1
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Xia L, Hao Z, Vemuri B, Zhao S, Gadhamshetty V, Kilduff JE. Improving antifouling properties of poly (ether sulfone) UF membranes with hydrophilic coatings of dopamine and poly(2-dimethylamino) ethyl methacrylate salt to enable water reuse. Sep Purif Technol 2022. [DOI: 10.1016/j.seppur.2021.120300] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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2
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Tyrka M, Nowak M, Misic D, Półbrat T, Koter S, Trusek A, Zizovic I. Cellulose Acetate Membranes Modification by Aminosilane Grafting in Supercritical Carbon Dioxide towards Antibiofilm Properties. MEMBRANES 2021; 12:33. [PMID: 35054559 PMCID: PMC8781017 DOI: 10.3390/membranes12010033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 12/17/2021] [Accepted: 12/22/2021] [Indexed: 11/16/2022]
Abstract
The study explores the grafting of cellulose acetate microfiltration membranes with an aminosilane to attain antibiofilm properties. The grafting reaction was performed in the supercritical carbon dioxide used as a transport and reaction medium. The FTIR analyses and dissolution tests confirmed the covalent bonding between the aminosilane and polymer. The membranes' microstructure was investigated using a dual-beam SEM and ion microscopy, and no adverse effects of the processing were found. The modified membranes showed a more hydrophilic nature and larger water permeate flow rate than the neat cellulose acetate membranes. The tests in a cross-filtration unit showed that modified membranes were considerably less blocked after a week of exposure to Staphylococcus aureus and Escherichia coli than the original ones. Microbiological investigations revealed strong antibiofilm properties of the grafted membranes in experiments with Staphylococcus aureus, Listeria monocytogenes, Escherichia coli, and Salmonella Enteritidis.
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Affiliation(s)
- Marcin Tyrka
- Department of Bioprocess, Micro and Nano Engineering, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (M.T.); (M.N.); (A.T.)
| | - Mariusz Nowak
- Department of Bioprocess, Micro and Nano Engineering, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (M.T.); (M.N.); (A.T.)
| | - Dusan Misic
- Department of Functional Foods Development, Wroclaw University of Environmental and Life Sciences, Chelmonskiego Street 37, 51-630 Wroclaw, Poland; (D.M.); (T.P.)
| | - Tomasz Półbrat
- Department of Functional Foods Development, Wroclaw University of Environmental and Life Sciences, Chelmonskiego Street 37, 51-630 Wroclaw, Poland; (D.M.); (T.P.)
| | - Stanisław Koter
- Department of Physical Chemistry and Physicochemistry of Polymers, Nicolaus Copernicus University in Torun, Gagarina 11 Street, 87-100 Torun, Poland;
| | - Anna Trusek
- Department of Bioprocess, Micro and Nano Engineering, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (M.T.); (M.N.); (A.T.)
| | - Irena Zizovic
- Department of Bioprocess, Micro and Nano Engineering, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (M.T.); (M.N.); (A.T.)
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3
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Chen Z, Liao M, Zhang L, Zhou J. Molecular simulations on the hydration and underwater oleophobicity of zwitterionic self‐assembled monolayers. AIChE J 2020. [DOI: 10.1002/aic.17103] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Zheng Chen
- School of Chemistry and Chemical Engineering, Guangdong Provincial Key Laboratory for Green Chemical Product Technology South China University of Technology Guangzhou China
| | - Mingrui Liao
- School of Chemistry and Chemical Engineering, Guangdong Provincial Key Laboratory for Green Chemical Product Technology South China University of Technology Guangzhou China
| | - Lizhi Zhang
- School of Chemistry and Chemical Engineering, Guangdong Provincial Key Laboratory for Green Chemical Product Technology South China University of Technology Guangzhou China
| | - Jian Zhou
- School of Chemistry and Chemical Engineering, Guangdong Provincial Key Laboratory for Green Chemical Product Technology South China University of Technology Guangzhou China
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4
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Chew JW, Kilduff J, Belfort G. The behavior of suspensions and macromolecular solutions in crossflow microfiltration: An update. J Memb Sci 2020. [DOI: 10.1016/j.memsci.2020.117865] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
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5
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Microscale parallel-structured, cross-flow filtration system for evaluation and optimization of the filtration performance of hollow-fiber membranes. Sep Purif Technol 2019. [DOI: 10.1016/j.seppur.2018.12.067] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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6
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Kazemi AS, Larocque MJ, Latulippe DR. Microscale filtration via a multi-modal microfluidic flow control system. SEP SCI TECHNOL 2018. [DOI: 10.1080/01496395.2018.1483949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Amir S. Kazemi
- Department of Chemical Engineering, McMaster University, Hamilton, Canada
| | | | - David R. Latulippe
- Department of Chemical Engineering, McMaster University, Hamilton, Canada
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7
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Lee XJ, Show PL, Katsuda T, Chen WH, Chang JS. Surface grafting techniques on the improvement of membrane bioreactor: State-of-the-art advances. BIORESOURCE TECHNOLOGY 2018; 269:489-502. [PMID: 30172460 DOI: 10.1016/j.biortech.2018.08.090] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Revised: 08/17/2018] [Accepted: 08/20/2018] [Indexed: 05/26/2023]
Abstract
Membrane bioreactor (MBR) is regarded as the state-of-the-art technology in separation processes. Surface modification techniques play a critical role in improving the conventional membrane system which is mostly hydrophobic in nature. The hydrophobic nature of membranes is known to cause fouling, resulting in high maintenance costs and shorter lifespan of MBR. Thus, surface grafting aims to improve the hydrophilicity of bio-based membrane systems. This review describes the major surface grafting techniques currently used in membranes, including photo induced grafting, plasma treatment and plasma induced grafting, radiation induced grafting, thermal induced grafting and ozone induced grafting. The advantages and disadvantages of each method is discussed along with their parametric studies. The potential applications of MBR are very promising, but some integral membrane properties could be a major challenge that hinders its wider reach. The fouling issue could be resolved with the surface grafting techniques to achieve better performance of MBRs.
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Affiliation(s)
- Xin Jiat Lee
- Department of Chemical and Environmental Engineering, The University of Nottingham Malaysia Campus, Jalan Broga, 43500 Semenyih, Selangor, Malaysia
| | - Pau Loke Show
- Department of Chemical and Environmental Engineering, The University of Nottingham Malaysia Campus, Jalan Broga, 43500 Semenyih, Selangor, Malaysia
| | - Tomohisa Katsuda
- Department of Chemical Science and Engineering, Graduate School of Engineering, Kobe University, 1-1 Rokkodai, Nada, Kobe 657-8501, Japan
| | - Wei-Hsin Chen
- Department of Aeronautics and Astronautics, National Cheng Kung University, Tainan 701, Taiwan; Research Center for Energy Technology and Strategy, National Cheng Kung University, Tainan 701, Taiwan
| | - Jo-Shu Chang
- Research Center for Energy Technology and Strategy, National Cheng Kung University, Tainan 701, Taiwan; Department of Chemical Engineering, National Cheng Kung University, Tainan, Taiwan; Research Center for Circular Economy, National Cheng Kung University, Tainan 701, Taiwan.
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8
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Kazemi AS, Boivin L, Mi Yoo S, Ghosh R, Latulippe DR. Elucidation of filtration performance of hollow-fiber membranes via a high-throughput screening platform. J Memb Sci 2017. [DOI: 10.1016/j.memsci.2017.03.042] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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9
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Shrestha N, Chilkoor G, Xia L, Alvarado C, Kilduff JE, Keating JJ, Belfort G, Gadhamshetty V. Integrated membrane and microbial fuel cell technologies for enabling energy-efficient effluent Re-use in power plants. WATER RESEARCH 2017; 117:37-48. [PMID: 28388506 DOI: 10.1016/j.watres.2017.03.044] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 03/01/2017] [Accepted: 03/19/2017] [Indexed: 06/07/2023]
Abstract
Municipal wastewater is an attractive alternative to freshwater sources to meet the cooling water needs of thermal power plants. Here we offer an energy-efficient integrated microbial fuel cell (MFC)/ultrafiltration (UF) process to purify primary clarifier effluent from a municipal wastewater treatment plant for use as cooling water. The microbial fuel cell was shown to significantly reduce chemical oxygen demand (COD) in the primary settled wastewater effluent upstream of the UF module, while eliminating the energy demand required to deliver dissolved oxygen in conventional aerobic treatment. We investigated surface modification of the UF membranes to control fouling. Two promising hydrophilic monomers were identified in a high-throughput search: zwitterion (2-(Methacryloyloxy)-ethyl-dimethyl-(3-sulfopropyl ammoniumhydroxide, abbreviated BET SO3-), and amine (2-(Methacryloyloxy) ethyl trimethylammonium chloride, abbreviated N(CH3)3+). Monomers were grafted using UV-induced polymerization on commercial poly (ether sulfone) membranes. Filtration of MFC effluent by membranes modified with BET SO3- and N(CH3)3+ exhibited a lower rate of resistance increase and lower energy consumption than the commercially available membrane. The MFC/UF process produced high quality cooling water that meets the Electrical Power Research Institute (EPRI) recommendations for COD, a suite of metals (Fe, Al, Cu, Zn, Si, Mn, S, Ca and Mg), and offered extremely low corrosion rates (<0.05 mm/yr). A series of AC and DC diagnostic tests were used to evaluate the MFC performance.
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Affiliation(s)
- Namita Shrestha
- Civil and Environmental Engineering, South Dakota School of Mines and Technology, 501 E Saint Joseph Blvd, Rapid City, SD 57701, USA
| | - Govinda Chilkoor
- Civil and Environmental Engineering, South Dakota School of Mines and Technology, 501 E Saint Joseph Blvd, Rapid City, SD 57701, USA
| | - Lichao Xia
- Civil and Environmental Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY, 12180, USA
| | - Catalina Alvarado
- Civil and Environmental Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY, 12180, USA
| | - James E Kilduff
- Civil and Environmental Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY, 12180, USA.
| | - John J Keating
- Howard P. Isermann Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY, 12180, USA
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY, 12180, USA
| | - Venkataramana Gadhamshetty
- Civil and Environmental Engineering, South Dakota School of Mines and Technology, 501 E Saint Joseph Blvd, Rapid City, SD 57701, USA; Surface Engineering Research Center, South Dakota School of Mines and Technology, 501 E Saint Joseph Blvd, Rapid City, SD 57701, USA.
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10
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Tian Y, Zonca MR, Imbrogno J, Unser AM, Sfakis L, Temple S, Belfort G, Xie Y. Polarized, Cobblestone, Human Retinal Pigment Epithelial Cell Maturation on a Synthetic PEG Matrix. ACS Biomater Sci Eng 2017; 3:890-902. [PMID: 33429561 DOI: 10.1021/acsbiomaterials.6b00757] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Cell attachment is essential for the growth and polarization of retinal pigment epithelial (RPE) cells. Currently, surface coatings derived from biological proteins are used as the gold standard for cell culture. However, downstream processing and purification of these biological products can be cumbersome and expensive. In this study, we constructed a library of chemically modified nanofibers to mimic the Bruch's membrane of the retinal pigment epithelium. Using atmospheric-pressure plasma-induced graft polymerization with a high-throughput screening platform to modify the nanofibers, we identified three polyethylene glycol (PEG)-grafted nanofiber surfaces (PEG methyl ether methacrylate, n = 4, 8, and 45) from a library of 62 different surfaces as favorable for RPE cell attachment, proliferation, and maturation in vitro with cobblestone morphology. Compared with the biologically derived culture matrices such as vitronectin-based peptide Synthemax, our newly discovered synthetic PEG surfaces exhibit similar growth and polarization of retinal pigment epithelial (RPE) cells. However, they are chemically defined, are easy to synthesize on a large scale, are cost-effective, are stable with long-term storage capability, and provide a more physiologically accurate environment for RPE cell culture. To our knowledge, no one has reported that PEG derivatives directly support attachment and growth of RPE cells with cobblestone morphology. This study offers a unique PEG-modified 3D cell culture system that supports RPE proliferation, differentiation, and maturation with cobblestone morphology, providing a new avenue for RPE cell culture, disease modeling, and cell replacement therapy.
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Affiliation(s)
- Yangzi Tian
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, 257 Fuller Road, Albany, New York 12203, United States
| | - Michael R Zonca
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, 257 Fuller Road, Albany, New York 12203, United States
| | - Joseph Imbrogno
- Howard P. Isermann Department of Chemical and Biological Engineering and Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute (RPI), Troy, New York 12180, United States
| | - Andrea M Unser
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, 257 Fuller Road, Albany, New York 12203, United States
| | - Lauren Sfakis
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, 257 Fuller Road, Albany, New York 12203, United States
| | - Sally Temple
- Neural Stem Cell Institute, One Discovery Drive, Rensselaer, New York 12144, United States
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering and Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute (RPI), Troy, New York 12180, United States
| | - Yubing Xie
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, 257 Fuller Road, Albany, New York 12203, United States
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11
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Miller DJ, Dreyer DR, Bielawski CW, Paul DR, Freeman BD. Surface Modification of Water Purification Membranes. Angew Chem Int Ed Engl 2017; 56:4662-4711. [DOI: 10.1002/anie.201601509] [Citation(s) in RCA: 441] [Impact Index Per Article: 63.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2016] [Indexed: 12/17/2022]
Affiliation(s)
- Daniel J. Miller
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas at Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
- Joint Center for Artificial Photosynthesis Lawrence Berkeley National Laboratory 1 Cyclotron Road, 30-210C Berkeley CA 94702 USA
| | - Daniel R. Dreyer
- Nalco Champion 3200 Southwest Freeway, Ste. 2700 Houston TX 77027 USA
| | - Christopher W. Bielawski
- Center for Multidimensional Carbon Materials (CMCM) Institute for Basic Science (IBS), Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Republic of Korea
- Department of Chemistry and Department of Energy Engineering Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Republic of Korea
| | - Donald R. Paul
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas at Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
| | - Benny D. Freeman
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas at Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
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12
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Miller DJ, Dreyer DR, Bielawski CW, Paul DR, Freeman BD. Oberflächenmodifizierung von Wasseraufbereitungsmembranen. Angew Chem Int Ed Engl 2017. [DOI: 10.1002/ange.201601509] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Daniel J. Miller
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas, Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
- Joint Center for Artificial Photosynthesis Lawrence Berkeley National Laboratory 1 Cyclotron Road, 30-210C Berkeley CA 94702 USA
| | - Daniel R. Dreyer
- Nalco Champion 3200 Southwest Freeway, Ste. 2700 Houston TX 77027 USA
| | - Christopher W. Bielawski
- Center for Multidimensional Carbon Materials (CMCM) Institute for Basic Science (IBS), Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Republik Korea
- Department of Chemistry and Department of Energy Engineering Ulsan National Institute of Science and Technology (UNIST) Ulsan 44919 Republik Korea
| | - Donald R. Paul
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas, Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
| | - Benny D. Freeman
- McKetta Department of Chemical Engineering and Texas Materials Institute, Center for Energy and Environmental Resources The University of Texas, Austin 10100 Burnet Road, Building 133 Austin TX 78758 USA
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13
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Barrett A, Imbrogno J, Belfort G, Petersen PB. Phosphate Ions Affect the Water Structure at Functionalized Membrane Surfaces. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2016; 32:9074-9082. [PMID: 27506305 DOI: 10.1021/acs.langmuir.6b01936] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Antifouling surfaces improve function, efficiency, and safety in products such as water filtration membranes, marine vehicle coatings, and medical implants by resisting protein and biofilm adhesion. Understanding the role of water structure at these materials in preventing protein adhesion and biofilm formation is critical to designing more effective coatings. Such fouling experiments are typically performed under biological conditions using isotonic aqueous buffers. Previous studies have explored the structure of pure water at a few different antifouling surfaces, but the effect of electrolytes and ionic strength (I) on the water structure at antifouling surfaces is not well studied. Here sum frequency generation (SFG) spectroscopy is used to characterize the interfacial water structure at poly(ether sulfone) (PES) and two surface-modified PES films in contact with 0.01 M phosphate buffer with high and low salt (Ionic strength, I= 0.166 and 0.025 M, respectively). Unmodified PES, commonly used as a filtration membrane, and modified PES with a hydrophobic alkane (C18) and with a poly(ethylene glycol) (PEG) were used. In the low ionic strength phosphate buffer, water was strongly ordered near the surface of the PEG-modified PES film due to exclusion of phosphate ions and the creation of a surface potential resulting from charge separation between phosphate anions and sodium cations. However, in the high ionic strength phosphate buffer, the sodium and potassium chloride (138 and 3 mM, respectively) in the phosphate buffered saline screened this charge and substantially reduced water ordering. A much smaller water ordering and subsequent reduction upon salt addition was observed for the C18-modified PES, and little water structure change was seen for the unmodified PES. The large difference in water structuring with increasing ionic strength between widely used phosphate buffer and phosphate buffered saline at the PEG interface demonstrates the importance of studying antifouling coatings in the same aqueous environment for which they are designed. These results further suggest that strong long-range water structuring is limited in high ionic strength environments, such as within cells, facilitating chemical and biological reactions and processes.
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Affiliation(s)
- Aliyah Barrett
- Chemistry and Chemical Biology, Cornell University , Ithaca, New York 14850, United States
| | - Joseph Imbrogno
- Howard P. Isermann Department of Chemical and Biological Engineering and the Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering and the Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
| | - Poul B Petersen
- Chemistry and Chemical Biology, Cornell University , Ithaca, New York 14850, United States
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14
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Zwitterionic functionalized layered double hydroxides nanosheets for a novel charged mosaic membrane with high salt permeability. J Memb Sci 2016. [DOI: 10.1016/j.memsci.2016.03.016] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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15
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Marbelia L, Bilad MR, Piassecka A, Jishna PS, Naik PV, Vankelecom IF. Study of PVDF asymmetric membranes in a high-throughput membrane bioreactor (HT-MBR): Influence of phase inversion parameters and filtration performance. Sep Purif Technol 2016. [DOI: 10.1016/j.seppur.2016.02.008] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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16
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Kazemi AS, Kawka K, Latulippe DR. Optimization of biomolecule separation by combining microscale filtration and design-of-experiment methods. Biotechnol Bioeng 2016; 113:2131-9. [PMID: 27563852 DOI: 10.1002/bit.25975] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2015] [Revised: 01/25/2016] [Accepted: 03/04/2016] [Indexed: 11/10/2022]
Affiliation(s)
- Amir S. Kazemi
- Department of Chemical Engineering; McMaster University; 1280 Main Street West Hamilton Ontario L8S 4L7 Canada
| | - Karina Kawka
- Department of Chemical Engineering; McMaster University; 1280 Main Street West Hamilton Ontario L8S 4L7 Canada
| | - David R. Latulippe
- Department of Chemical Engineering; McMaster University; 1280 Main Street West Hamilton Ontario L8S 4L7 Canada
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17
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Imbrogno J, Williams MD, Belfort G. A new combinatorial method for synthesizing, screening, and discovering antifouling surface chemistries. ACS APPLIED MATERIALS & INTERFACES 2015; 7:2385-2392. [PMID: 25569191 DOI: 10.1021/am508943u] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
A set of diverse monomers were synthesized using combinatorial chemistry and tested using our unique high-throughput screening platform. The versatility of our platform is exemplified by possible applications in reducing biological fouling on ship hulls, filtration membranes, and surgical instruments, to name a few. To demonstrate its efficacy, the novel monomers were graft-polymerized onto light sensitive poly(ether sulfone) (PES) membranes via atmospheric-pressure plasma polymerization. A diverse library was synthesized by reacting a common vinyl ester linker with a library of maleimides containing various different functional groups. This allowed us to produce a library of many different surfaces and graft them all using the same linker chemistry. The modified surfaces were then tested and screened for the best antiprotein adsorption (nonfouling) properties. Membranes, functionalized with carboxylic acid, zwitterionic, and ester groups, had the lowest protein adhesion compared with that of an unmodified control PES membrane after a static fouling test. After dynamic fouling, these same functionalities as well as a hydroxyl group exhibited the highest permeability. These monomers performed better than our best previously synthesized amide monomers as well as our best poly(ethylene glycol) monomers, which are known to have very high protein resistance. Hansen solubility parameters qualitatively predicted which monomers performed best, indicating favorable interactions with water molecules.
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Affiliation(s)
- Joseph Imbrogno
- Howard P. Isermann Department of Chemical and Biological Engineering and The Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
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18
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Li Q, Imbrogno J, Belfort G, Wang XL. Making polymeric membranes antifouling via “grafting from” polymerization of zwitterions. J Appl Polym Sci 2014. [DOI: 10.1002/app.41781] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Qian Li
- Department of Chemical Engineering; Beijing Key Laboratory of Membrane Materials and Engineering, Tsinghua University; Beijing People's Republic of China
| | - Joseph Imbrogno
- The Howard P. Isermann Department of Chemical and Biological Engineering and The Center of Biotechnology and Interdisciplinary Studies; Rensselaer Polytechnic Institute; New York 12180-3590
| | - Georges Belfort
- The Howard P. Isermann Department of Chemical and Biological Engineering and The Center of Biotechnology and Interdisciplinary Studies; Rensselaer Polytechnic Institute; New York 12180-3590
| | - Xiao-Lin Wang
- Department of Chemical Engineering; Beijing Key Laboratory of Membrane Materials and Engineering, Tsinghua University; Beijing People's Republic of China
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19
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Kazemi AS, Latulippe DR. Stirred well filtration (SWF) – A high-throughput technique for downstream bio-processing. J Memb Sci 2014. [DOI: 10.1016/j.memsci.2014.07.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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20
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Liu J, Shen X, Zhao Y, Chen L. Acryloylmorpholine-Grafted PVDF Membrane with Improved Protein Fouling Resistance. Ind Eng Chem Res 2013. [DOI: 10.1021/ie403456n] [Citation(s) in RCA: 93] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Jie Liu
- State Key Laboratory
of Hollow
Fiber Membrane Materials and Processes, School of Materials Science
and Engineering, Tianjin Polytechnic University, Tianjin 300387, China
| | - Xiang Shen
- State Key Laboratory
of Hollow
Fiber Membrane Materials and Processes, School of Materials Science
and Engineering, Tianjin Polytechnic University, Tianjin 300387, China
| | - Yiping Zhao
- State Key Laboratory
of Hollow
Fiber Membrane Materials and Processes, School of Materials Science
and Engineering, Tianjin Polytechnic University, Tianjin 300387, China
| | - Li Chen
- State Key Laboratory
of Hollow
Fiber Membrane Materials and Processes, School of Materials Science
and Engineering, Tianjin Polytechnic University, Tianjin 300387, China
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21
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Zonca MR, Yune PS, Williams JK, Gu M, Unser AM, Imbrogno J, Belfort G, Xie Y. Enhanced stem cell pluripotency in surface-modified electrospun fibrous matrices. Macromol Biosci 2013; 14:215-24. [PMID: 24105973 DOI: 10.1002/mabi.201300252] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2013] [Revised: 08/08/2013] [Indexed: 12/27/2022]
Abstract
A previously screened "hit chemistry" (N-[3-(dimethylamino)propyl] methacrylamide) that supports strong attachment and long-term self-renewal of ES cells is selected and grafted to poly(ether sulfone) (PES) fibrous matrices through plasma-induced graft polymerization. The 3D modified fibers exhibit higher cell proliferation and greater expression of pluripotency markers of mouse ES cells than 2D membranes. It is the first demonstration of scaling up an optimal synthetic surface chemistry in 2D using a high throughput synthesis, screening, and selection method to 3D that strongly influences pluripotent stem cell growth.
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Affiliation(s)
- Michael R Zonca
- College of Nanoscale Science and Engineering, University at Albany, State University of New York, 257 Fuller Road, Albany, NY 12203, USA
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22
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Gu M, Vegas AJ, Anderson DG, Langer RS, Kilduff JE, Belfort G. Combinatorial synthesis with high throughput discovery of protein-resistant membrane surfaces. Biomaterials 2013; 34:6133-8. [PMID: 23706542 PMCID: PMC3957435 DOI: 10.1016/j.biomaterials.2013.04.051] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2013] [Accepted: 04/24/2013] [Indexed: 11/21/2022]
Abstract
Using combinatorial methods, we synthesized a series of new vinyl amide monomers and graft-polymerized them to light-sensitive poly(ether sulfone) (PES) porous films for protein resistance. To increase the discovery rate and statistical confidence, we developed high throughput surface modification methods (HTP) that allow synthesis, screening and selection of desirable monomers from a large library in a relatively short time (days). A series of amide monomers were synthesized by amidation of methacryloyl chloride with amines and grafted onto commercial poly(ether sulfone) (PES) membranes using irradiation from atmospheric pressure plasma (APP). The modified PES membrane surfaces were then tested and screened for static protein adhesion using HTP. Hydroxyl amide monomers N-(3-hydroxypropyl)methacrylamide (A3), N-(4-hydroxybutyl)methacrylamide (A4), and N-(4-hydroxybutyl)methacrylamide (A6), ethylene glycol (EG) monomer N-(3-methoxypropyl)methacrylamide (A7), and N-(2-(dimethylamino)ethyl)-N-methylmethacrylamide (A8), and N-(2-(diethylamino)ethyl)-N-methylmethacrylamide (A9) all terminated with tertiary amines and were shown to have protein resistance. The PES membranes modified with these monomers exhibited both low protein adhesion (i.e. membrane plugging or fouling) and high flux. Their performance is comparable with previously identified best performing PEG and zwitterionic monomers, i.e. the so-called gold-standard for protein resistance. Combining a Hansen solubility parameter (HSP) analysis of the amide monomers and the HTP filtration results, we conclude that monomer solubility in water correlates with protein-resistant surfaces, presumably through its effects on surface-water interactions.
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Affiliation(s)
- Minghao Gu
- Howard P. Isermann Department of Chemical and Biological Engineering and Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY 12180-3590, USA
| | - Arturo J. Vegas
- Department of Chemical Engineering, Division of Health Science and Technology, David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Daniel G. Anderson
- Department of Chemical Engineering, Division of Health Science and Technology, David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Robert S. Langer
- Department of Chemical Engineering, Division of Health Science and Technology, David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - James E. Kilduff
- Department of Civil and Environmental Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180-3590, USA
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering and Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY 12180-3590, USA
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23
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Gu M, Yildiz H, Carrier R, Belfort G. Discovery of low mucus adhesion surfaces. Acta Biomater 2013; 9:5201-7. [PMID: 23072828 PMCID: PMC3953495 DOI: 10.1016/j.actbio.2012.10.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2012] [Revised: 10/01/2012] [Accepted: 10/06/2012] [Indexed: 10/27/2022]
Abstract
Mucus secretion from the body is ubiquitous, and finding materials that resist mucus adhesion is a major technological challenge. Here, using a high throughput platform with photo-induced graft polymerization, we first rapidly synthesized, screened and tested a library of 55 different surfaces from six functional monomer classes to discover porcine intestinal low mucus adhesion surfaces using a 1h static mucus adsorption protocol. From this preliminary screen, two chemistries, a zwitterionic ([2-(acryloyloxy)ethyl] trimethylammonium chloride) and a multiple hydroxyl (N-[tris(hydroxymethyl)methyl]acrylamide) surface, exhibited significantly low mucus adhesion from a Langmuir-type isotherm when exposed to increasing concentrations of mucus for 24 h. Apolar or hydrophobic interactions were likely the dominant attractive forces during mucus binding since many polar or hydrophilic monomers reduced mucus adhesion. Hansen solubility parameters were used to illustrate the importance of monomer polarity and hydrogen bonding in reducing mucus adsorption. For a series of polyethylene glycol (PEG) monomers with changing molecular weight from 144 g mol⁻¹ to 1100 g mol⁻¹, we observed an excellent linear correlation (R²=0.998) between relative amount adsorbed and the distance from a water point in a specialized Hansen solubility parameter plot, emphasizing the role of surface-water interactions for PEG modified surfaces.
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Affiliation(s)
- Minghao Gu
- Howard P. Isermann Department of Chemical and Biological Engineering, and The Center for Biotechnology and Interdisciplinary Studies Rensselaer Polytechnic Institute, Troy, NY 12180-3590
| | - Hasan Yildiz
- Department of Chemical Engineering, 457 Snell Engineering Center, Northeastern University, Boston, MA 02115-5000
| | - Rebecca Carrier
- Department of Chemical Engineering, 457 Snell Engineering Center, Northeastern University, Boston, MA 02115-5000
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering, and The Center for Biotechnology and Interdisciplinary Studies Rensselaer Polytechnic Institute, Troy, NY 12180-3590
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24
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Zonca MR, Yune PS, Heldt CL, Belfort G, Xie Y. High-throughput screening of substrate chemistry for embryonic stem cell attachment, expansion, and maintaining pluripotency. Macromol Biosci 2012; 13:177-90. [PMID: 23239629 DOI: 10.1002/mabi.201200315] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2012] [Indexed: 12/22/2022]
Abstract
Appropriate surface attachment is essential for growing embryonic stem (ES) cells in an undifferentiated state. It is challenging to identify the optimal surface chemistry of the substrata for ES cell attachment and maintenance. Using a rapid, high-throughput polymerization and screening platform with a comprehensive library of 66 monomer-grafted membrane surfaces, the optimal substrate, N-[3-(dimethylamino)propyl] methacrylamide (DMAPMA) has been identified to support strong attachment, high expansion capacity, and long-term self-renewal of ES cells (up to 7 passages). This monomer-based, chemically defined, scalable, sustainable, relatively inexpensive, covalently grafted, and controllable polymeric substrate provides a new opportunity to manipulate surface chemistry for pluripotent stem culture.
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Affiliation(s)
- Michael R Zonca
- College of Nanoscale Science and Engineering, University at Albany, State University of New York, Albany, New York 12203, USA
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25
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Miller DJ, Araújo PA, Correia PB, Ramsey MM, Kruithof JC, van Loosdrecht MCM, Freeman BD, Paul DR, Whiteley M, Vrouwenvelder JS. Short-term adhesion and long-term biofouling testing of polydopamine and poly(ethylene glycol) surface modifications of membranes and feed spacers for biofouling control. WATER RESEARCH 2012; 46:3737-53. [PMID: 22578432 DOI: 10.1016/j.watres.2012.03.058] [Citation(s) in RCA: 89] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2012] [Revised: 03/23/2012] [Accepted: 03/24/2012] [Indexed: 05/16/2023]
Abstract
Ultrafiltration, nanofiltration membranes and feed spacers were hydrophilized with polydopamine and polydopamine-g-poly(ethylene glycol) surface coatings. The fouling propensity of modified and unmodified membranes was evaluated by short-term batch protein and bacterial adhesion tests. The fouling propensity of modified and unmodified membranes and spacers was evaluated by continuous biofouling experiments in a membrane fouling simulator. The goals of the study were: 1) to determine the effectiveness of polydopamine and polydopamine-g-poly(ethylene glycol) membrane coatings for biofouling control and 2) to compare techniques commonly used in assessment of membrane biofouling propensity with biofouling experiments under practical conditions. Short-term adhesion tests were carried out under static, no-flow conditions for 1 h using bovine serum albumin, a common model globular protein, and Pseudomonas aeruginosa, a common model Gram-negative bacterium. Biofouling tests were performed in a membrane fouling simulator (MFS) for several days under flow conditions similar to those encountered in industrial modules with the autochthonous drinking water population and acetate dosage as organic substrate. Polydopamine- and polydopamine-g-poly(ethylene glycol)-modified membranes showed significantly reduced adhesion of bovine serum albumin and P. aeruginosa in the short-term adhesion tests, but no reduction of biofouling was observed during longer biofouling experiments with modified membranes and spacers. These results demonstrate that short-term batch adhesion experiments using model proteins or bacteria under static conditions are not indicative of biofouling, while continuous biofouling experiments showed that membrane surface modification by polydopamine and polydopamine-g-poly(ethylene glycol) is not effective for biofouling control.
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Affiliation(s)
- Daniel J Miller
- Department of Chemical Engineering, The University of Texas at Austin, Center for Energy and Environmental Resources, 10100 Burnet Road, Austin, TX 78758, USA
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26
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Factors affecting the sieving behavior of anti-fouling thin-layer cross-linked hydrogel polyethersulfone composite ultrafiltration membranes. J Memb Sci 2012. [DOI: 10.1016/j.memsci.2011.11.025] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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27
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Yune PS, Kilduff JE, Belfort G. Searching for novel membrane chemistries: Producing a large library from a single graft monomer at high throughput. J Memb Sci 2012. [DOI: 10.1016/j.memsci.2011.10.048] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
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28
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Gu M, Kilduff JE, Belfort G. High throughput atmospheric pressure plasma-induced graft polymerization for identifying protein-resistant surfaces. Biomaterials 2012; 33:1261-70. [DOI: 10.1016/j.biomaterials.2011.11.001] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2011] [Accepted: 11/03/2011] [Indexed: 11/30/2022]
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29
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Genzer J, Arifuzzaman S, Bhat RR, Efimenko K, Ren CL, Szleifer I. Time dependence of lysozyme adsorption on end-grafted polymer layers of variable grafting density and length. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2012; 28:2122-30. [PMID: 22181708 PMCID: PMC3269559 DOI: 10.1021/la2038747] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
A combined experimental and theoretical approach establishes the long-lived nature of protein adsorption on surfaces coated with chemically grafted macromolecules. Specifically, we monitor the time dependence of adsorption of lysozyme on surfaces comprising polymer assemblies made of poly(2-hydroxyethyl methacrylate) brushes grafted onto flat silica surfaces such that they produce patterns featuring orthogonal and gradual variation of the chain length (N) and grafting density (σ). We show that in the kinetically controlled regime, the amount of adsorbed protein scales universally with the product σN, while at equilibrium the amount of adsorbed protein is governed solely by σ. Surprisingly, for moderate concentrations of protein in solution, adsorption takes more than 72 h to reach an equilibrium, or steady state. Our experimental findings are corroborated with predictions using molecular theory that provides further insight into the protein adsorption phenomenon. The theory predicts that the universal behavior observed experimentally should be applicable to polymers in poor and theta solvents and to a limited extent also to good solvent conditions. Our combined experimental and theoretical findings reveal that protein adsorption is a long-lived phenomenon, much longer than generally assumed. Our studies confirm the previously predicted important differences in behavior for the kinetic versus thermodynamic control of protein adsorption.
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Affiliation(s)
- Jan Genzer
- Department of Chemical & Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Shafi Arifuzzaman
- Department of Chemical & Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Rajendra R. Bhat
- Department of Chemical & Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Kirill Efimenko
- Department of Chemical & Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Chun-lai Ren
- National Laboratory of Solid State Microstructures, Nanjing University, Nanjing 210093, P.R. China
| | - Igal Szleifer
- Department of Biomedical Engineering and Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, USA
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30
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Fouling-resistant properties of a surface-modified poly(ether sulfone) ultrafiltration membrane grafted with poly(ethylene glycol)-amide binary monomers. J Memb Sci 2011. [DOI: 10.1016/j.memsci.2011.04.029] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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31
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Yune PS, Kilduff JE, Belfort G. Using co-solvents and high throughput to maximize protein resistance for poly(ethylene glycol)-grafted poly(ether sulfone) UF membranes. J Memb Sci 2011. [DOI: 10.1016/j.memsci.2011.01.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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32
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Gu M, Kilduff JE, Belfort G. Searching for super protein-resistant synthetic membrane surfaces using high throughput: Solvent effects. J Memb Sci 2011. [DOI: 10.1016/j.memsci.2010.11.039] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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33
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Zhou M, Liu H, Venkiteshwaran A, Kilduff J, Anderson DG, Langer R, Belfort G. High throughput discovery of new fouling-resistant surfaces. JOURNAL OF MATERIALS CHEMISTRY 2011; 21:693-704. [PMID: 28210070 PMCID: PMC5308054 DOI: 10.1039/c0jm01266a] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A novel high throughput method for synthesis and screening of customized protein-resistant surfaces was developed. This method is an inexpensive, fast, reproducible and scalable approach to synthesize and screen protein-resistant surfaces appropriate for a specific feed. The method is illustrated here by combining a high throughput platform (HTP) approach together with our patented photo-induced graft polymerization (PGP) method developed for facile modification of commercial poly(aryl sulfone) membranes. We demonstrate that the HTP-PGP approach to synthesize and screen fouling-resistant surfaces is general, and thus provides the capability to develop surfaces optimized for specific feeds. Surfaces were prepared via graft polymerization onto poly(ether sulfone) (PES) membranes and were evaluated using a protein adsorption assay followed by pressure-driven filtration. We have employed the HTP-PGP approach to confirm previously reported successful monomers and to develop new antifouling surfaces from a library of 66 monomers for four different challenges of interest to the biotechnology community: hen egg-white lysozyme, supernatant from Chinese Hamster Ovary (CHO) cells in phosphate buffered saline (PBS) solution as a model cell suspension, and immunoglobulin G (IgG) precipitated in the absence and presence of bovine serum albumin (BSA) in high salt solution as a model precipitation process.
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Affiliation(s)
- Mingyan Zhou
- Department of Civil and Environmental Engineering, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA
| | - Hongwei Liu
- Howard P. Isermann Department of Chemical and Biological Engineering, and the Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA
| | - Adith Venkiteshwaran
- Howard P. Isermann Department of Chemical and Biological Engineering, and the Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA
| | - James Kilduff
- Department of Civil and Environmental Engineering, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA
| | - Daniel G. Anderson
- Department of Chemical Engineering, Harvard–MIT Division of Health Sciences & Technology, David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
| | - Robert Langer
- Department of Chemical Engineering, Harvard–MIT Division of Health Sciences & Technology, David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
| | - Georges Belfort
- Howard P. Isermann Department of Chemical and Biological Engineering, and the Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA
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