1
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Bobrin V, Chen SPR, Grandes Reyes CF, Smith T, Purcell DFJ, Armstrong J, McAuley JL, Monteiro MJ. Surface Inactivation of Highly Mutated SARS-CoV-2 Variants of Concern: Alpha, Delta, and Omicron. Biomacromolecules 2022; 23:3960-3967. [PMID: 35994316 PMCID: PMC9454278 DOI: 10.1021/acs.biomac.2c00801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 08/04/2022] [Indexed: 11/28/2022]
Abstract
Continued SARS-CoV-2 transmission among the human population has meant the evolution of the virus to produce variants of increased infectiousness and virulence, coined variants of concern (VOCs). The last wave of pandemic infections was driven predominantly by the delta VOC, but because of continued transmission and adaptive mutations, the more highly transmissible omicron variant emerged and is now dominant. However, due to waning immunity and emergence of new variants, vaccines alone cannot control the pandemic. The application of an antiviral coating to high-touch surfaces and physical barriers such as masks are an effective means to inactivate the virus and their spread. Here, we demonstrate an environmentally friendly water-borne polymer coating that can completely inactivate SARS-CoV-2 independent of the infectious variant. The polymer was designed to target the highly glycosylated spike protein on the virion surface and inactivate the virion by disruption of the viral membrane through a nano-mechanical process. Our findings show that, even with low amounts of coating on the surface (1 g/m2), inactivation of alpha, delta, and omicron VOCs and degradation of their viral genome were complete. Furthermore, our data shows that the polymer induces little to no skin sensitization in mice and is non-toxic upon oral ingestion in rats. We anticipate that our transparent polymer coating can be applied to face masks and many other surfaces to capture and inactivate the virus, aiding in the reduction of SARS-CoV-2 transmission and evolution of new variants of concern.
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Affiliation(s)
- Valentin
A. Bobrin
- Australian
Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Sung-Po R. Chen
- Australian
Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | | | - Tim Smith
- Department
of Microbiology and Immunology, The University
of Melbourne at the Peter Doherty Institute for Infection and Immunity, Melbourne 3000, Australia
| | - Damian F. J. Purcell
- Department
of Microbiology and Immunology, The University
of Melbourne at the Peter Doherty Institute for Infection and Immunity, Melbourne 3000, Australia
| | - Jason Armstrong
- Boeing
Research and Technology Australia, Level 2, Hawken building (50), Staff House Rd, Brisbane, QLD 4072, Australia
| | - Julie L. McAuley
- Department
of Microbiology and Immunology, The University
of Melbourne at the Peter Doherty Institute for Infection and Immunity, Melbourne 3000, Australia
| | - Michael J. Monteiro
- Australian
Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
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2
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Bobrin VA, Chen SP, Grandes Reyes CF, Sun B, Ng CK, Kim Y, Purcell D, Jia Z, Gu W, Armstrong JW, McAuley J, Monteiro MJ. Water-Borne Nanocoating for Rapid Inactivation of SARS-CoV-2 and Other Viruses. ACS NANO 2021; 15:14915-14927. [PMID: 34423970 PMCID: PMC8409147 DOI: 10.1021/acsnano.1c05075] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 08/17/2021] [Indexed: 05/07/2023]
Abstract
The rise in coronavirus variants has resulted in surges of the disease across the globe. The mutations in the spike protein on the surface of the virion membrane not only allow for greater transmission but also raise concerns about vaccine effectiveness. Preventing the spread of SARS-CoV-2, its variants, and other viruses from person to person via airborne or surface transmission requires effective inactivation of the virus. Here, we report a water-borne spray-on coating for the complete inactivation of viral particles and degradation of their RNA. Our nanoworms efficiently bind and, through subsequent large nanoscale conformational changes, rupture the viral membrane and subsequently bind and degrade its RNA. Our coating completely inactivated SARS-CoV-2 (VIC01) and an evolved SARS-CoV-2 variant of concern (B.1.1.7 (alpha)), influenza A, and a surrogate capsid pseudovirus expressing the influenza A virus attachment glycoprotein, hemagglutinin. The polygalactose functionality on the nanoworms targets the conserved S2 subunit on the SARS-CoV-2 virion surface spike glycoprotein for stronger binding, and the additional attachment of guanidine groups catalyze the degradation of its RNA genome. Coating surgical masks with our nanoworms resulted in complete inactivation of VIC01 and B.1.1.7, providing a powerful control measure for SARS-CoV-2 and its variants. Inactivation was further observed for the influenza A and an AAV-HA capsid pseudovirus, providing broad viral inactivation when using the nanoworm system. The technology described here represents an environmentally friendly coating with a proposed nanomechanical mechanism for inactivation of both enveloped and capsid viruses. The functional nanoworms can be easily modified to target viruses in future pandemics, and is compatible with large scale manufacturing processes.
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Affiliation(s)
- Valentin A. Bobrin
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Sung-Po Chen
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Carlos Fitzgerald Grandes Reyes
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Bing Sun
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Chun Ki Ng
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Youry Kim
- Department of Microbiology and Immunology,
The University of Melbourne at the Peter Doherty Institute for Infection
and Immunity, Melbourne 3000, Victoria, Australia
| | - Damian Purcell
- Department of Microbiology and Immunology,
The University of Melbourne at the Peter Doherty Institute for Infection
and Immunity, Melbourne 3000, Victoria, Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Wenyi Gu
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
| | - Jason W. Armstrong
- Boeing Research and Technology
Australia, Level 2, Hawken Building (50), Staff House Road, Brisbane,
Queensland 4072, Australia
| | - Julie McAuley
- Department of Microbiology and Immunology,
The University of Melbourne at the Peter Doherty Institute for Infection
and Immunity, Melbourne 3000, Victoria, Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering and
Nanotechnology, The University of Queensland, Brisbane,
Queensland 4072, Australia
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3
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Qiu J, Chen Z, Chi M, Xia Y. Swelling-Induced Symmetry Breaking: A Versatile Approach to the Scalable Production of Colloidal Particles with a Janus Structure. Angew Chem Int Ed Engl 2021; 60:12980-12984. [PMID: 33822452 DOI: 10.1002/anie.202102164] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 03/19/2021] [Indexed: 11/08/2022]
Abstract
Janus particles are widely sought for applications related to colloidal assembly, stabilization of emulsions, and development of active colloids, among others. Here we report a versatile route to the fabrication of well-controlled Janus particles by simply breaking the symmetry of spherical particles with swelling. When a polystyrene (PS) sphere covered by a rigid shell made of silica or polydopamine is exposed to a good solvent for PS, a gradually increased pressure will be created inside the shell. If the pressure becomes high enough to poke a hole in the shell, the spherical symmetry will break while pushing out the swollen PS through the opening to generate a Janus particle comprised of two distinct components. One of the components is made of PS and its size is controlled by the extent of swelling. The other component is comprised of the rigid shell and remaining PS, with its overall diameter determined by the original PS sphere and the rigid shell. This solution-based route holds promises for the scalable production of complex Janus particles with a variety of compositions and in large quantities.
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Affiliation(s)
- Jichuan Qiu
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, 30332, USA
| | - Zitao Chen
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, 30332, USA
| | - Miaofang Chi
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee, 37831, USA
| | - Younan Xia
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, 30332, USA.,School of Chemistry and Biochemistry, School of Chemical and Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia, 30332, USA
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4
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Qiu J, Chen Z, Chi M, Xia Y. Swelling‐Induced Symmetry Breaking: A Versatile Approach to the Scalable Production of Colloidal Particles with a Janus Structure. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202102164] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Jichuan Qiu
- The Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology and Emory University Atlanta Georgia 30332 USA
| | - Zitao Chen
- The Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology and Emory University Atlanta Georgia 30332 USA
| | - Miaofang Chi
- Center for Nanophase Materials Sciences Oak Ridge National Laboratory Oak Ridge Tennessee 37831 USA
| | - Younan Xia
- The Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology and Emory University Atlanta Georgia 30332 USA
- School of Chemistry and Biochemistry School of Chemical and Biomolecular Engineering Georgia Institute of Technology Atlanta Georgia 30332 USA
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5
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Grandes Reyes CF, Chen SPR, Bobrin VA, Jia Z, Monteiro MJ. Temperature-Induced Formation of Uniform Polymer Nanocubes Directly in Water. Biomacromolecules 2020; 21:1700-1708. [PMID: 31914312 DOI: 10.1021/acs.biomac.9b01637] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Conventional self-assembly methods of block copolymers in cosolvents (i.e., usually water and organic solvents) has yet to produce a pure and monodisperse population of nanocubes. The requirement to assemble a nanocube is for the second block to have a high molecular weight. However, such high molecular weight block copolymers usually result in the formation of kinetically trapped nanostructures even with the addition of organic cosolvents. Here, we demonstrate the rapid production of well-defined polymer nanocubes directly in water by utilizing the thermoresponsive nature of the second block (with 263 monomer units), in which the block copolymer was fully water-soluble below its lower critical solution temperature (LCST) and would produce a pure population of nanocubes when heated above this temperature. Incorporating a pH-responsive monomer in the second block allowed us to control the size of the nanocubes in water with pH and the LCST of the block copolymer. We then used the temperature and pH responsiveness to create an adaptive system that changes morphology when using a unique fuel. This fuel (H2O2 + MnO2) is highly exothermic, and the solution pH increases with the consumption of H2O2. Initially, a nonequilibrium spherical nanostructure formed, which transformed over time into nanocubes, and by controlling the exotherm of the reaction, we controlled the time for this transformation. This block copolymer and the water-only method of self-assembly have provided some insights into designing biomimetic systems that can readily adapt to the environmental conditions.
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Affiliation(s)
| | - Sung-Po R Chen
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Valentin A Bobrin
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Michael J Monteiro
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
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6
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Bobrin VA, Lin Y, He J, Qi Y, Gu W, Monteiro MJ. Therapeutic Delivery of Polymeric Tadpole Nanostructures with High Selectivity to Triple Negative Breast Cancer Cells. Biomacromolecules 2020; 21:4457-4468. [PMID: 32212644 DOI: 10.1021/acs.biomac.0c00302] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Targeted delivery of therapeutic drugs using nanoparticles to the highly aggressive triple negative breast cancer cells has the potential to reduce side effects and drug resistance. Cell entry into triple negative cells can be enhanced by incorporating cell binding receptor molecules on the surface of the nanoparticles to enhance receptor-mediated entry pathways, including clatherin or caveolae endocytosis. However, for highly aggressive cancer cells, these pathways may not be effective, with the more rapid and high volume uptake from macropinocytosis or phagocytosis being significantly more advantageous. Here we show, in the absence of attached cell binding receptor molecules, that asymmetric polymer tadpole nanostructure coated with a thermoresponsive poly(N-isopropylacrylamide) polymer with approximately 50% of this polymer in a globular conformation resulted in both high selectivity and rapid uptake into the triple breast cancer cell line MDA-MB-231. We found that the poly(N-isopropylacrylamide) surface coating in combination with the tadpole's unique shape had an almost 15-fold increase in cell uptake compared to spherical particles with the same polymer coating, and that the mode of entry was most likely through phagocytosis. Delivery of the tadpole attached with doxorubicin (a prodrug, which can be released at pHs < 6) showed a remarkable 10-fold decrease in the IC50 compared to free doxorubicin. It was further observed that cell death was primarily through late apoptosis, which may allow further protection from the body's own immune system. Our results demonstrate that by tuning the chemical composition, polymer conformation and using an asymmetric-shaped nanoparticle, both selectivity and effective delivery and release of therapeutics can be achieved, and such insights will allow the design of nanoparticles for optimal cancer outcomes.
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Affiliation(s)
- Valentin A Bobrin
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Yanling Lin
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Jianwei He
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia.,Department of Clinical Lab Diagnosis, First Affiliated Hospital of Shihezi University School of Medicine, Shihezhi University, Xinjiang, China
| | - Yan Qi
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia.,Department of Pathology and Key Laboratory for Xinjiang Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezhi University, Xinjiang, China
| | - Wenyi Gu
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Michael J Monteiro
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
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7
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Chen SPR, Jia Z, Bobrin VA, Monteiro MJ. UV-Cross-Linked Polymer Nanostructures with Preserved Asymmetry and Surface Functionality. Biomacromolecules 2019; 21:133-142. [DOI: 10.1021/acs.biomac.9b01088] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Sung-Po R. Chen
- Australian Institute for Bioengineering
and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering
and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Valentin A. Bobrin
- Australian Institute for Bioengineering
and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering
and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
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8
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Tran NTD, Jia Z, Monteiro MJ. Programmable Disassembly of Polymer Nanoparticles through Surfactant Interactions. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b01991] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Nguyen T. D. Tran
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, Queensland 4072, Australia
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9
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Kessel S, Thakar N, Jia Z, Wolvetang EJ, Monteiro MJ. GRGD‐decorated three‐dimensional nanoworm hydrogels for culturing human embryonic stem cells. ACTA ACUST UNITED AC 2019. [DOI: 10.1002/pola.29342] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- Stefanie Kessel
- Australian Institute for Bioengineering and NanotechnologyThe University of Queensland Brisbane 4072 Queensland Australia
| | - Nilay Thakar
- Australian Institute for Bioengineering and NanotechnologyThe University of Queensland Brisbane 4072 Queensland Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering and NanotechnologyThe University of Queensland Brisbane 4072 Queensland Australia
| | - Ernst J. Wolvetang
- Australian Institute for Bioengineering and NanotechnologyThe University of Queensland Brisbane 4072 Queensland Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering and NanotechnologyThe University of Queensland Brisbane 4072 Queensland Australia
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10
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Bobrin VA, Chen SPR, Jia Z, Monteiro MJ. Uniform Symmetric and Asymmetric Polymer Nanostructures via Directed Chain Organization. Biomacromolecules 2018; 19:4703-4709. [DOI: 10.1021/acs.biomac.8b01558] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- Valentin A. Bobrin
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane QLD 4072, Australia
| | - Sung-Po R. Chen
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane QLD 4072, Australia
| | - Zhongfan Jia
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane QLD 4072, Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane QLD 4072, Australia
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11
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Gu W, Bobrin VA, Chen SPR, Wang Z, Schoning JP, Gu Y, Chen W, Chen M, Jia Z, Monteiro MJ. Biodistribution of PNIPAM-Coated Nanostructures Synthesized by the TDMT Method. Biomacromolecules 2018; 20:625-634. [DOI: 10.1021/acs.biomac.8b01196] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Wenyi Gu
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Valentin A. Bobrin
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Sung-Po R. Chen
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Zhao Wang
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Jennifer P. Schoning
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Yushu Gu
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Weiyu Chen
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Mingshui Chen
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
- Laboratory of Immuno-Oncology, Department of Medical Oncology, Fujian Provincial Cancer Hospital and Institute, Fuzhou 350014, China
- Fujian Provincial Key Laboratory of Translational Cancer Medicine, Fuzhou 350014, China
| | - Zhongfan Jia
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
| | - Michael J. Monteiro
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane Queensland 4072, Australia
- School of Chemical and Molecular Biosciences, The University of Queensland, Brisbane, Queensland 4072, Australia
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12
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Yang Z, Chen S, Fu K, Liu X, Li F, Du Y, Zhou P, Cheng Z. Highly efficient adsorbent for organic dyes based on a temperature- and pH-responsive multiblock polymer. J Appl Polym Sci 2018. [DOI: 10.1002/app.46626] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Zhenglong Yang
- Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, College of Transportation Engineering; Tongji University; Shanghai 201804 China
- Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, School of Materials Science and Engineering; Tongji University; Shanghai 201804 China
| | - Sai Chen
- Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, College of Transportation Engineering; Tongji University; Shanghai 201804 China
- Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, School of Materials Science and Engineering; Tongji University; Shanghai 201804 China
| | - Kangyu Fu
- Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, College of Transportation Engineering; Tongji University; Shanghai 201804 China
- Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, School of Materials Science and Engineering; Tongji University; Shanghai 201804 China
| | - Xinyan Liu
- Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, College of Transportation Engineering; Tongji University; Shanghai 201804 China
- Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, School of Materials Science and Engineering; Tongji University; Shanghai 201804 China
| | - Feng Li
- School of Transportation Science and Engineering; Beihang University; 37 Xueyuan Road Haidian District Beijing 100191 China
| | - Yuchuan Du
- Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Key Laboratory of Advanced Civil Engineering Materials of the Ministry of Education, College of Transportation Engineering; Tongji University; Shanghai 201804 China
| | - Peiting Zhou
- Broadvision Engineering Consultants, National Engineering Laboratory for Land Transport Meteorological Disaster Control Technology; Kunming 650041 China
| | - Zhihao Cheng
- Broadvision Engineering Consultants, National Engineering Laboratory for Land Transport Meteorological Disaster Control Technology; Kunming 650041 China
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