1
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Mao L, Russell AJ, Carmali S. Moving Protein PEGylation from an Art to a Data Science. Bioconjug Chem 2022; 33:1643-1653. [PMID: 35994522 PMCID: PMC9501918 DOI: 10.1021/acs.bioconjchem.2c00262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
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PEGylation is a well-established and clinically proven
half-life
extension strategy for protein delivery. Protein modification with
amine-reactive poly(ethylene glycol) (PEG) generates heterogeneous
and complex bioconjugate mixtures, often composed of several PEG positional
isomers with varied therapeutic efficacy. Laborious and costly experiments
for reaction optimization and purification are needed to generate
a therapeutically useful PEG conjugate. Kinetic models which accurately
predict the outcome of so-called “random” PEGylation
reactions provide an opportunity to bypass extensive wet lab experimentation
and streamline the bioconjugation process. In this study, we propose
a protein tertiary structure-dependent reactivity model that describes
the rate of protein-amine PEGylation and introduces “PEG chain
coverage” as a tangible metric to assess the shielding effect
of PEG chains. This structure-dependent reactivity model was implemented
into three models (linear, structure-based, and machine-learned) to
gain insight into how protein-specific molecular descriptors (exposed
surface areas, pKa, and surface charge)
impacted amine reactivity at each site. Linear and machine-learned
models demonstrated over 75% prediction accuracy with butylcholinesterase.
Model validation with Somavert, PEGASYS, and phenylalanine ammonia
lyase showed good correlation between predicted and experimentally
determined degrees of modification. Our structure-dependent reactivity
model was also able to simulate PEGylation progress curves and estimate
“PEGmer” distribution with accurate predictions across
different proteins, PEG linker chemistry, and PEG molecular weights.
Moreover, in-depth analysis of these simulated reaction curves highlighted
possible PEG conformational transitions (from dumbbell to brush) on the surface of lysozyme, as a function
of PEG molecular weight.
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Affiliation(s)
- Leran Mao
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Alan J Russell
- Amgen Inc., Thousand Oaks, California 91320, United States
| | - Sheiliza Carmali
- School of Pharmacy, Queen's University Belfast, Belfast, BT9 7BL United Kingdom
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2
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Kurtuldu A, Eşgin H, Yetim NK, Semerci F. Immobilization Horseradish Peroxidase onto UiO-66-NH2 for Biodegradation of Organic Dyes. J Inorg Organomet Polym Mater 2022. [DOI: 10.1007/s10904-022-02310-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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3
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Morgenstern J, Baumann P, Brunner C, Hubbuch J. Effect of PEG molecular weight and PEGylation degree on the physical stability of PEGylated lysozyme. Int J Pharm 2017; 519:408-417. [PMID: 28130198 DOI: 10.1016/j.ijpharm.2017.01.040] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 01/18/2017] [Accepted: 01/19/2017] [Indexed: 10/20/2022]
Abstract
During production, purification, formulation, and storage proteins for pharmaceutical or biotechnological applications face solution conditions that are unfavorable for their stability. Such harmful conditions include extreme pH changes, high ionic strengths or elevated temperatures. The characterization of the main influencing factors promoting undesired changes of protein conformation and aggregation, as well as the manipulation and selective control of protein stabilities are crucially important to biopharmaceutical research and process development. In this context PEGylation, i.e. the covalent attachment of polyethylene glycol (PEG) to proteins, represents a valuable strategy to improve the physico-chemical properties of proteins. In this work, the influence of PEG molecular weight and PEGylation degree on the physical stability of PEGylated lysozyme is investigated. Specifically, conformational and colloidal properties were studied by means of high-throughput melting point determination and automated generation of protein phase diagrams, respectively. Lysozyme from chicken egg-white as a model protein was randomly conjugated to 2kDa, 5kDa and 10kDa mPEG-aldehyde and resulting PEGamer species were purified by chromatographic separation. Besides protein stability assessment, residual enzyme activities were evaluated employing a Micrococcus lysodeikticus based activity assay. PEG molecules with lower molecular weights and lower PEGylation degrees resulted in higher residual activities. Changes in enzyme activities upon PEGylation have shown to result from a combination of steric hindrance and molecular flexibility. In contrast, higher PEG molecular weights and PEGylation degrees enhanced conformational and colloidal stability. By PEGylating lysozyme an increase of the protein solubility by more than 11-fold was achieved.
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Affiliation(s)
- Josefine Morgenstern
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
| | - Pascal Baumann
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
| | - Carina Brunner
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Jürgen Hubbuch
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
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4
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Abstract
Enzyme stabilization is important for many biomedical or industrial application of enzymes (i.e., cell-free biotransformations and biosensors). In many applications, the goal is to provide extended active lifetime at normal environmental conditions with traditional substrates at low concentrations in buffered solutions. However, as enzymes are used for more and more applications, there is a desire to use them in extreme environmental conditions (i.e., high temperatures), in high substrate concentration or high ionic strength, and in nontraditional solvent systems. This chapter introduces the topic enzyme stabilization and the methods used for enzyme stabilization including enzyme immobilization.
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Affiliation(s)
- Michael J Moehlenbrock
- Department of Chemistry, Saint Louis University, 3501 Laclede Avenue, St. Louis, MO, 63103, USA
| | - Shelley D Minteer
- Departments of Chemistry and Materials Science and Engineering, University of Utah, Salt Lake City, UT, USA.
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5
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Mohamed SA, Al-Ghamdi SS, El-Shishtawy RM. Immobilization of horseradish peroxidase on amidoximated acrylic polymer activated by cyanuric chloride. Int J Biol Macromol 2016; 91:663-70. [DOI: 10.1016/j.ijbiomac.2016.06.002] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2016] [Revised: 05/31/2016] [Accepted: 06/01/2016] [Indexed: 10/21/2022]
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6
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Hsieh YP, Lin SC. Effect of PEGylation on the activity and stability of horseradish peroxidase and l-N-carbamoylase in aqueous phases. Process Biochem 2015. [DOI: 10.1016/j.procbio.2015.04.024] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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7
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Kimura Y, Gotoh A, Shinozaki F, Kashiwada A, Yamada K. Removal of naphthols and analogues by the combined use of an oxidoreductase polyphenol oxidase and a biopolymer chitosan from aqueous solutions. ENVIRONMENTAL TECHNOLOGY 2014; 35:2910-2919. [PMID: 25189838 DOI: 10.1080/09593330.2014.925511] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
In this study, the combined use of an amino group-containing polymer chitosan and an oxidoreductase polyphenol oxidase (PPO) was applied to the removal of naphthols and dihydroxynaphthalenes (DHNs) from aqueous solutions. The process parameters, such as the pH value, temperature and enzyme dose, were discussed for PPO-catalysed oxidation of 1-naphthol. The optimum conditions of enzymatic oxidation of 1-naphthol were determined to be pH 8.0 and 40 °C. Under the optimum conditions, PPO-catalysed oxidation of 1-naphthol increased with an increase in the enzyme dose. Quinone derivatives enzymatically generated were chemisorbed on chitosan beads and the initial velocity of PPO-catalysed oxidation increased with an increase in the amount of added chitosan beads. A specific initial velocity of 0.0675 μmol/U·min was obtained in the PPO concentration range below 200 U/cm³ and 1-naphthol was completely removed within 24 h by quinone adsorption on chitosan beads (0.20 cm³/cm³) at a PPO concentration of 100 U/cm³. The removal time was shortened by increasing the enzyme dose or the amount of added chitosan beads. 2-Naphthol was also completely removed at an initial concentration of 0.05 mM or less by prolonging the reaction time, since PPO-catalysed oxidation of 2-naphthol was much slower than that of 1-naphthol. In addition, this procedure was also applied to the removal of DHNs. These results revealed that the procedure constructed in this study was an effective technique to remove naphthols and DHNs from the aqueous medium.
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Affiliation(s)
- Yuji Kimura
- a Department of Applied Molecular Chemistry , College of Industrial Technology, Nihon University , 1-2-1 Izumi-cho, Narashino , Chiba 275-8575 , Japan
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8
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Escalona I, de Grooth J, Font J, Nijmeijer K. Removal of BPA by enzyme polymerization using NF membranes. J Memb Sci 2014. [DOI: 10.1016/j.memsci.2014.06.011] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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9
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Dumas A, Spicer CD, Gao Z, Takehana T, Lin YA, Yasukohchi T, Davis BG. Self-Liganded Suzuki-Miyaura Coupling for Site-Selective Protein PEGylation. Angew Chem Int Ed Engl 2013. [DOI: 10.1002/ange.201208626] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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10
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Dumas A, Spicer CD, Gao Z, Takehana T, Lin YA, Yasukohchi T, Davis BG. Self-Liganded Suzuki-Miyaura Coupling for Site-Selective Protein PEGylation. Angew Chem Int Ed Engl 2013; 52:3916-21. [DOI: 10.1002/anie.201208626] [Citation(s) in RCA: 91] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2012] [Indexed: 01/15/2023]
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González-Valdez J, Rito-Palomares M, Benavides J. Advances and trends in the design, analysis, and characterization of polymer-protein conjugates for "PEGylaided" bioprocesses. Anal Bioanal Chem 2012; 403:2225-35. [PMID: 22367287 DOI: 10.1007/s00216-012-5845-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2011] [Revised: 02/01/2012] [Accepted: 02/06/2012] [Indexed: 11/27/2022]
Abstract
In addition to their use as therapeutics and because of their enhanced properties, PEGylated proteins have potential application in fields such as bioprocessing. However, the use of PEGylated conjugates to improve the performance of bioprocess has not been widely explored. This limited additional industrial use of PEG-protein conjugates can be attributed to the fact that PEGylation reactions, separation of the products, and final characterization of the structure and activity of the resulting species are not trivial tasks. The development of bioprocessing operations based on PEGylated proteins relies heavily in the use of analytical tools that must sometimes be adapted from the strategies used in pharmaceutical conjugate development. For instance, to evaluate conjugate performance in bioprocessing operations, both chromatographic and non-chromatographic steps must be used to separate and quantify the resulting reaction species. Characterization of the conjugates by mass spectrometry, circular dichroism, and specific activity assays, among other adapted techniques, is then required to evaluate the feasibility of using the conjugates in any operation. Correct selection of the technical and analytical methods in each of the steps from design of the PEGylation reaction to its final engineering application will ensure success in implementing a "PEGylaided" process. In this context, the objective of this review is to describe technological and analytical trends in developing successful applications of PEGylated conjugates in bioprocesses and to describe potential fields in which these proteins can be exploited.
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Affiliation(s)
- José González-Valdez
- Departamento de Biotecnología e Ingeniería de Alimentos, Centro de Biotecnología-FEMSA, Tecnológico de Monterrey, Campus Monterrey, Monterrey, NL, México
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12
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Use of chitosan for removal of naphthols through tyrosinase-catalyzed quinone oxidation. J Appl Polym Sci 2012. [DOI: 10.1002/app.36661] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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13
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Biocatalytic microreactor incorporating HRP anchored on micro-/nano-lithographic patterns for flow oxidation of phenols. ACTA ACUST UNITED AC 2011. [DOI: 10.1016/j.molcatb.2011.01.007] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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14
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Abstract
Enzyme stabilization is important for any biomedical or industrial application of enzymes. In many applications, the goal is to provide extended active lifetime at normal environmental conditions with traditional substrates at low concentrations in buffered solutions. However, as enzymes are used for more and more applications, there is a desire to use them in extreme environmental conditions (i.e., high temperatures), in high substrate concentration, and in nontraditional solvent systems. This chapter introduces the topic of enzyme stabilization and the methods used for enzyme stabilization including enzyme immobilization.
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15
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Li H, Bapat AP, Li M, Sumerlin BS. Protein conjugation of thermoresponsive amine-reactive polymers prepared by RAFT. Polym Chem 2011. [DOI: 10.1039/c0py00178c] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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16
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Determination of L-tyrosine Based on Luminescence Quenching of Mn-Doped ZnSe Quantum Dots in Enzyme Catalysis System. J Fluoresc 2010; 21:125-31. [DOI: 10.1007/s10895-010-0696-z] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2010] [Accepted: 06/22/2010] [Indexed: 10/19/2022]
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17
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Immobilization of horseradish peroxidase on modified chitosan beads. Int J Biol Macromol 2010; 46:324-30. [DOI: 10.1016/j.ijbiomac.2009.12.018] [Citation(s) in RCA: 137] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2009] [Revised: 12/21/2009] [Accepted: 12/23/2009] [Indexed: 11/20/2022]
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18
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Stabilization of horseradish peroxidase by covalent conjugation with dextran aldehyde against temperature and pH changes. OPEN CHEM 2009. [DOI: 10.2478/s11532-009-0041-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
AbstractStabilization of Horseradish Peroxidase (HRP; EC 1.11.1.7) against temperature and pH via the formation of the conjugates obtained by multipoint covalent bonding of dextran aldehyde (DA) to the enzyme were studied. Hence, three different molar weighted dextrans (17.5 kD, 75 kD, 188 kD) were covalently bonded to purified enzyme with different molar ratios (nHRP/nDA 20/1, 10/1, 1/1, 1/5, 1/10, 1/15, 1/20). The thermal stabilities of the obtained conjugates were evaluated with the activities determined at different temperatures (25, 30, 35, 40, 50, 60, 70, 80°C) applying 60 minutes incubation time. Conjugates formed were characterized by gel-permeation chromatography (GPC) and fluorescence techniques. The conjugate synthesized using dextran 75 kDa with nHRP/nDA 1/10 molar ratio showed better thermal stability than other conjugates and purified enzyme at pH 7. This conjugate also has wider activity pH range than purified enzyme. In addition, mentioned conjugate at pH 7 had very long storage lifetime compared to purified enzyme at +4°C and room temperature; which is considered a favorable feature for usage in practice.
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19
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Wang H, Zhang M, Lv Q, Yue N, Gong B. Determination of berberine and the study of fluorescence quenching mechanism between berberine and enzyme-catalyzed product. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2009; 73:682-686. [PMID: 19380247 DOI: 10.1016/j.saa.2009.03.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2008] [Revised: 03/04/2009] [Accepted: 03/18/2009] [Indexed: 05/27/2023]
Abstract
A new method for determining berberine has been established based on the principle of fluorescence quenching. The calibration curve was found to be linear between F(0)/F and the concentration of berberine with the range of 3.00-20.0 microg mL(-1). The detection limit was 0.51 microg mL(-1) and the relative standard derivative was 0.18%. Effects of pH, foreign ions and the optimization of variables on the determination of berberine have been examined. The mechanism of the fluorescence quenching has been discussed. The binding constant and the number of binding sites were 1.70x10(6) L mol(-1) and 1.14, respectively. The data, DeltaH = 42.71 kJ mol(-1), DeltaS = 264.3 J K(-1) mol(-1) and the mean value DeltaG = -39.65 kJ mol(-1) were estimated which showed that the reaction was spontaneous and endothermic. The main binding force was hydrophobic force because both DeltaH and DeltaS were positive.
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Affiliation(s)
- Huaiyou Wang
- College of Chemistry, Chemical Engineering and Materials Science, Shandong Normal University, Jinan 250014, PR China.
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20
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Zhang M, Lv Q, Yue N, Wang H. Study of fluorescence quenching mechanism between quercetin and tyrosine-H(2)O(2)-enzyme catalyzed product. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2009; 72:572-576. [PMID: 19109051 DOI: 10.1016/j.saa.2008.10.045] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2008] [Revised: 10/29/2008] [Accepted: 10/30/2008] [Indexed: 05/27/2023]
Abstract
Because of catalysis of horseradish peroxidase, the tyrosine reacted with H(2)O(2) to form the product S which was a strong fluorescence substance. To the product S, the quercetin was acted as a quencher. The fluorescence quenching mechanism was studied by the measurement of fluorescence lifetime and based on the Stern-Volmer plot. The reaction mechanism, which was the static quenching process between quercetin and product S, was studied. The binding constant, K=4.03 x 10(5) L mol(-1) and the number of binding sites n=1.09, were obtained against this reaction. The thermodynamic parameters were estimated. The data, DeltaH=-75.68 kJ mol(-1), DeltaS=-147.9JK(-1) mol(-1) and DeltaG=-29.17 kJ mol(-1) showed that the reaction was spontaneous and exothermic. What is more, both DeltaH and DeltaS were negative values indicated that van der Waals interaction and hydrogen bonding were the predominant intermolecular forces between quercetin and product S.
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Affiliation(s)
- Miao Zhang
- College of Chemistry, Chemical Engineering and Materials Science, Shandong Normal University, Jinan 250014, PR China
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21
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TNT determination based on its degradation by immobilized HRP with electrochemical sensor. Electrochem commun 2008. [DOI: 10.1016/j.elecom.2008.05.045] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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22
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Ulson de Souza SMAG, Forgiarini E, Ulson de Souza AA. Toxicity of textile dyes and their degradation by the enzyme horseradish peroxidase (HRP). JOURNAL OF HAZARDOUS MATERIALS 2007; 147:1073-8. [PMID: 17628340 DOI: 10.1016/j.jhazmat.2007.06.003] [Citation(s) in RCA: 140] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2007] [Revised: 06/01/2007] [Accepted: 06/03/2007] [Indexed: 05/16/2023]
Abstract
The enzyme peroxidase is known for its capacity to remove phenolic compounds and aromatic amines from aqueous solutions and also to decolorize textile effluents. This study evaluates the potential of the enzyme horseradish peroxidase (HRP) in the decolorization of textile dyes and effluents. Some factors such as pH and the amount of H(2)O(2) and the enzyme were evaluated in order to determine the optimum conditions for the enzyme performance. For the dyes tested, the results indicated that the decolorization of the dye Remazol Turquoise Blue G 133% was approximately 59%, and 94% for the Lanaset Blue 2R; for the textile effluent, the decolorization was 52%. The tests for toxicity towards Daphnia magna showed that there was a reduction in toxicity after the enzymatic treatment. However, the toxicity of the textile effluent showed no change towards Artemia salina after the enzyme treatment. This study verifies the viability of the use of the enzyme horseradish peroxidase in the biodegradation of textile dyes.
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Yamada K, Aoki T, Ikeda N, Hirata M, Hata Y, Higashida K, Nakamura Y. Application of chitosan solutions gelled bymelB tyrosinase to water-resistant adhesives. J Appl Polym Sci 2007. [DOI: 10.1002/app.27339] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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24
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Yamada K, Aoki T, Ikeda N, Hirata M. Application of enzymatically gelled chitosan solutions to water-resistant adhesives. J Appl Polym Sci 2007. [DOI: 10.1002/app.25833] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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