wright
- Center for Integrated Protein Science, Munich (CIPSM), Department of Chemistry, Technische Universität München, Lichtenbergstraße 4, 85747, Garching, Germany
| | - Stephan A Sieber
- Center for Integrated Protein Science, Munich (CIPSM), Department of Chemistry, Technische Universität München, Lichtenbergstraße 4, 85747, Garching, Germany.
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70
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Vaughan MD, Su Z, Daub E, Honek JF. Intriguing cellular processing of a fluorinated amino acid during protein biosynthesis in Escherichia coli. Org Biomol Chem 2016; 14:8942-8946. [DOI: 10.1039/c6ob01690a] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Unusual in vivo processing of a fluorinated amino acid provides unexpected dual protein labeling in E. coli.
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Affiliation(s)
- Mark D. Vaughan
- Department of Chemistry
- University of Waterloo
- Waterloo
- ON N2L 3G1 Canada
| | - Zhengding Su
- Department of Chemistry
- University of Waterloo
- Waterloo
- ON N2L 3G1 Canada
| | - Elisabeth Daub
- Department of Chemistry
- University of Waterloo
- Waterloo
- ON N2L 3G1 Canada
| | - J. F. Honek
- Department of Chemistry
- University of Waterloo
- Waterloo
- ON N2L 3G1 Canada
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71
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Cheng B, Xie R, Dong L, Chen X. Metabolic Remodeling of Cell-Surface Sialic Acids: Principles, Applications, and Recent Advances. Chembiochem 2015; 17:11-27. [PMID: 26573222 DOI: 10.1002/cbic.201500344] [Citation(s) in RCA: 81] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Indexed: 12/14/2022]
Abstract
Cell-surface sialic acids are essential in mediating a variety of physiological and pathological processes. Sialic acid chemistry and biology remain challenging to investigate, demanding new tools for probing sialylation in living systems. The metabolic glycan labeling (MGL) strategy has emerged as an invaluable chemical biology tool that enables metabolic installation of useful functionalities into cell-surface sialoglycans by "hijacking" the sialic acid biosynthetic pathway. Here we review the principles of MGL and its applications in study and manipulation of sialic acid function, with an emphasis on recent advances.
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Affiliation(s)
- Bo Cheng
- Beijing National Laboratory for Molecular Sciences, College of Chemistry and Molecular Engineering, Synthetic and Functional Biomolecules Center and, Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, 100871, China
| | - Ran Xie
- Beijing National Laboratory for Molecular Sciences, College of Chemistry and Molecular Engineering, Synthetic and Functional Biomolecules Center and, Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, 100871, China
| | - Lu Dong
- Beijing National Laboratory for Molecular Sciences, College of Chemistry and Molecular Engineering, Synthetic and Functional Biomolecules Center and, Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, 100871, China
| | - Xing Chen
- Beijing National Laboratory for Molecular Sciences, College of Chemistry and Molecular Engineering, Synthetic and Functional Biomolecules Center and, Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, 100871, China.
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72
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Patterson DM, Prescher JA. Orthogonal bioorthogonal chemistries. Curr Opin Chem Biol 2015; 28:141-9. [DOI: 10.1016/j.cbpa.2015.07.006] [Citation(s) in RCA: 95] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2015] [Revised: 06/20/2015] [Accepted: 07/17/2015] [Indexed: 01/20/2023]
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73
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Liu Y, Fredrickson JK, Sadler NC, Nandhikonda P, Smith RD, Wright AT. Advancing understanding of microbial bioenergy conversion processes by activity-based protein profiling. BIOTECHNOLOGY FOR BIOFUELS 2015; 8:156. [PMID: 26413155 PMCID: PMC4582708 DOI: 10.1186/s13068-015-0343-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2015] [Accepted: 09/16/2015] [Indexed: 06/02/2023]
Abstract
The development of renewable biofuels is a global priority, but success will require novel technologies that greatly improve our understanding of microbial systems biology. An approach with great promise in enabling functional characterization of microbes is activity-based protein profiling (ABPP), which employs chemical probes to directly measure enzyme function in discrete enzyme classes in vivo and/or in vitro, thereby facilitating the rapid discovery of new biocatalysts and enabling much improved biofuel production platforms. We review general design strategies in ABPP, and highlight recent advances that are or could be pivotal to biofuels processes including applications of ABPP to cellulosic bioethanol, biodiesel, and phototrophic production of hydrocarbons. We also examine the key challenges and opportunities of ABPP in renewable biofuels research. The integration of ABPP with molecular and systems biology approaches will shed new insight on the catalytic and regulatory mechanisms of functional enzymes and their synergistic effects in the field of biofuels production.
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Affiliation(s)
- Yun Liu
- />Beijing Key Laboratory of Bioprocess, College of Life Science and Technology, Beijing University of Chemical Technology, 100029 Beijing, China
| | - James K. Fredrickson
- />Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd, MSIN J4-02, Box 999, Richland, WA 99352 USA
| | - Natalie C. Sadler
- />Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd, MSIN J4-02, Box 999, Richland, WA 99352 USA
| | - Premchendar Nandhikonda
- />Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd, MSIN J4-02, Box 999, Richland, WA 99352 USA
| | - Richard D. Smith
- />Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd, MSIN J4-02, Box 999, Richland, WA 99352 USA
| | - Aaron T. Wright
- />Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd, MSIN J4-02, Box 999, Richland, WA 99352 USA
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74
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Kamber DN, Liang Y, Blizzard RJ, Liu F, Mehl RA, Houk KN, Prescher JA. 1,2,4-Triazines Are Versatile Bioorthogonal Reagents. J Am Chem Soc 2015; 137:8388-91. [DOI: 10.1021/jacs.5b05100] [Citation(s) in RCA: 104] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
| | | | - Robert J. Blizzard
- Department
of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon 97331, United States
| | | | - Ryan A. Mehl
- Department
of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon 97331, United States
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75
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Liu S, Zhang H, Remy RA, Deng F, Mackay ME, Fox JM, Jia X. Meter-long multiblock copolymer microfibers via interfacial bioorthogonal polymerization. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2015; 27:2783-90. [PMID: 25824805 PMCID: PMC4423755 DOI: 10.1002/adma.201500360] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Revised: 03/10/2015] [Indexed: 05/05/2023]
Abstract
High-molecular-weight multiblock copolymers are synthesized as robust polymer fibers via interfacial bioorthogonal polymerization employing the rapid cycloaddition of s-tetrazines with strained trans-cyclooctenes. When cell-adhesive peptide is incorporated in the tetrazine monomer, the resulting protein-mimetic polymer fibers provide guidance cues for cell attachment and elongation.
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Affiliation(s)
- Shuang Liu
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Han Zhang
- Department of Chemistry and Biochemistry, University of Delaware, Newark, DE, 19716, USA
| | - Roddel A. Remy
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Fei Deng
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Michael E. Mackay
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Joseph M. Fox
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA, Department of Chemistry and Biochemistry, University of Delaware, Newark, DE, 19716, USA
| | - Xinqiao Jia
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
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76
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Wallace S, Schultz EE, Balskus EP. Using non-enzymatic chemistry to influence microbial metabolism. Curr Opin Chem Biol 2015; 25:71-9. [PMID: 25579453 PMCID: PMC4380663 DOI: 10.1016/j.cbpa.2014.12.024] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Revised: 12/11/2014] [Accepted: 12/15/2014] [Indexed: 01/08/2023]
Abstract
The structural manipulation of small molecule metabolites occurs in all organisms and plays a fundamental role in essentially all biological processes. Despite an increasing interest in developing new, non-enzymatic chemical reactions capable of functioning in the presence of living organisms, the ability of such transformations to interface with cellular metabolism and influence biological function is a comparatively underexplored area of research. This review will discuss efforts to combine non-enzymatic chemistry with microbial metabolism. We will highlight recent and historical uses of non-biological reactions to study microbial growth and function, the use of non-enzymatic transformations to rescue auxotrophic microorganisms, and the combination of engineered microbial metabolism and biocompatible chemical reactions for organic synthesis.
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Affiliation(s)
- Stephen Wallace
- Department of Chemistry & Chemical Biology, Harvard University, 12 Oxford St, Cambridge, MA 02138, United States
| | - Erica E Schultz
- Department of Chemistry & Chemical Biology, Harvard University, 12 Oxford St, Cambridge, MA 02138, United States
| | - Emily P Balskus
- Department of Chemistry & Chemical Biology, Harvard University, 12 Oxford St, Cambridge, MA 02138, United States.
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77
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Liu S, Dicker KT, Jia X. Modular and orthogonal synthesis of hybrid polymers and networks. Chem Commun (Camb) 2015; 51:5218-37. [PMID: 25572255 PMCID: PMC4359094 DOI: 10.1039/c4cc09568e] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Biomaterials scientists strive to develop polymeric materials with distinct chemical make-up, complex molecular architectures, robust mechanical properties and defined biological functions by drawing inspirations from biological systems. Salient features of biological designs include (1) repetitive presentation of basic motifs; and (2) efficient integration of diverse building blocks. Thus, an appealing approach to biomaterials synthesis is to combine synthetic and natural building blocks in a modular fashion employing novel chemical methods. Over the past decade, orthogonal chemistries have become powerful enabling tools for the modular synthesis of advanced biomaterials. These reactions require building blocks with complementary functionalities, occur under mild conditions in the presence of biological molecules and living cells and proceed with high yield and exceptional selectivity. These chemistries have facilitated the construction of complex polymers and networks in a step-growth fashion, allowing facile modulation of materials properties by simple variations of the building blocks. In this review, we first summarize features of several types of orthogonal chemistries. We then discuss recent progress in the synthesis of step growth linear polymers, dendrimers and networks that find application in drug delivery, 3D cell culture and tissue engineering. Overall, orthogonal reactions and modulular synthesis have not only minimized the steps needed for the desired chemical transformations but also maximized the diversity and functionality of the final products. The modular nature of the design, combined with the potential synergistic effect of the hybrid system, will likely result in novel hydrogel matrices with robust structures and defined functions.
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Affiliation(s)
- Shuang Liu
- Department of Materials Science and Engineering, University of Delaware, 201 DuPont Hall, Newark, DE 19716, USA.
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78
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Affiliation(s)
- Omar Boutureira
- Departament de Química Analítica i Química Orgànica, Universitat Rovira i Virgili , C/Marcel·lí Domingo s/n, 43007 Tarragona, Spain
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79
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Live-cell bioorthogonal Raman imaging. Curr Opin Chem Biol 2015; 24:91-6. [DOI: 10.1016/j.cbpa.2014.10.018] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2014] [Accepted: 10/23/2014] [Indexed: 01/08/2023]
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80
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Völker T, Meggers E. Transition-metal-mediated uncaging in living human cells—an emerging alternative to photolabile protecting groups. Curr Opin Chem Biol 2015; 25:48-54. [PMID: 25561021 DOI: 10.1016/j.cbpa.2014.12.021] [Citation(s) in RCA: 99] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Revised: 12/08/2014] [Accepted: 12/12/2014] [Indexed: 01/20/2023]
Abstract
Photolabile protecting groups have been widely used for activation strategies of caged substrates within living cells. However, an alternative uncaging method in which, instead of light, chemical compounds are used as activators (chemical uncaging) is still in its infancy. The recent advances in bioorthogonal reactions mediated by transition metals have shown that bioorthogonal catalysts have the potential to yield such a chemical activator. By now we have seen transition metal compounds that activate caged enzymes, toxigenic prodrugs and other small molecules such as fluorophores within living human cells. In this review we will focus on metal catalysts based on palladium, ruthenium and iron and we will mainly discuss their biocompatibility and catalytic efficiency in uncaging reactions within biological environments.
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Affiliation(s)
- Timo Völker
- Fachbereich Chemie, Philipps-Universität Marburg, Hans-Meerwein-Strasse 4, 35043 Marburg, Germany
| | - Eric Meggers
- Fachbereich Chemie, Philipps-Universität Marburg, Hans-Meerwein-Strasse 4, 35043 Marburg, Germany; College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, People's Republic of China.
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81
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MacKenzie DA, Sherratt AR, Chigrinova M, Kell AJ, Pezacki JP. Bioorthogonal labelling of living bacteria using unnatural amino acids containing nitrones and a nitrone derivative of vancomycin. Chem Commun (Camb) 2015; 51:12501-4. [DOI: 10.1039/c5cc04901f] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Unnaturald-amino acids bearing endocyclic nitrones were developed for live-cell labelling of the bacterial peptidoglycan layer.
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Affiliation(s)
- Douglas A. MacKenzie
- Life Sciences Division
- National Research Council of Canada
- Ottawa
- Canada
- Department of Chemistry
| | | | - Mariya Chigrinova
- Life Sciences Division
- National Research Council of Canada
- Ottawa
- Canada
| | - Arnold J. Kell
- Life Sciences Division
- National Research Council of Canada
- Ottawa
- Canada
| | - John Paul Pezacki
- Life Sciences Division
- National Research Council of Canada
- Ottawa
- Canada
- Department of Chemistry
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82
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Couvertier SM, Zhou Y, Weerapana E. Chemical-proteomic strategies to investigate cysteine posttranslational modifications. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2014; 1844:2315-30. [PMID: 25291386 DOI: 10.1016/j.bbapap.2014.09.024] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2014] [Revised: 09/08/2014] [Accepted: 09/29/2014] [Indexed: 01/10/2023]
Abstract
The unique combination of nucleophilicity and redox-sensitivity that is characteristic of cysteine residues results in a variety of posttranslational modifications (PTMs), including oxidation, nitrosation, glutathionylation, prenylation, palmitoylation and Michael adducts with lipid-derived electrophiles (LDEs). These PTMs regulate the activity of diverse protein families by modulating the reactivity of cysteine nucleophiles within active sites of enzymes, and governing protein localization between soluble and membrane-bound forms. Many of these modifications are highly labile, sensitive to small changes in the environment, and dynamic, rendering it difficult to detect these modified species within a complex proteome. Several chemical-proteomic platforms have evolved to study these modifications and enable a better understanding of the diversity of proteins that are regulated by cysteine PTMs. These platforms include: (1) chemical probes to selectively tag PTM-modified cysteines; (2) differential labeling platforms that selectively reveal and tag PTM-modified cysteines; (3) lipid, isoprene and LDE derivatives containing bioorthogonal handles; and (4) cysteine-reactivity profiling to identify PTM-induced decreases in cysteine nucleophilicity. Here, we will provide an overview of these existing chemical-proteomic strategies and their effectiveness at identifying PTM-modified cysteine residues within native biological systems.
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Affiliation(s)
| | - Yani Zhou
- Boston College, Chestnut Hill, MA 02467, USA
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