1
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Lu X, Li M, Arce FA, Ling J, Setiawan N, Wang Y, Shi X, Campbell HR, Nethercott MJ, Xu W, Munson EJ, Marsac PJ, Su Y. Mechanistic Investigation of Drug Supersaturation in the Presence of Polysorbates as Solubilizing Additives by Solution Nuclear Magnetic Resonance Spectroscopy. Mol Pharm 2021; 18:4310-4321. [PMID: 34761934 DOI: 10.1021/acs.molpharmaceut.1c00477] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The introduction of solubilizing additives has historically been an attractive approach to address the ever-growing proportion of poorly water-soluble drug (PWSD) compounds within the modern drug discovery pipeline. Lipid-formulations, and more specifically micelle formulations, have garnered particular interest because of their simplicity, size, scalability, and avoidance of solid-state limitations. Although micelle formulations have been widely utilized, the molecular mechanism of drug solubilization in surfactant micelles is still poorly understood. In this study, a series of modern nuclear magnetic resonance (NMR) methods are utilized to gain a molecular-level understanding of intermolecular interactions and kinetics in a model system. This approach enabled the understanding of how a PWSD, 17β-Estradiol (E2), solubilizes within a nonionic micelle system composed of polysorbate 80 (PS80). Based on one-dimensional (1D) 1H chemical shift differences of E2 in PS80 solutions, as well as intermolecular correlations established from 1D selective nuclear Overhauser effect (NOE) and two-dimensional NOE spectroscopy experiments, E2 was found to accumulate within the palisade layer of PS80 micelles. A potential hydrogen-bonding interaction between a hydroxyl group of E2 and a carbonyl group of PS80 alkane chains may allow for stabilizing E2-PS80 mixed micelles. Diffusion and relaxation NMR analysis and particle size measurements using dynamic light scattering indicate a slight increase in the micellar size with increasing degrees of supersaturation, resulting in slower mobility of the drug molecule. Based on these structural findings, a theoretical orientation model of E2 molecules with PS80 molecules was developed and validated by computational docking simulations.
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Affiliation(s)
- Xingyu Lu
- Analytical Research and Development, Merck & Co., Rahway, New Jersey 07065, United States.,Key Laboratory of Precise Synthesis of Functional Molecules of Zhejiang Province, School of Science, Westlake University, Hangzhou, Zhejiang 310024, China
| | - Mingyue Li
- Analytical Research and Development, Merck & Co., Rahway, New Jersey 07065, United States
| | - Freddy A Arce
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Jing Ling
- Pharmaceutical Sciences, Merck & Co., South San Francisco, California 94080, United States
| | - Nico Setiawan
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Yaqiang Wang
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California 90095 United States
| | - Xiaohuo Shi
- Key Laboratory of Precise Synthesis of Functional Molecules of Zhejiang Province, School of Science, Westlake University, Hangzhou, Zhejiang 310024, China
| | - Heather R Campbell
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | | | - Wei Xu
- Analytical Research and Development, Merck & Co., Rahway, New Jersey 07065, United States
| | - Eric J Munson
- Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
| | - Patrick J Marsac
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Yongchao Su
- Analytical Research and Development, Merck & Co., Rahway, New Jersey 07065, United States.,Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States.,Division of Molecular Pharmaceutics and Drug Delivery, College of Pharmacy, The University of Texas at Austin, Austin, Texas 78712, United States
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2
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Arce FA, Setiawan N, Campbell HR, Lu X, Nethercott MJ, Bummer P, Su Y, Marsac PJ. Toward Developing Discriminating Dissolution Methods for Formulations Containing Nanoparticulates in Solution: The Impact of Particle Drift and Drug Activity in Solution. Mol Pharm 2020; 17:4125-4140. [PMID: 32965123 DOI: 10.1021/acs.molpharmaceut.0c00599] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Enabling formulations are an attractive approach to increase the dissolution rate, solubility, and oral bioavailability of poorly soluble compounds. With the growing prevalence of poorly soluble drug compounds in the pharmaceutical pipeline, supersaturating drug delivery systems (SDDS), a subset of enabling formulations, have grown in popularity due to their properties allowing for drug concentrations greater than the corresponding crystalline solubility. However, the extent of supersaturation generated as the enabling formulation traverses the gastrointestinal (GI) tract is dynamic and poorly understood. The dynamic nature of supersaturation is a result of several competing kinetic processes such as dissolution, solubilization by formulation and endogenous surfactants, crystallization, and absorption. Ultimately, the free drug concentration, which is equivalent to the drug's inherent thermodynamic activity amid these kinetic processes, defines the true driving force for drug absorption. However, in cases where solubilizing agents are present (i.e., surfactants and bile salts), drug molecules may associate with colloidal nanoscale species, complicating drug activity determination. These nanoscale species can drift into the aqueous boundary layer (ABL), increasing the local API activity at the membrane surface, resulting in increased bioavailability. Herein, a novel approach was developed to accurately measure thermodynamic drug activity in complex media containing drug distributed in nanoparticulate species. This approach captures the influence of the ABL on the observed flux and, ultimately, the predicted unbound drug concentration. The results demonstrate that this approach can help to (1) measure the true extent of local supersaturation in complex systems containing solubilizing excipients and (2) elucidate the mechanisms by which colloidal aggregates can modulate the drug activity in solution and potentially enhance the flux observed across a membrane. The utilization of these techniques may provide development scientists with a strategy to evaluate formulation sensitivity to nanospeciation and allow formulators to maximize the driving force for absorption in a complex environment, perhaps enabling the development of dissolution methods with greater discrimination and correlation to pre-clinical and clinical data sets.
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Affiliation(s)
- Freddy A Arce
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Nico Setiawan
- Albany Molecular Research Inc., West Lafayette, Indiana 47906, United States
| | - Heather R Campbell
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Xingyu Lu
- Pharmaceutical Sciences, Merck & Co., Kenilworth, New Jersey 07033, United States.,Key Laboratory of Precise Synthesis of Functional Molecules of Zhejiang Province, School of Science, Westlake University, Hangzhou, Zhejiang 310024, China
| | | | - Paul Bummer
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
| | - Yongchao Su
- Pharmaceutical Sciences, Merck & Co., Kenilworth, New Jersey 07033, United States.,Division of Molecular Pharmaceutics and Drug Delivery, College of Pharmacy, The University of Texas at Austin, Austin, Texas 78712, United States.,Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
| | - Patrick J Marsac
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky 40536, United States
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Defrese MK, Farmer MA, Long Y, Timmerman LR, Bae Y, Marsac PJ. Approaches to Understanding the Solution-State Organization of Spray-Dried Dispersion Feed Solutions and Its Translation to the Solid State. Mol Pharm 2020; 17:4548-4563. [DOI: 10.1021/acs.molpharmaceut.0c00729] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Matthew K. Defrese
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, Kentucky 40506, United States
| | - Matthew A. Farmer
- Department of Chemistry, University of Kentucky, Lexington, Kentucky 40506, United States
| | - Yuhan Long
- Department of Chemical and Materials Engineering, University of Kentucky, Lexington, Kentucky 40506, United States
| | - Lucas R. Timmerman
- Department of Chemical and Materials Engineering, University of Kentucky, Lexington, Kentucky 40506, United States
| | - Younsoo Bae
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, Kentucky 40506, United States
| | - Patrick J. Marsac
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, Kentucky 40506, United States
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4
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Poozesh S, Grib SW, Renfro MW, Marsac PJ. Near-field dynamics of high-speed spray dryer coannular two fluid nozzle: Effects of operational conditions and formulations. POWDER TECHNOL 2018. [DOI: 10.1016/j.powtec.2018.04.064] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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5
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Poozesh S, Setiawan N, Akafuah NK, Saito K, Marsac PJ. Assessment of predictive models for characterizing the atomization process in a spray dryer’s bi-fluid nozzle. Chem Eng Sci 2018. [DOI: 10.1016/j.ces.2018.01.033] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Mugheirbi NA, Marsac PJ, Taylor LS. Insights into Water-Induced Phase Separation in Itraconazole–Hydroxypropylmethyl Cellulose Spin Coated and Spray Dried Dispersions. Mol Pharm 2017; 14:4387-4402. [DOI: 10.1021/acs.molpharmaceut.7b00499] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Naila A. Mugheirbi
- Department
of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
| | - Patrick J. Marsac
- College
of Pharmacy, University of Kentucky, 789 South Limestone Street, Lexington, Kentucky 40536, United States
| | - Lynne S. Taylor
- Department
of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
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7
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Nie H, Su Y, Zhang M, Song Y, Leone A, Taylor LS, Marsac PJ, Li T, Byrn SR. Solid-State Spectroscopic Investigation of Molecular Interactions between Clofazimine and Hypromellose Phthalate in Amorphous Solid Dispersions. Mol Pharm 2016; 13:3964-3975. [PMID: 27653759 DOI: 10.1021/acs.molpharmaceut.6b00740] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Haichen Nie
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
- Formulation
Sciences, Teva Pharmaceuticals, 145 Brandywine Parkway, West Chester, Pennsylvania 19380, United States
| | - Yongchao Su
- Merck Research Laboratories, 770 Sumneytown Pike, West
Point, Pennsylvania 19486, United States
| | - Mingtao Zhang
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
| | - Yang Song
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
- Global
DMPK, Takeda Pharmaceutical Inc., 10410 Science Center Drive, San Diego, California 92121, United States
| | - Anthony Leone
- Merck Research Laboratories, 770 Sumneytown Pike, West
Point, Pennsylvania 19486, United States
| | - Lynne S. Taylor
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
| | - Patrick J. Marsac
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, 789 South Limestone Street, Lexington, Kentucky 40536, United States
| | - Tonglei Li
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
| | - Stephen R. Byrn
- Department
of Industrial and Physical Pharmacy, Purdue University, 575 Stadium
Mall Drive, West Lafayette, Indiana 47907, United States
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8
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Nie H, Xu W, Ren J, Taylor LS, Marsac PJ, John CT, Byrn SR. Impact of Metallic Stearates on Disproportionation of Hydrochloride Salts of Weak Bases in Solid-State Formulations. Mol Pharm 2016; 13:3541-3552. [PMID: 27542728 DOI: 10.1021/acs.molpharmaceut.6b00630] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Excipient-induced salt disproportionation (conversion from salt form to free form) in the solid state during storage or manufacturing is a severe formulation issue that can negatively influence product performance. However, the role of excipient properties on salt disproportionation and mechanisms of proton transfer between salt and excipients are still unclear. Moreover, knowledge about the formation of disproportionation products and the consequent impact of these reactions products on the disproportionation process is still inadequate. In the present study, three commonly used lubricants (sodium stearate, calcium stearate, and magnesium stearate) were mixed with a hydrochloride salt as binary mixtures to examine their different capabilities for inducing salt disproportionation at a stressed storage condition (40 °C/65% RH). The overall objective of this research is to explore factors influencing the kinetics and extent of disproportionation including surface area, alkalinity, hygroscopicity, formation of new species, etc. In addition, we also aim to clarify the reaction mechanism and proton transfer between the model salt and stearates to provide insight into the in situ formed reaction products. We found that the properties of stearates significantly affect the disproportionation process in the initial stage of storage, while properties of the reaction products negatively affect the hygroscopicity of the powder mixture promoting disproportionation during longer-term storage. In addition, lubrication difference among three stearates was evaluated by performing compaction studies. The findings of this study provide an improved understanding of the proton transfer mechanism between the ionized form of an active pharmaceutical ingredient and excipients in solid dosage forms. It also provides pragmatic information for formulation scientists to select appropriate lubricants and other excipients, and to design robust formulations.
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Affiliation(s)
- Haichen Nie
- Department of Industrial and Physical Pharmacy, Purdue University , 575 Stadium Mall Drive, West Lafayette, Indiana 47907, United States
| | - Wei Xu
- Preformulation Sciences, Merck & Co., Inc. , 770 Sumneytown Pike, West Point, Pennsylvania 19486, United States
| | - Jie Ren
- Oral Formulation Science, Merck & Co., Inc. , 770 Sumneytown Pike, West Point, Pennsylvania 19486, United States
| | - Lynne S Taylor
- Department of Industrial and Physical Pharmacy, Purdue University , 575 Stadium Mall Drive, West Lafayette, Indiana 47907, United States
| | - Patrick J Marsac
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky , 789 South Limestone Street, Lexington, Kentucky 40536, United States
| | - Christopher T John
- Discovery Pharmaceutical Science, Merck & Co., Inc. , 770 Sumneytown Pike, West Point, Pennsylvania 19486, United States
| | - Stephen R Byrn
- Department of Industrial and Physical Pharmacy, Purdue University , 575 Stadium Mall Drive, West Lafayette, Indiana 47907, United States
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9
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Yildiz HM, McKelvey CA, Marsac PJ, Carrier RL. Size selectivity of intestinal mucus to diffusing particulates is dependent on surface chemistry and exposure to lipids. J Drug Target 2016; 23:768-74. [PMID: 26453172 DOI: 10.3109/1061186x.2015.1086359] [Citation(s) in RCA: 79] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Intestinal mucus provides a significant barrier to transport of orally delivered drug carriers, as well as other particulates (e.g. food, microbes). The relative significance of particle size, surface chemistry, and dosing medium to mucus barrier properties is not well characterized, but important in designing delivery systems targeted to the intestinal mucosa. In this study, multiple particle tracking (MPT) was used to study diffusion of 20-500 nm diameter carboxylate- and polyethylene glycol-(PEG-)functionalized polystyrene model carriers through intestinal mucus. The impact of exposure to mucus in buffer versus a partially digested triglyceride mixture was explored. Effective diffusivity of particles in intestinal mucus decreased with an increasing particle size less than and more than theoretically (Stokes-Einstein) expected in a homogenous medium when dosed in buffer and model-fed state intestinal contents, respectively. For example, effective diffusivity decreased 2.9- versus 20-fold with increase in the particle size from 100 to 500 nm when dosed to mucus in buffer versus lipid-containing medium. Functionalization with PEG dramatically decreased sensitivity to lipids in a dosing medium. The results indicate that reduction of particle size may increase particle transport through intestinal mucus barriers, but these effects are strongly dependent on intestinal contents and particle surface chemistry.
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Affiliation(s)
- Hasan M Yildiz
- a Department of Chemical Engineering , Northeastern University , Boston , MA , USA and
| | | | | | - Rebecca L Carrier
- a Department of Chemical Engineering , Northeastern University , Boston , MA , USA and
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10
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Nie H, Liu Z, Marks BC, Taylor LS, Byrn SR, Marsac PJ. Analytical approaches to investigate salt disproportionation in tablet matrices by Raman spectroscopy and Raman mapping. J Pharm Biomed Anal 2016; 118:328-337. [DOI: 10.1016/j.jpba.2015.10.024] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2015] [Revised: 10/16/2015] [Accepted: 10/18/2015] [Indexed: 10/22/2022]
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11
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Hartshorn CM, Lee YJ, Camp CH, Liu Z, Heddleston J, Canfield N, Rhodes TA, Hight Walker AR, Marsac PJ, Cicerone MT. Multicomponent chemical imaging of pharmaceutical solid dosage forms with broadband CARS microscopy. Anal Chem 2013; 85:8102-11. [PMID: 23855585 PMCID: PMC3980468 DOI: 10.1021/ac400671p] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We compare a coherent Raman imaging modality, broadband coherent anti-Stokes Raman scattering (BCARS) microscopy, with spontaneous Raman microscopy for quantitative and qualitative assessment of multicomponent pharmaceuticals. Indomethacin was used as a model active pharmaceutical ingredient (API) and was analyzed in a tabulated solid dosage form, embedded within commonly used excipients. In comparison with wide-field spontaneous Raman chemical imaging, BCARS acquired images 10× faster, at higher spatiochemical resolution and with spectra of much higher SNR, eliminating the need for multivariate methods to identify chemical components. The significant increase in spatiochemical resolution allowed identification of an unanticipated API phase that was missed by the spontaneous wide-field method and bulk Raman spectroscopy. We confirmed the presence of the unanticipated API phase using confocal spontaneous Raman, which provided spatiochemical resolution similar to BCARS but at 100× slower acquisition times.
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Affiliation(s)
- Christopher M. Hartshorn
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
| | - Young Jong Lee
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
| | - Charles H. Camp
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
| | - Zhen Liu
- Merck, Molecular & Materials Characterization, West Point, Pennsylvania, 19486, United States
| | - John Heddleston
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
| | - Nicole Canfield
- Merck, Analytical Sciences, Rahway, New Jersey, 07065, United States
| | - Timothy A. Rhodes
- Merck, Analytical Sciences, Rahway, New Jersey, 07065, United States
| | - Angela R. Hight Walker
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
| | - Patrick J. Marsac
- Merck, Molecular & Materials Characterization, West Point, Pennsylvania, 19486, United States
| | - Marcus T. Cicerone
- Materials Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland, 20899, United States
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Rumondor ACF, Konno H, Marsac PJ, Taylor LS. Analysis of the moisture sorption behavior of amorphous drug-polymer blends. J Appl Polym Sci 2010. [DOI: 10.1002/app.31803] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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13
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Marsac PJ, Rumondor AC, Nivens DE, Kestur US, Stanciu L, Taylor LS. Effect of temperature and moisture on the miscibility of amorphous dispersions of felodipine and poly(vinyl pyrrolidone). J Pharm Sci 2010; 99:169-85. [DOI: 10.1002/jps.21809] [Citation(s) in RCA: 157] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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14
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Rumondor ACF, Marsac PJ, Stanford LA, Taylor LS. Phase Behavior of Poly(vinylpyrrolidone) Containing Amorphous Solid Dispersions in the Presence of Moisture. Mol Pharm 2009; 6:1492-505. [PMID: 19634917 DOI: 10.1021/mp900050c] [Citation(s) in RCA: 173] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Alfred C. F. Rumondor
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, and Materials Characterization & Technology Assessment, Merck & Co., Inc., West Point, Pennsylvania 19486
| | - Patrick J. Marsac
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, and Materials Characterization & Technology Assessment, Merck & Co., Inc., West Point, Pennsylvania 19486
| | - Lindsay A. Stanford
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, and Materials Characterization & Technology Assessment, Merck & Co., Inc., West Point, Pennsylvania 19486
| | - Lynne S. Taylor
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, and Materials Characterization & Technology Assessment, Merck & Co., Inc., West Point, Pennsylvania 19486
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Marsac PJ, Li T, Taylor LS. Estimation of drug-polymer miscibility and solubility in amorphous solid dispersions using experimentally determined interaction parameters. Pharm Res 2008; 26:139-51. [PMID: 18779927 DOI: 10.1007/s11095-008-9721-1] [Citation(s) in RCA: 369] [Impact Index Per Article: 23.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2008] [Accepted: 08/27/2008] [Indexed: 01/15/2023]
Abstract
PURPOSE The amorphous form of a drug may provide enhanced solubility, dissolution rate, and bioavailability but will also potentially crystallize over time. Miscible polymeric additives provide a means to increase physical stability. Understanding the miscibility of drug-polymer systems is of interest to optimize the formulation of such systems. The purpose of this work was to develop experimental models which allow for more quantitative estimates of the thermodynamics of mixing amorphous drugs with glassy polymers. MATERIALS AND METHODS The thermodynamics of mixing several amorphous drugs with amorphous polymers was estimated by coupling solution theory with experimental data. The entropy of mixing was estimated using Flory-Huggins lattice theory. The enthalpy of mixing and any deviations from the entropy as predicted by Flory-Huggins lattice theory were estimated using two separate experimental techniques; (1) melting point depression of the crystalline drug in the presence of the amorphous polymer was measured using differential scanning calorimetry and (2) determination of the solubility of the drug in 1-ethyl-2-pyrrolidone. The estimated activity coefficient was used to calculate the free energy of mixing of the drugs in the polymers and the corresponding solubility. RESULTS Mixtures previously reported as miscible showed various degrees of melting point depression while systems reported as immiscible or partially miscible showed little or no melting point depression. The solubility of several compounds in 1-ethyl-2-pyrrolidone predicts that most drugs have a rather low solubility in poly(vinylpyrrolidone). CONCLUSIONS Miscibility of various drugs with polymers can be explored by coupling solution theories with experimental data. These approximations provide insight into the physical stability of drug-polymer mixtures and the thermodynamic driving force for crystallization.
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Affiliation(s)
- Patrick J Marsac
- Materials Characterization and Technology Assessment, Merck & Co., Inc., West Point, Pennsylvania 19486, USA
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Marsac PJ, Romary DP, Shamblin SL, Baird JA, Taylor LS. Spontaneous Crystallinity Loss of Drugs in the Disordered Regions of Poly(Ethylene Oxide) in the Presence of Water. J Pharm Sci 2008; 97:3182-94. [DOI: 10.1002/jps.21237] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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17
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Marsac PJ, Konno H, Rumondor ACF, Taylor LS. Recrystallization of Nifedipine and Felodipine from Amorphous Molecular Level Solid Dispersions Containing Poly(vinylpyrrolidone) and Sorbed Water. Pharm Res 2007; 25:647-56. [PMID: 17846870 DOI: 10.1007/s11095-007-9420-3] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2007] [Accepted: 07/26/2007] [Indexed: 10/22/2022]
Abstract
PURPOSE To compare the physical stability of amorphous molecular level solid dispersions of nifedipine and felodipine, in the presence of poly(vinylpyrrolidone) (PVP) and small amounts of moisture. METHODS Thin amorphous films of nifedipine and felodipine and amorphous molecular level solid dispersions with PVP were stored at various relative humidities (RH) and the nucleation rate was measured. The amount of water sorbed at each RH was measured using isothermal vapor sorption and glass transition temperatures (Tg) were determined using differential scanning calorimetry. The solubility of each compound in methyl pyrrolidone was measured as a function of water content. RESULTS Nifedipine crystallizes more easily than felodipine at any given polymer concentration and in the presence of moisture. The glass transition temperatures of each compound, alone and in the presence of PVP, are statistically equivalent at any given water content. The nifedipine systems are significantly more hygroscopic than the corresponding felodipine systems. CONCLUSIONS Variations in the physical stability of the two compounds could not be explained by differences in Tg. However, the relative physical stability is consistent with differences in the degree of supersaturation of each drug in the solid dispersion, treating the polymer and water as a co-solvent system for each drug compound.
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Affiliation(s)
- Patrick J Marsac
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana, 47907 USA
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18
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Marsac PJ, Shamblin SL, Taylor LS. Theoretical and Practical Approaches for Prediction of Drug–Polymer Miscibility and Solubility. Pharm Res 2006; 23:2417-26. [PMID: 16933098 DOI: 10.1007/s11095-006-9063-9] [Citation(s) in RCA: 418] [Impact Index Per Article: 23.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2006] [Accepted: 05/15/2006] [Indexed: 12/01/2022]
Abstract
PURPOSE Crystallization of drugs formulated in the amorphous form may lead to reduced apparent solubility, decreased rate of dissolution and bioavailability and compromise the physical integrity of the solid dosage form. The purpose of this work was to develop thermodynamic approaches, both practical and theoretical, that will yield a better understanding of which factors are most important for determining the ability of polymers to stabilize amorphous active pharmaceutical ingredients (API). MATERIALS AND METHODS Lattice based solution models were used to examine miscibility criteria in API-polymer blends. Different methods were used to estimate the Flory-Huggins interaction parameter for model API-polymer systems consisting of felodipine or nifedipine with poly(vinylpyrrolidone) (PVP). These were melting point depression and determination of solubility parameters using group contribution theory. The temperature and enthalpy of fusion of crystalline API alone and the fusion temperature of the API in the presence of the polymer were measured by differential scanning calorimetry. The resultant thermal data were used to estimate the reduced driving force for crystallization and the solubility of the API in the polymer. RESULTS Flory-Huggins theory predicts that, for typical API-polymer systems, the entropy of mixing is always favorable and should be relatively constant. Due to the favorable entropy of mixing, miscibility can still be achieved in systems with a certain extent of unfavorable enthalpic interactions. For the model systems, interaction parameters derived from melting point depression were negative indicating that mixing was exothermic. Using these interaction parameters and Flory-Huggins theory, miscibility was predicted for all compositions, in agreement with experimental data. A model was developed to estimate the solubility of the API in the polymer. The estimated solubility of the model APIs in PVP is low suggesting that kinetic rather than thermodynamic stabilization plays a significant role in inhibiting crystallization. CONCLUSIONS The thermodynamics of API-polymer systems can be modeled using solution based theories. Such models can contribute towards providing an understanding of the compatibility between API and polymer and the mechanisms of physical stabilization in such systems.
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Affiliation(s)
- Patrick J Marsac
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, USA
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Marsac PJ, Konno H, Taylor LS. A Comparison of the Physical Stability of Amorphous Felodipine and Nifedipine Systems. Pharm Res 2006; 23:2306-16. [PMID: 16927182 DOI: 10.1007/s11095-006-9047-9] [Citation(s) in RCA: 215] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2006] [Accepted: 05/01/2006] [Indexed: 11/28/2022]
Abstract
PURPOSE The objective of this study was to investigate thermodynamic and kinetic factors contributing to differences in the isothermal nucleation rates of two structurally related calcium channel blockers, nifedipine and felodipine, both alone and in the presence of poly(vinylpyrrolidone) (PVP). MATERIALS AND METHODS Thin films of amorphous systems were cast onto glass slides and the nucleation rate was determined using optical microscopy. Enthalpy, entropy, and free energy of crystallization of the pure compounds were measured using differential scanning calorimetery (DSC). Molecular mobility and glass transition temperature of each amorphous system were characterized using DSC and hydrogen bonding patterns were analyzed with infrared spectroscopy. The composition dependence of the thermodynamic activity of the amorphous drug in the presence of the polymer was estimated using Flory-Huggins lattice theory. RESULTS Nifedipine crystallized more readily than felodipine from the metastable amorphous form both alone and in the presence of PVP despite having a similar glass transition temperature and molecular mobility. Nifedipine was found to have a larger enthalpic driving force for crystallization and a lower activation energy for nucleation. CONCLUSIONS The properties of the metastable form alone did not explain the greater propensity for nifedipine crystallization. When considering the physical stability of amorphous systems, it is important to also consider the properties of the crystalline counterpart.
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Affiliation(s)
- Patrick J Marsac
- Department of Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, USA
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Abstract
Process-induced transformations are very important to control during pharmaceutical manufacturing because they may change the properties of the active pharmaceutical ingredient in the drug product, compromising therapeutic efficacy. One process that may facilitate a process-induced transformation is high-shear wet granulation. In this study, the feasibility of Raman spectroscopy for in-line monitoring of the transformation of theophylline anhydrous to theophylline monohydrate during high-shear wet granulation has been evaluated. The midpoint of conversion occurred 3 min after the binder solution was added. The effects of several processing parameters were also examined, including mixing speed and monohydrate seeding. Mixing speed had the greatest effect on the transformation, where an increase in mixing speed shortened the onset time and increased the rate of transformation. In contrast, seeding with monohydrate or changing the way in which the binder was incorporated into the granules did not affect the transformation profile. The transformation kinetics observed during wet granulation were compared with those generated by a simple model describing the solvent-mediated transformation of theophylline in solution. In conclusion, these studies show that Raman spectroscopy can be used for in-line monitoring of solid-state transformations during wet granulation. In addition, for this particular compound, a simple solvent-mediated transformation model has been shown to be useful for estimating the time scale for hydrate formation during high-shear wet granulation.
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Affiliation(s)
- Håkan Wikström
- Industrial and Physical Pharmacy, School of Pharmacy, Purdue University, West Lafayette, Indiana 47907, USA
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