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Mazumder A, Dobyns BM, Howard MP, Beckingham BS. Theoretical and Experimental Considerations for Investigating Multicomponent Diffusion in Hydrated, Dense Polymer Membranes. MEMBRANES 2022; 12:942. [PMID: 36295701 PMCID: PMC9610993 DOI: 10.3390/membranes12100942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 09/16/2022] [Accepted: 09/23/2022] [Indexed: 06/16/2023]
Abstract
In many applications of hydrated, dense polymer membranes-including fuel cells, desalination, molecular separations, electrolyzers, and solar fuels devices-the membrane is challenged with aqueous streams that contain multiple solutes. The presence of multiple solutes presents a complex process because each solute can have different interactions with the polymer membrane and with other solutes, which collectively determine the transport behavior and separation performance that is observed. It is critical to understand the theoretical framework behind and experimental considerations for understanding how the presence of multiple solutes impacts diffusion, and thereby, the design of membranes. Here, we review models for multicomponent diffusion in the context of the solution-diffusion framework and the associated experiments for characterizing multicomponent transport using diffusion cells. Notably, multicomponent effects are typically not considered when discussing or investigating transport in dense, hydrated polymer membranes, however recent research has shown that these effects can be large and important for understanding the transport behavior.
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Affiliation(s)
- Antara Mazumder
- Department of Chemical Engineering, Auburn University, Auburn, AL 36849, USA
| | - Breanna M. Dobyns
- Department of Chemistry, University of South Alabama, Mobile, AL 36688, USA
| | - Michael P. Howard
- Department of Chemical Engineering, Auburn University, Auburn, AL 36849, USA
| | - Bryan S. Beckingham
- Department of Chemical Engineering, Auburn University, Auburn, AL 36849, USA
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Najib ON, Martin GP, Kirton SB, Botha MJ, Sallam AS, Murnane D. The Influence of Oily Vehicle Composition and Vehicle-Membrane Interactions on the Diffusion of Model Permeants across Barrier Membranes. MEMBRANES 2021; 11:membranes11010057. [PMID: 33466758 PMCID: PMC7830636 DOI: 10.3390/membranes11010057] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 01/08/2021] [Accepted: 01/11/2021] [Indexed: 11/16/2022]
Abstract
In many instances, one or more components of a pharmaceutical or cosmetic formulation is an oil. The aims of this study were two-fold. First, to examine the potential of preferential uptake of one oily vehicle component over another into a model barrier membrane (silicone) from blended vehicles (comprising two from the common excipients isohexadecane (IHD), hexadecane (HD), isopropyl myristate (IPM), oleic acid (OA) and liquid paraffin). Second, to study the effect of membrane-vehicle interactions on the diffusion of model permeants (caffeine (CF), methyl paraben (MP) and butyl paraben (BP)) from blended vehicles. Selective sorption and partition of some oils (especially IHD and IPM) at the expense of other oils (such as OA) was demonstrated to take place. For example, the membrane composition of IHD was enriched compared to a donor solution of IHD-OA: 41%, 63% and 82% IHD, compared to donor solution composition of 25%, 50% and 75% IHD, respectively. Pre-soaking the membrane in IHD, HD or LP, rather than phosphate buffer, enhanced the flux of MP through the membrane by 2.6, 1.7 and 1.3 times, respectively. The preferential sorption of individual oil components from mixtures altered the barrier properties of silicone membrane, and enhanced the permeation of CF, MP and BP, which are typically co-formulated in topical products.
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Affiliation(s)
- Omaima N. Najib
- Institute of Pharmaceutical Sciences, Franklin-Wilkins Building, Kings College London, 150 Stamford Street, London SE1 9NN, UK; (O.N.N.); (G.P.M.)
- International Pharmaceutical Research Centre, 1 Queen Rania Street, Amman 11196, Jordan
| | - Gary P. Martin
- Institute of Pharmaceutical Sciences, Franklin-Wilkins Building, Kings College London, 150 Stamford Street, London SE1 9NN, UK; (O.N.N.); (G.P.M.)
| | - Stewart B. Kirton
- Department of Clinical and Pharmaceutical Science, College Lane, University of Hertfordshire, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
| | - Michelle J. Botha
- Department of Clinical and Pharmaceutical Science, College Lane, University of Hertfordshire, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
| | - Al-Sayed Sallam
- Al-Taqaddom Pharmaceutical Industries, Co. 29-Queen Alia Street, Amman 11196, Jordan;
| | - Darragh Murnane
- Department of Clinical and Pharmaceutical Science, College Lane, University of Hertfordshire, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
- Correspondence: ; Tel.: +44-(0)-1707-285904
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Najib ON, Kirton SB, Martin GP, Botha MJ, Sallam AS, Murnane D. Multivariate Analytical Approaches to Identify Key Molecular Properties of Vehicles, Permeants and Membranes That Affect Permeation through Membranes. Pharmaceutics 2020; 12:E958. [PMID: 33050611 PMCID: PMC7599860 DOI: 10.3390/pharmaceutics12100958] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 09/30/2020] [Accepted: 10/05/2020] [Indexed: 01/11/2023] Open
Abstract
There has been considerable recent interest in employing computer models to investigate the relationship between the structure of a molecule and its dermal penetration. Molecular permeation across the epidermis has previously been demonstrated to be determined by a number of physicochemical properties, for example, the lipophilicity, molecular weight and hydrogen bonding ability of the permeant. However little attention has been paid to modeling the combined effects of permeant properties in tandem with the properties of vehicles used to deliver those permeants or to whether data obtained using synthetic membranes can be correlated with those obtained using human epidermis. This work uses Principal Components Analysis (PCA) to demonstrate that, for studies of the diffusion of three model permeants (caffeine, methyl paraben and butyl paraben) through synthetic membranes, it is the properties of the oily vehicle in which they are applied that dominated the rates of permeation and flux. Simple robust and predictive descriptor-based quantitative structure-permeability relationship (QSPR) models have been developed to support these findings by utilizing physicochemical descriptors of the oily vehicles to quantify the differences in flux and permeation of the model compounds. Interestingly, PCA showed that, for the flux of co-applied model permeants through human epidermis, the permeation of the model permeants was better described by a balance between the physicochemical properties of the vehicle and the permeant rather than being dominated solely by the vehicle properties as in the case of synthetic model membranes. The important influence of permeant solubility in the vehicle along with the solvent uptake on overall permeant diffusion into the membrane was substantiated. These results confirm that care must be taken in interpreting permeation data when synthetic membranes are employed as surrogates for human epidermis; they also demonstrate the importance of considering not only the permeant properties but also those of both vehicle and membrane when arriving at any conclusions relating to permeation data.
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Affiliation(s)
- Omaima N. Najib
- Institute of Pharmaceutical Science, Franklin Wilkin’s Building, King’s College London, 150 Stamford Street, London SE1 9NH, UK; (O.N.N.); (G.P.M.)
- International Pharmaceutical Research Centre, 1 Queen Rania Street, Amman 11196, Jordan
| | - Stewart B. Kirton
- Department of Clinical, Pharmaceutical Science and Biological Sciences, University of Hertfordshire, College Lane, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
| | - Gary P. Martin
- Institute of Pharmaceutical Science, Franklin Wilkin’s Building, King’s College London, 150 Stamford Street, London SE1 9NH, UK; (O.N.N.); (G.P.M.)
| | - Michelle J. Botha
- Department of Clinical, Pharmaceutical Science and Biological Sciences, University of Hertfordshire, College Lane, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
| | - Al-Sayed Sallam
- Al-Taqaddom Pharmaceutical Industries, Co. 29-Queen Alia Street, Amman 11947, Jordan;
| | - Darragh Murnane
- Department of Clinical, Pharmaceutical Science and Biological Sciences, University of Hertfordshire, College Lane, Hatfield AL10 9AB, UK; (S.B.K.); (M.J.B.)
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Sun Y, Hewitt M, Wilkinson SC, Davey N, Adams RG, Gullick DR, Moss GP. Development of a Gaussian Process - feature selection model to characterise (poly)dimethylsiloxane (Silastic ® ) membrane permeation. J Pharm Pharmacol 2020; 72:873-888. [PMID: 32246470 DOI: 10.1111/jphp.13263] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 03/08/2020] [Indexed: 11/27/2022]
Abstract
OBJECTIVES The current study aims to determine the effect of physicochemical descriptor selection on models of polydimethylsiloxane permeation. METHODS A total of 2942 descriptors were calculated for a data set of 77 chemicals. Data were processed to remove redundancy, single values, imbalanced and highly correlated data, yielding 1363 relevant descriptors. For four independent test sets, feature selection methods were applied and modelled via a variety of Machine Learning methods. KEY FINDINGS Two sets of molecular descriptors which can provide improved predictions, compared to existing models, have been identified. Best permeation predictions were found with Gaussian Process methods. The molecular descriptors describe lipophilicity, partial charge and hydrogen bonding as key determinants of PDMS permeation. CONCLUSIONS This study highlights important considerations in the development of relevant models and in the construction and use of the data sets used in such studies, particularly that highly correlated descriptors should be removed from data sets. Predictive models are improved by the methodology adopted in this study, notably the systematic evaluation of descriptors, rather than simply using any and all available descriptors, often based empirically on in vitro experiments. Such findings also have clear relevance to a number of other fields.
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Affiliation(s)
- Yi Sun
- School of Computer Science, University of Hertfordshire, Hatfield, UK
| | - Mark Hewitt
- School of Pharmacy, University of Wolverhampton, Wolverhampton, UK
| | - Simon C Wilkinson
- School of Biomedical, Nutritional and Sports Sciences, Medical School, University of Newcastle-upon-Tyne, Newcastle-upon-Tyne, UK
| | - Neil Davey
- School of Computer Science, University of Hertfordshire, Hatfield, UK
| | - Roderick G Adams
- School of Computer Science, University of Hertfordshire, Hatfield, UK
| | - Darren R Gullick
- School of Pharmacy & Biomedical Sciences, University of Portsmouth, Portsmouth, UK
| | - Gary P Moss
- The School of Pharmacy, Keele University, Keele, UK
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Dobyns BM, Kim JM, Beckingham BS. Multicomponent transport of methanol and sodium acetate in poly(ethylene glycol) diacrylate membranes of varied fractional free volume. Eur Polym J 2020. [DOI: 10.1016/j.eurpolymj.2020.109809] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Chen X, Wang Y, Cheng Z, Wei J, Shi Y, Qian J. Diffusion Behavior of Drug Molecules in Acrylic Pressure-Sensitive Adhesive. ACS OMEGA 2020; 5:9408-9419. [PMID: 32363293 PMCID: PMC7191847 DOI: 10.1021/acsomega.0c00491] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Accepted: 04/07/2020] [Indexed: 05/14/2023]
Abstract
Acrylic pressure-sensitive adhesive (PSA) is widely used in transdermal drug delivery systems, while the diffusion behavior of drug molecules in PSA is of great importance. In this paper, PSAs with different cross-link densities were prepared by adjusting the ratio of cross-linkers. The effects of cross-link density and temperature on the diffusion of drugs in PSA were investigated by Fourier transform infrared attenuated total reflectance and molecular dynamics simulation. The consistency between the experimental and simulation results demonstrated that molecular dynamics simulation could be used to predict the diffusion behavior of drugs in PSA. The results showed that free volume and the wriggling of polymer chains are positively related to the diffusion coefficient of drug molecules, while hydrogen bonds hinder drug diffusion.
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Affiliation(s)
- Xuexue Chen
- Key
Laboratory of Advanced Polymer Materials of Shanghai, School of Materials
Science and Engineering, East China University
of Science and Technology, Shanghai 200237, China
| | - Yaxin Wang
- Key
Laboratory of Advanced Polymer Materials of Shanghai, School of Materials
Science and Engineering, East China University
of Science and Technology, Shanghai 200237, China
| | - Zhipeng Cheng
- Key
Laboratory of Advanced Polymer Materials of Shanghai, School of Materials
Science and Engineering, East China University
of Science and Technology, Shanghai 200237, China
| | - Jie Wei
- Key
Laboratory for Ultrafine Materials of Ministry of Education, School
of Materials Science and Engineering, East
China University of Science and Technology, Shanghai 200237, China
| | - Yifeng Shi
- Hangzhou
Rongfang Pressure Sensitive New Material Company, Ltd., Shanghai 200237, China
| | - Jun Qian
- Key
Laboratory of Advanced Polymer Materials of Shanghai, School of Materials
Science and Engineering, East China University
of Science and Technology, Shanghai 200237, China
- . Phone: +862164252464
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Boyne DA, Varady MJ, Lambeth RH, Eikenberg JH, Bringuier SA, Pearl TP, Mantooth BA. Solvent-Assisted Desorption of 2,5-Lutidine from Polyurethane Films. J Phys Chem B 2018; 122:2155-2164. [PMID: 29420032 DOI: 10.1021/acs.jpcb.7b10656] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A fundamental understanding of chemical interactions and transport mechanisms that result from introducing multiple chemical species into a polymer plays a key role in the development and optimization of membranes, coatings, and decontamination formulations. In this study, we explore the solvent-assisted desorption of a penetrant (2,5-lutidine) in polyurethane with aprotic (acetonitrile) and protic (methanol) solvents. Chemical interactions between solvent, penetrant, and polymer functional groups are characterized via time-resolved Fourier transform infrared spectroscopy (FTIR) during single and multicomponent exposures. For both solvents, an increase in the extraction rate of the penetrant is observed when the solvent is applied during desorption. Inspection of the FTIR spectra reveals two potential mechanisms that facilitate the enhanced desorption rate: (1) penetrant/solvent competition for hydrogen donor groups on the polymer backbone and (2) disruption of the self-interaction (cohesive forces) between neighboring polymer chains. Finally, the aprotic solvent is found to generate an order of magnitude greater desorption rate of the penetrant, which is attributed to a greater disruption of the self-interaction during penetrant desorption compared to the protic solvent and the inability of an aprotic solvent to form larger and potentially slower penetrant-solvent complexes.
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Affiliation(s)
- Devon A Boyne
- Leidos , 11951 Freedom Drive, Reston, Virginia 20190, United States
| | - Mark J Varady
- U.S. Army Edgewood Chemical Biological Center , 5183 Blackhawk Road, Aberdeen Proving Ground, Aberdeen, Maryland 21010-5424, United States
| | - Robert H Lambeth
- U.S. Army Research Laboratory , Aberdeen Proving Ground, Aberdeen, Maryland 21005, United States
| | - Janlyn H Eikenberg
- U.S. Army Edgewood Chemical Biological Center , 5183 Blackhawk Road, Aberdeen Proving Ground, Aberdeen, Maryland 21010-5424, United States
| | - Stefan A Bringuier
- DCS Corporation , 100 Walter Ward Boulevard, Suite 100, Abingdon, Maryland 21009, United States
| | - Thomas P Pearl
- DCS Corporation , 100 Walter Ward Boulevard, Suite 100, Abingdon, Maryland 21009, United States
| | - Brent A Mantooth
- U.S. Army Edgewood Chemical Biological Center , 5183 Blackhawk Road, Aberdeen Proving Ground, Aberdeen, Maryland 21010-5424, United States
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8
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The application of ATR-FTIR spectroscopy and multivariate data analysis to study drug crystallisation in the stratum corneum. Eur J Pharm Biopharm 2017; 111:16-25. [DOI: 10.1016/j.ejpb.2016.10.025] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2016] [Revised: 08/30/2016] [Accepted: 10/27/2016] [Indexed: 11/21/2022]
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9
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Ashtikar M, Nagarsekar K, Fahr A. Transdermal delivery from liposomal formulations – Evolution of the technology over the last three decades. J Control Release 2016; 242:126-140. [DOI: 10.1016/j.jconrel.2016.09.008] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Revised: 08/25/2016] [Accepted: 09/08/2016] [Indexed: 12/11/2022]
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10
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Boateng JS, Pawar HV, Tetteh J. Evaluation of in vitro wound adhesion characteristics of composite film and wafer based dressings using texture analysis and FTIR spectroscopy: a chemometrics factor analysis approach. RSC Adv 2015. [DOI: 10.1039/c5ra20787h] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Comparing adhesion of film and wafer based dressings using texture analysis and FTIR spectroscopy combined with chemometrics target factor analysis.
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Affiliation(s)
- J. S. Boateng
- Department of Pharmaceutical
- Chemical and Environmental Sciences
- Faculty of Engineering and Science
- University of Greenwich at Medway
- Kent
| | - H. V. Pawar
- Department of Pharmaceutical
- Chemical and Environmental Sciences
- Faculty of Engineering and Science
- University of Greenwich at Medway
- Kent
| | - J. Tetteh
- Department of Pharmaceutical
- Chemical and Environmental Sciences
- Faculty of Engineering and Science
- University of Greenwich at Medway
- Kent
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11
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The effects of esterified solvents on the diffusion of a model compound across human skin: An ATR-FTIR spectroscopic study. Int J Pharm 2013; 447:1-6. [DOI: 10.1016/j.ijpharm.2013.02.022] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2012] [Revised: 02/05/2013] [Accepted: 02/08/2013] [Indexed: 12/14/2022]
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12
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Binks BP, Fletcher PDI, Johnson AJ, Elliott RP. How membrane permeation is affected by donor delivery solvent. Phys Chem Chem Phys 2012; 14:15525-38. [PMID: 23073464 DOI: 10.1039/c2cp42747h] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We investigate theoretically and experimentally how the rate and extent of membrane permeation is affected by switching the donor delivery solvent from water to squalane for different permeants and membranes. In a model based on rate-limiting membrane diffusion, we derive explicit equations showing how the permeation extent and rate depend mainly on the membrane-donor and membrane-receiver partition coefficients of the permeant. Permeation results for systems containing all combinations of hydrophilic or hydrophobic donor solvents (aqueous solution or squalane), permeants (caffeine or testosterone) and polymer membranes (cellulose or polydimethylsiloxane) have been measured using a cell with stirred donor and re-circulating receiver compartments and continuous monitoring of the permeant concentration in the receiver phase. Relevant partition coefficients are also determined. Quantitative comparison of model and experimental results for the widely-differing permeation systems successfully enables the systematic elucidation of all possible donor solvent effects in membrane permeation. For the experimental conditions used here, most of the permeation systems are in agreement with the model, demonstrating that the model assumptions are valid. In these cases, the dominant donor solvent effects arise from changes in the relative affinities of the permeant for the donor and receiver solvents and the membrane and are quantitatively predicted using the separately measured partition coefficients. We also show how additional donor solvent effects can arise when switching the donor solvent causes one or more of the model assumptions to be invalid. These effects include a change in rate-limiting step, permeant solution non-ideality and others.
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Affiliation(s)
- Bernard P Binks
- Surfactant & Colloid Group, Department of Chemistry, University of Hull, Hull, HU6 7RX, UK
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SC lipid model membranes designed for studying impact of ceramide species on drug diffusion and permeation – Part II: Diffusion and permeation of model drugs. Eur J Pharm Biopharm 2012; 82:360-6. [DOI: 10.1016/j.ejpb.2012.06.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2012] [Revised: 05/20/2012] [Accepted: 06/11/2012] [Indexed: 11/20/2022]
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Binks BP, Fletcher PDI, Johnson AJ, Elliott RP. Membrane permeation of testosterone from either solutions, particle dispersions, or particle-stabilized emulsions. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2012; 28:2510-2522. [PMID: 22224415 DOI: 10.1021/la204755m] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
We derive a unified model that accounts for the variation in extent and rate of membrane permeation by a permeating species with the type of donor compartment formulation (aqueous and oil solutions, particle dispersions, and oil-in-water and water-in-oil emulsions stabilized by particles) initially containing the permeant. The model is also applicable to either closed-loop or open-flow configurations of the receiver compartment of the permeation cell. Predictions of the model are compared with measured extents and rates of permeation of testosterone across an 80 μm thick polydimethylsiloxane (PDMS) membrane from donor compartments initially containing testosterone dissolved in either aqueous or isopropylmyristate (IPM) solutions, aqueous or IPM dispersions of silica nanoparticles or IPM-in-water or water-in-IPM emulsions stabilized by silica nanoparticles. Using a single set of input parameters, the model successfully accounts for the wide variations in permeation behavior observed for the different donor formulation types with either closed-loop or open flow configurations of the permeation cell receiver compartment.
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Affiliation(s)
- Bernard P Binks
- Surfactant & Colloid Group, Department of Chemistry, University of Hull, Hull HU6 7RX, UK
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Stoimenovski J, MacFarlane DR. Enhanced membrane transport of pharmaceutically active protic ionic liquids. Chem Commun (Camb) 2011; 47:11429-31. [PMID: 21938301 DOI: 10.1039/c1cc14314j] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We show that pharmaceutically active protic ionic liquids can be designed to rapidly transport through model membranes as neutral hydrogen bonded clusters.
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