1
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Dalal RJ, Oviedo F, Leyden MC, Reineke TM. Polymer design via SHAP and Bayesian machine learning optimizes pDNA and CRISPR ribonucleoprotein delivery. Chem Sci 2024; 15:7219-7228. [PMID: 38756796 PMCID: PMC11095369 DOI: 10.1039/d3sc06920f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Accepted: 03/25/2024] [Indexed: 05/18/2024] Open
Abstract
We present the facile synthesis of a clickable polymer library with systematic variations in length, binary composition, pKa, and hydrophobicity (clog P) to optimize intracellular pDNA and CRISPR-Cas9 ribonucleoprotein (RNP) performance. We couple physicochemical characterization and machine learning to interpret quantitative structure-property relationships within the combinatorial design space. For the first time, we reveal unexpected disparate design parameters for nucleic acid carriers; via explainable machine learning on 432 formulations, we discover that lower polymer pKa and higher percentages of benzimidazole ethanethiol enhance pDNA delivery, yet polymer length and captamine cation identity improve RNP delivery. Closed-loop Bayesian optimization of 552 formulation ratios further enhances in vitro performance. The top three polymers yield a higher signal and stable transgene expression over 20 days in vivo, and a 1.7-fold enhancement over controls. Our facile coupling of synthesis, characterization, and machine analysis provides powerful tools to quantitate performance parameters accelerating next-generation vehicles for nucleic acid medicines.
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Affiliation(s)
- Rishad J Dalal
- Department of Chemistry, University of Minnesota Minneapolis Minnesota 55455 USA
| | | | - Michael C Leyden
- Department of Chemical Engineering and Materials Science, University of Minnesota Minneapolis Minnesota 55455 USA
| | - Theresa M Reineke
- Department of Chemistry, University of Minnesota Minneapolis Minnesota 55455 USA
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2
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Influence of carboxytelechelic oligomer molecular weight on the properties of chain extended polyethylenes. POLYMER 2022. [DOI: 10.1016/j.polymer.2022.125319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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3
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Santa Chalarca CF, Dalal RJ, Chapa A, Hanson MG, Reineke TM. Cation Bulk and p Ka Modulate Diblock Polymer Micelle Binding to pDNA. ACS Macro Lett 2022; 11:588-594. [PMID: 35575319 DOI: 10.1021/acsmacrolett.2c00015] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Polymer-based gene delivery relies on the binding, protection, and final release of nucleic acid cargo using polycations. Engineering polymeric vectors, by exploring novel topologies and cationic moieties, is a promising avenue to improve their performance, which hinges on the development of simple synthetic methods that allow facile preparation. In this work, we focus on cationic micelles formed from block polymers, which are examined as promising gene compaction agents and carriers. In this study, we report the synthesis and assembly of six amphiphilic poly(n-butyl acrylate)-b-poly(cationic acrylamide) diblock polymers with different types of cationic groups ((dialkyl)amine, morpholine, or imidazole) in their hydrophilic corona. The polycations were obtained through the parallel postpolymerization modification of a poly(n-butyl acrylate)-b-poly(pentafluorophenyl acrylate) reactive scaffold, which granted diblock polymers with equivalent degrees of polymerization and subsequent quantitative functionalization with cations of different pKa. Ultrasound-assisted direct dissolution of the polycations in different aqueous buffers (pH = 1-7) afforded micellar structures with low size dispersities and hydrodynamic radii below 100 nm. The formation and properties of micelle-DNA complexes ("micelleplexes") were explored via DLS, zeta potential, and dye-exclusion assays revealing that binding is influenced by the cation type present in the micelle corona where bulkiness and pKa are the drivers of micelleplex formation. Combining parallel synthesis strategies with simple direct dissolution formulation opens opportunities to optimize and expand the range of micelle delivery vehicles available by facile tuning of the composition of the cationic micelle corona.
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Affiliation(s)
| | - Rishad J. Dalal
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Alejandra Chapa
- Department of Biology, University of Texas Rio Grande Valley, Edinburg, Texas 78539, United States
| | - Mckenna G. Hanson
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Theresa M. Reineke
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
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4
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Arrington AS, Brown JR, Win MS, Winey KI, Long TE. Melt polycondensation of carboxytelechelic polyethylene for the design of degradable segmented copolyester polyolefins. Polym Chem 2022. [DOI: 10.1039/d2py00394e] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Chain-transfer ring-opening metathesis polymerization (CT-ROMP) provided a route to carboxytelechelic polyethylene (PE) with subsequent incorporation into segmented copolymers.
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Affiliation(s)
- Anastasia S. Arrington
- School of Molecular Sciences & Biodesign Center for Sustainable Macromolecular Materials and Manufacturing, Arizona State University, Tempe, AZ 85281, USA
| | - James R. Brown
- School of Molecular Sciences & Biodesign Center for Sustainable Macromolecular Materials and Manufacturing, Arizona State University, Tempe, AZ 85281, USA
| | - Max S. Win
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Karen I. Winey
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Timothy E. Long
- School of Molecular Sciences & Biodesign Center for Sustainable Macromolecular Materials and Manufacturing, Arizona State University, Tempe, AZ 85281, USA
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5
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Kumar R, Santa Chalarca CF, Bockman MR, Bruggen CV, Grimme CJ, Dalal RJ, Hanson MG, Hexum JK, Reineke TM. Polymeric Delivery of Therapeutic Nucleic Acids. Chem Rev 2021; 121:11527-11652. [PMID: 33939409 DOI: 10.1021/acs.chemrev.0c00997] [Citation(s) in RCA: 167] [Impact Index Per Article: 41.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The advent of genome editing has transformed the therapeutic landscape for several debilitating diseases, and the clinical outlook for gene therapeutics has never been more promising. The therapeutic potential of nucleic acids has been limited by a reliance on engineered viral vectors for delivery. Chemically defined polymers can remediate technological, regulatory, and clinical challenges associated with viral modes of gene delivery. Because of their scalability, versatility, and exquisite tunability, polymers are ideal biomaterial platforms for delivering nucleic acid payloads efficiently while minimizing immune response and cellular toxicity. While polymeric gene delivery has progressed significantly in the past four decades, clinical translation of polymeric vehicles faces several formidable challenges. The aim of our Account is to illustrate diverse concepts in designing polymeric vectors towards meeting therapeutic goals of in vivo and ex vivo gene therapy. Here, we highlight several classes of polymers employed in gene delivery and summarize the recent work on understanding the contributions of chemical and architectural design parameters. We touch upon characterization methods used to visualize and understand events transpiring at the interfaces between polymer, nucleic acids, and the physiological environment. We conclude that interdisciplinary approaches and methodologies motivated by fundamental questions are key to designing high-performing polymeric vehicles for gene therapy.
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Affiliation(s)
- Ramya Kumar
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | | | - Matthew R Bockman
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Craig Van Bruggen
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Christian J Grimme
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Rishad J Dalal
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Mckenna G Hanson
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Joseph K Hexum
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Theresa M Reineke
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
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6
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Egorova KS, Posvyatenko AV, Larin SS, Ananikov V. Ionic liquids: prospects for nucleic acid handling and delivery. Nucleic Acids Res 2021; 49:1201-1234. [PMID: 33476366 PMCID: PMC7897475 DOI: 10.1093/nar/gkaa1280] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Revised: 12/18/2020] [Accepted: 01/04/2021] [Indexed: 12/13/2022] Open
Abstract
Operations with nucleic acids are among the main means of studying the mechanisms of gene function and developing novel methods of molecular medicine and gene therapy. These endeavours usually imply the necessity of nucleic acid storage and delivery into eukaryotic cells. In spite of diversity of the existing dedicated techniques, all of them have their limitations. Thus, a recent notion of using ionic liquids in manipulations of nucleic acids has been attracting significant attention lately. Due to their unique physicochemical properties, in particular, their micro-structuring impact and tunability, ionic liquids are currently applied as solvents and stabilizing media in chemical synthesis, electrochemistry, biotechnology, and other areas. Here, we review the current knowledge on interactions between nucleic acids and ionic liquids and discuss potential advantages of applying the latter in delivery of the former into eukaryotic cells.
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Affiliation(s)
- Ksenia S Egorova
- N.D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prospect 47, Moscow 119991, Russia
| | - Alexandra V Posvyatenko
- N.D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prospect 47, Moscow 119991, Russia
- Molecular Immunology Laboratory, Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Samory Mashela St 1, Moscow 117997, Russia
| | - Sergey S Larin
- Molecular Immunology Laboratory, Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Samory Mashela St 1, Moscow 117997, Russia
| | - Valentine P Ananikov
- N.D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prospect 47, Moscow 119991, Russia
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7
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Kargaard A, Sluijter JPG, Klumperman B. Polymeric siRNA gene delivery - transfection efficiency versus cytotoxicity. J Control Release 2019; 316:263-291. [PMID: 31689462 DOI: 10.1016/j.jconrel.2019.10.046] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Revised: 10/23/2019] [Accepted: 10/23/2019] [Indexed: 12/13/2022]
Abstract
Within the field of gene therapy, there is a considerable need for the development of non-viral vectors that are able to compete with the efficiency obtained by viral vectors, while maintaining a good toxicity profile and not inducing an immune response within the body. While there have been many reports of possible polymeric delivery systems, few of these systems have been successful in the clinical setting due to toxicity, systemic instability or gene regulation inefficiency, predominantly due to poor endosomal escape and cytoplasmic release. The objective of this review is to provide an overview of previously published polymeric non-coding RNA and, to a lesser degree, oligo-DNA delivery systems with emphasis on their positive and negative attributes, in order to provide insight in the numerous hurdles that still limit the success of gene therapy.
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Affiliation(s)
- Anna Kargaard
- Stellenbosch University, Department of Chemistry and Polymer Science, Private Bag X1, Matieland 7602, South Africa; University Medical Center Utrecht, Experimental Cardiology Laboratory, Department of Cardiology, Division of Heart and Lungs, P.O. Box 85500, 3508 GA, Utrecht, the Netherlands
| | - Joost P G Sluijter
- University Medical Center Utrecht, Experimental Cardiology Laboratory, Department of Cardiology, Division of Heart and Lungs, P.O. Box 85500, 3508 GA, Utrecht, the Netherlands; Utrecht University, the Netherlands
| | - Bert Klumperman
- Stellenbosch University, Department of Chemistry and Polymer Science, Private Bag X1, Matieland 7602, South Africa.
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8
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Lee M, Kwon YK, Kim J, Choi UH. Effect of Poly(ethylene glycol) Crystallization on Ionic Conduction and Dielectric Response of Imidazolium-Based Copolyester Ionomers. Macromolecules 2019. [DOI: 10.1021/acs.macromol.8b02332] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Minjae Lee
- Department of Chemistry, Kunsan National University, Gunsan, 55150, Korea
| | - Yong Ku Kwon
- Department of Polymer Science and Engineering, Inha University, Incheon 22212, Korea
| | - Jehan Kim
- Pohang Accelerator Laboratory, Pohang University of Science and Technology, Pohang 37673, Korea
| | - U Hyeok Choi
- Department of Polymer Engineering, Pukyong National University, Busan 48513, Korea
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9
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Cai G, Shi M, Gao J, Yuan L. Preparation and photochromic properties of waterborne polyurethane containing spirooxazine groups. J Appl Polym Sci 2018. [DOI: 10.1002/app.47067] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- G. Cai
- Chemical Engineering Institute of Sichuan University Chengdu 610065 China
| | - M. Shi
- Chemical Engineering Institute of Sichuan University Chengdu 610065 China
| | - J. Gao
- Chemical Engineering Institute of Sichuan University Chengdu 610065 China
| | - L. Yuan
- Chemical Engineering Institute of Sichuan University Chengdu 610065 China
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10
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Benner NL, Near KE, Bachmann MH, Contag CH, Waymouth RM, Wender PA. Functional DNA Delivery Enabled by Lipid-Modified Charge-Altering Releasable Transporters (CARTs). Biomacromolecules 2018; 19:2812-2824. [PMID: 29727572 PMCID: PMC6542359 DOI: 10.1021/acs.biomac.8b00401] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Safe and effective DNA delivery systems are required to enable or enhance clinical strategies and research involving gene therapy and DNA vaccinations. To address this delivery problem, a series of charge-altering releasable transporters (CARTs) with varied lipid content were prepared and evaluated for plasmid DNA (pDNA) delivery into cultured cells. These lipid-modified CART co-oligomers were synthesized in only two steps via sequential organocatalytic ring-opening polymerization of lipid-containing cyclic carbonate monomers and morpholinone monomers. Lipid variations of the CARTs substantially impacted the delivery efficiency of pDNA, with oleyl- and linoleyl-based CARTs showing enhanced performance relative to the commercial transfection agent Lipofectamine 2000 (L2000). The best-performing oleyl CART was carried forward to study stable luciferase transfection with a Sleeping Beauty ( SB) transposon system. The oleyl CART outperformed the L2000 positive control with respect to stable transfection efficiency. CART-pDNA complexes represent a new DNA delivery system for research and clinical applications.
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Affiliation(s)
- Nancy L. Benner
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
| | - Katherine E. Near
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
| | - Michael H. Bachmann
- Department of Pediatrics, Stanford University, Stanford, California 94305, United States
| | - Christopher H. Contag
- Department of Pediatrics, Stanford University, Stanford, California 94305, United States
- Department of Microbiology and Immunology, Stanford University, Stanford, California 94305, United States
- Department of Radiology, Stanford University, Stanford, California 94305, United States
| | - Robert M. Waymouth
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
| | - Paul A. Wender
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
- Department of Chemical and Systems Biology, Stanford University, Stanford, California 94305, United States
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11
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Choi UH, Kwon YK, Lee M. Correlating morphology to thermal and electrical properties in imidazolium-poly(ethylene glycol) copolyesters. POLYMER 2018. [DOI: 10.1016/j.polymer.2018.05.056] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
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12
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Kohsaka Y, Homma K, Mori I, Sugiyama S, Kimura Y. Bifunctional Acyl-1,2,4-triazole: An Alternative Monomer of Dicarbonyl Chloride for Metal- and Halogen-free Polyester Synthesis. CHEM LETT 2018. [DOI: 10.1246/cl.171098] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Yasuhiro Kohsaka
- Faculty of Textile Science and Technology, Shinshu University, 3-15-1 Tokida, Ueda, Nagano 386-8567, Japan
| | - Kazumasa Homma
- Faculty of Textile Science and Technology, Shinshu University, 3-15-1 Tokida, Ueda, Nagano 386-8567, Japan
| | - Ichiro Mori
- Faculty of Textile Science and Technology, Shinshu University, 3-15-1 Tokida, Ueda, Nagano 386-8567, Japan
| | - Susumu Sugiyama
- Iharanikkei Chemical Industry Co., Ltd., 5700-1 Kambara, Shimizu-ku, Shizuoka, Shizuoka 421-3203, Japan
| | - Yoshikazu Kimura
- Iharanikkei Chemical Industry Co., Ltd., 5700-1 Kambara, Shimizu-ku, Shizuoka, Shizuoka 421-3203, Japan
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13
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Guterman R, Miao H, Antonietti M. Thioimidazolium Ionic Liquids as Tunable Alkylating Agents. J Org Chem 2018; 83:684-689. [PMID: 29257693 DOI: 10.1021/acs.joc.7b02631] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Alkylating ionic liquids based on the thioimidazolium structure combine the conventional properties of ionic liquids, including low melting point and nonvolatility, with the alkylating function. Alkyl transfer occurs exclusively from the S-alkyl position, thus allowing for easy derivatization of the structure without compromising specificity. We apply this feature to tune the electrophilicty of the cation to profoundly affect the reactivity of these alkylating ionic liquids, with a caffeine-derived compound possessing the highest reactivity. Anion choice was found to affect reaction rates, with iodide anions assisting in the alkylation reaction through a "shuttling" process. The ability to tune the properties of the alkylating agent using the toolbox of ionic liquid chemistry highlights the modular nature of these compounds as a platform for alkylating agent design and integration in to future systems.
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Affiliation(s)
- Ryan Guterman
- Department of Colloid Chemistry, Max Planck Institute of Colloids and Interfaces Max Planck Institute for Colloids and Interfaces , Am Mühlenberg 1 OT-Golm, 14476 Potsdam, Germany
| | - Han Miao
- Department of Colloid Chemistry, Max Planck Institute of Colloids and Interfaces Max Planck Institute for Colloids and Interfaces , Am Mühlenberg 1 OT-Golm, 14476 Potsdam, Germany
| | - Markus Antonietti
- Department of Colloid Chemistry, Max Planck Institute of Colloids and Interfaces Max Planck Institute for Colloids and Interfaces , Am Mühlenberg 1 OT-Golm, 14476 Potsdam, Germany
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14
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Saxer S, Marestin C, Mercier R, Dupuy J. The multicomponent Debus–Radziszewski reaction in macromolecular chemistry. Polym Chem 2018. [DOI: 10.1039/c8py00173a] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The well-known Debus–Radziszewski reaction is over one century old. However, this reaction has only been considered very recently as a new tool to design original imidazole and imidazolium-containing polymers by direct formation of the imidazole ring during the polymerization process. This article reports recent advances concerning the use of this newly emerging reaction in macromolecular chemistry.
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Affiliation(s)
- S. Saxer
- Université de Lyon
- Univ Lyon1
- CNRS
- Ingénierie des Matériaux Polymères (IMP-UMR 5223)
- Villeurbanne
| | - C. Marestin
- Université de Lyon
- Univ Lyon1
- CNRS
- Ingénierie des Matériaux Polymères (IMP-UMR 5223)
- Villeurbanne
| | - R. Mercier
- Université de Lyon
- Univ Lyon1
- CNRS
- Ingénierie des Matériaux Polymères (IMP-UMR 5223)
- Villeurbanne
| | - J. Dupuy
- Université de Lyon
- INSA Lyon
- Ingénierie des Matériaux Polymères (IMP-UMR 5223)
- Villeurbanne
- France
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15
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Yuen AY, Lopez-Martinez E, Gomez-Bengoa E, Cortajarena AL, Aguirresarobe RH, Bossion A, Mecerreyes D, Hedrick JL, Yang YY, Sardon H. Preparation of Biodegradable Cationic Polycarbonates and Hydrogels through the Direct Polymerization of Quaternized Cyclic Carbonates. ACS Biomater Sci Eng 2017; 3:1567-1575. [DOI: 10.1021/acsbiomaterials.7b00335] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Alexander Y. Yuen
- POLYMAT, University of the Basque Country UPV/EHU, Joxe Mari Korta Center, Avenida
Tolosa 72, 20018 Donostia-San Sebastian, Spain
| | - Elena Lopez-Martinez
- CIC
BiomaGUNE, Parque Tecnológico de San Sebastián, Paseo Miramón 182, Donostia-San Sebastián 20014, Spain
| | - Enrique Gomez-Bengoa
- Departamento
de Química Orgánica I, Facultad de Química, Universidad del País Vasco, 48940 Lejona, Spain
| | - Aitziber L. Cortajarena
- CIC
BiomaGUNE, Parque Tecnológico de San Sebastián, Paseo Miramón 182, Donostia-San Sebastián 20014, Spain
- Ikerbasque, Basque Foundation for Science, E-48011 Bilbao, Spain
| | - Robert H. Aguirresarobe
- POLYMAT, University of the Basque Country UPV/EHU, Joxe Mari Korta Center, Avenida
Tolosa 72, 20018 Donostia-San Sebastian, Spain
| | - Amaury Bossion
- POLYMAT, University of the Basque Country UPV/EHU, Joxe Mari Korta Center, Avenida
Tolosa 72, 20018 Donostia-San Sebastian, Spain
- University of Bordeaux, 351 Cours
de la Liberation, 33400 Talence, France
| | - David Mecerreyes
- POLYMAT, University of the Basque Country UPV/EHU, Joxe Mari Korta Center, Avenida
Tolosa 72, 20018 Donostia-San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, E-48011 Bilbao, Spain
| | - James L. Hedrick
- IBM Almaden Research Center, 650
Harry Road, San Jose, California 95120, United States
| | - Yi Yan Yang
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, Singapore 138669, Singapore
| | - Haritz Sardon
- POLYMAT, University of the Basque Country UPV/EHU, Joxe Mari Korta Center, Avenida
Tolosa 72, 20018 Donostia-San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, E-48011 Bilbao, Spain
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