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Arpago F, Dall'Ara A. Modeling of Styl'One Evolution Correction Factors for Multicomponent Mixtures Scaling-up to Roller Compaction. J Pharm Sci 2024; 113:2352-2360. [PMID: 38608725 DOI: 10.1016/j.xphs.2024.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 04/03/2024] [Accepted: 04/03/2024] [Indexed: 04/14/2024]
Abstract
Roll compaction (RC) is a cost-effective dry granulation method, widely implemented in the pharmaceutical industry. In early formulation development however, when the material availability is limited, being able to predict the most important parameters in RC, like gap width and specific compaction force (SCF), to obtain a target ribbon solid fraction (SF) would significantly improve the formulation development efficiency as it would avoid the need of performing experiments on the roller compactor itself. However, at the present state of things, experiments on RC mechanical simulators present an overestimation of the target SF, when compared to roller compactor SF values. Although numerous correction approaches have been developed to improve the predictive performance of different mathematical models applied to the simulation experimental results, no study has collected a database wide enough to demonstrate the validity of a correction factor that allows to accurately simulate the compaction behavior of multicomponent mixtures. Here, 25 different formulations at 40 % drug load are compacted at different SCFs, both on a RC mimicking device (Styl'One Evolution) and on an actual roller compactor (Gerteis Mini-Pactor): following a similar approach as Reimer et al. and implementing a simplified version of the Johanson's mathematical model, 4 different correction factors are calculated, depending on how their material properties and pressure dependencies are considered. In conclusion, one correction factor is identified as the optimal trade-off between the SF prediction accuracy on the Gerteis Mini-Pactor and its applicability to a wide range of formulations, as it is independent of the material properties. This finding is particularly relevant when applied to scale-up to this specific roller compactor or early development processes of new formulations that have not been mechanically characterized yet.
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Affiliation(s)
- Fabia Arpago
- F. Hoffmann-La Roche AG, Dept. PTDC-F Pharmaceutical R&D, Grenzacherstrasse 124, 4070 Basel, Switzerland
| | - Agostino Dall'Ara
- F. Hoffmann-La Roche AG, Dept. PTDC-F Pharmaceutical R&D, Grenzacherstrasse 124, 4070 Basel, Switzerland.
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2
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Mohylyuk V, Bandere D. High-Speed Tableting of High Drug-Loaded Tablets Prepared from Fluid-Bed Granulated Isoniazid. Pharmaceutics 2023; 15:pharmaceutics15041236. [PMID: 37111721 PMCID: PMC10144080 DOI: 10.3390/pharmaceutics15041236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 04/09/2023] [Accepted: 04/11/2023] [Indexed: 04/29/2023] Open
Abstract
The aim of this feasibility study was to investigate the possibility of producing industrial-scale relevant, robust, high drug-loaded (90.9%, w/w) 100 mg dose immediate-release tablets of isoniazid and simultaneously meet the biowaiver requirements. With an understanding of the real-life constrictions on formulation scientists during product development for the generic industry, this study was done considering a common set of excipients and manufacturing operations, as well as paying special attention to the industrial-scale high-speed tableting process as one of the most critical manufacturing operations. The isoniazid substance was not applicable for the direct compression method. Thus, the selection of granulation method was logically justified, and it was fluid-bed granulated with an aqueous solution of Kollidon® 25, mixed with excipients, and tableted with a rotary tablet press (Korsch XL 100) at 80 rpm (80% of the maximum speed) in the compaction pressure range 170-549 MPa monitoring of ejection/removal forces, tablet weight uniformity, thickness, and hardness. Adjusting the main compression force, the Heckel plot, manufacturability, tabletability, compactability, and compressibility profiles were analysed to choose the main compression force that resulted in the desirable tensile strength, friability, disintegration, and dissolution profile. The study showed that highly robust drug-loaded isoniazid tablets with biowaiver requirements compliance can be prepared with a common set of excipients and manufacturing equipment/operations incl. the industrial-scale high-speed tableting process.
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Affiliation(s)
- Valentyn Mohylyuk
- Laboratory of Finished Dosage Forms, Faculty of Pharmacy, Riga Stradiņš University, LV-1007 Riga, Latvia
| | - Dace Bandere
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Riga Stradiņš University, LV-1007 Riga, Latvia
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3
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Mohylyuk V. Effect of roll compaction pressure on the properties of high drug-loaded piracetam granules and tablets. Drug Dev Ind Pharm 2022; 48:425-437. [PMID: 36082906 DOI: 10.1080/03639045.2022.2123499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
OBJECTIVE The aim of this study was to use an alternative granulation technique, solventless roll compaction, and to investigate the effect of the roll compaction pressure on the properties of granules and high-drug-loaded (80%, w/w) immediate release piracetam tablets.Significance. Piracetam commonly manufactured as high drug-loaded tablets by wet granulation with an aqueous binder solution. Due to its high solubility in water, the wet granulation process is largely susceptible to processing methods and can induce the uncontrolled polymorphic transition of piracetam as well as convert it into mono- and di-hydrates. METHODS The blends, comprising of piracetam, Kollidon® 30, and Avicel® PH-101 were roll compacted at 4, 5 and 13 MPa hydraulic pressure and calibrated using an industrial roll compactor. The resultant granules milled and raw piracetam were investigated with DSC. The resultant granules mixed with Ac-Di-Sol®, Aerosil® 200 Pharma, and magnesium stearate to prepare tablets using an industrial tablet press at the same compression force and 25, 65, and 100 rpm. The obtained tablets were film coated with an aqueous dispersion of Opadry® II using a pilot-scale solid-wall pan coater. RESULTS Roll compaction pressure influenced the polymorphic composition of piracetam, the granule properties and tablet mixture in relation to morphology, particle size, flowability, bulk and tapped density, as well as tablet hardness, tablet friability, disintegration, and dissolution. CONCLUSION This study showed the roll compaction can be successfully used for the preparation of highly water-soluble, highly drug-loaded piracetam film-coated tablets avoiding wet granulation pitfalls.
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Affiliation(s)
- Valentyn Mohylyuk
- School of Pharmacy, Queen's University Belfast, 97 Lisburn Road, Belfast, BT9 7BL, UK, Tel;
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4
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Palugan L, Moutaharrik S, Cirilli M, Gelain A, Maroni A, Melocchi A, Zema L, Foppoli A, Cerea M. Evaluation of different types of mannitol for dry granulation by roller compaction. J Drug Deliv Sci Technol 2022. [DOI: 10.1016/j.jddst.2022.103619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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5
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Vasudevan KV, Pu YE, Amini H, Guarino C, Agrawal A, Akseli I. Using a Model-based Material Sparing Approach for Formulation and Process Development of a Roller Compacted Drug Product. Pharm Res 2022; 39:2083-2093. [PMID: 35218443 DOI: 10.1007/s11095-022-03192-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 02/07/2022] [Indexed: 11/28/2022]
Abstract
The present work details a material sparing approach that combines material profiling with Instron uniaxial die-punch tester and use of a roller compaction mathematical model to guide both formulation and process development of a roller-compacted drug product. True density, compression profiling, and frictional properties of the pre-blend powders are used as inputs for the predictive roller compaction model, while flow properties, particle size distribution, and assay uniformity of roller compaction granules are used to select formulation composition and ribbon solid fraction. Using less than 10 g of a model drug compound for material profiling, roller compacted blend in capsule formulations with appropriate excipient ratios were developed at both 1.4% and 14.4% drug loadings. Subsequently, scale-up batches were successfully manufactured based on the roller compaction process parameters obtained from predictive modeling. The measured solid fractions of roller compaction ribbon samples from the scale-up batches were in good agreement with the target solid fraction of the modeling. This approach demonstrated considerable advantages through savings in both materials and number of batches in the development of a roller-compacted drug product, which is of particular value at early development stages when drug substance is often limited and timelines are aggressive.
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Affiliation(s)
- Kalyan V Vasudevan
- Drug Product Development, Pharmaceutical Science & Technology, Bristol Myers Squibb, Summit, NJ, USA.
| | - Yu Elaine Pu
- Drug Product Development, Pharmaceutical Science & Technology, Bristol Myers Squibb, Summit, NJ, USA
| | - Hossein Amini
- Engineering Technology, Bristol Myers Squibb, Summit, NJ, USA
| | | | - Anjali Agrawal
- Drug Product Development, Pharmaceutical Science & Technology, Bristol Myers Squibb, Summit, NJ, USA
| | - Ilgaz Akseli
- Engineering Technology, Bristol Myers Squibb, Summit, NJ, USA
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6
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Dular Vovko A, Hodžić B, Hudovornik G, Vrečer F. Implementation of spatial filtering technique in monitoring roller compaction process. Int J Pharm 2021; 606:120896. [PMID: 34293471 DOI: 10.1016/j.ijpharm.2021.120896] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 07/09/2021] [Accepted: 07/15/2021] [Indexed: 11/24/2022]
Abstract
This study investigates the use of the spatial filtering technique (SFT1) to monitor the particle size distribution (PSD2) of granules obtained by roller compaction. In the first part of the study, the influence of the selected process and formulation parameters on the PSD2 of granules is monitored at-line using SFT1. The correlation between the PSD2 obtained by SFT1, sieve analysis, laser diffraction, and dynamic image analysis was satisfactory. The same trend was observed with all methods; however, SFT1 proved to be especially advantageous for monitoring the PSD2 of irregularly shaped granules obtained by roller compaction. Another aim of this study was to investigate the suitability of using the SFT1 method as a potential process analytical technology (PAT3) tool for monitoring and predicting the PSD2 of granules obtained by roller compaction. The SFT1 model for d10 was poor due to less precise detection of smaller particles by SFT; nevertheless, the models for d50 (R2 = 0.93) and d90 (R2 = 0.93) were very good. The at-line models were further tested in real time on samples collected during the milling of ribbons. The correlation between the predicted and achieved values was good; however, it was time and formulation dependent.
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Affiliation(s)
- Aleša Dular Vovko
- Krka, d. d., Novo mesto, Šmarješka cesta 6, 8501 Novo mesto, Slovenia; University of Ljubljana, Faculty of Pharmacy, Aškerčeva 7, 1000 Ljubljana, Slovenia
| | - Bor Hodžić
- Krka, d. d., Novo mesto, Šmarješka cesta 6, 8501 Novo mesto, Slovenia
| | - Grega Hudovornik
- Krka, d. d., Novo mesto, Šmarješka cesta 6, 8501 Novo mesto, Slovenia
| | - Franc Vrečer
- Krka, d. d., Novo mesto, Šmarješka cesta 6, 8501 Novo mesto, Slovenia; University of Ljubljana, Faculty of Pharmacy, Aškerčeva 7, 1000 Ljubljana, Slovenia.
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7
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Shi G, Lin L, Liu Y, Chen G, Luo Y, Wu Y, Li H. Pharmaceutical application of multivariate modelling techniques: a review on the manufacturing of tablets. RSC Adv 2021; 11:8323-8345. [PMID: 35423324 PMCID: PMC8695199 DOI: 10.1039/d0ra08030f] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Accepted: 01/26/2021] [Indexed: 11/21/2022] Open
Abstract
The tablet manufacturing process is a complex system, especially in continuous manufacturing (CM). It includes multiple unit operations, such as mixing, granulation, and tableting. In tablet manufacturing, critical quality attributes are influenced by multiple factorial relationships between material properties, process variables, and interactions. Moreover, the variation in raw material attributes and manufacturing processes is an inherent characteristic and seriously affects the quality of pharmaceutical products. To deepen our understanding of the tablet manufacturing process, multivariable modeling techniques can replace univariate analysis to investigate tablet manufacturing. In this review, the roles of the most prominent multivariate modeling techniques in the tablet manufacturing process are discussed. The review mainly focuses on applying multivariate modeling techniques to process understanding, optimization, process monitoring, and process control within multiple unit operations. To minimize the errors in the process of modeling, good modeling practice (GMoP) was introduced into the pharmaceutical process. Furthermore, current progress in the continuous manufacturing of tablets and the role of multivariate modeling techniques in continuous manufacturing are introduced. In this review, information is provided to both researchers and manufacturers to improve tablet quality.
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Affiliation(s)
- Guolin Shi
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Longfei Lin
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Yuling Liu
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Gongsen Chen
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Yuting Luo
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Yanqiu Wu
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
| | - Hui Li
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700 China
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8
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Process analytical technology tools for process control of roller compaction in solid pharmaceuticals manufacturing. ACTA PHARMACEUTICA (ZAGREB, CROATIA) 2020; 70:443-463. [PMID: 32412427 DOI: 10.2478/acph-2020-0038] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/03/2019] [Indexed: 01/19/2023]
Abstract
This article presents an overview of using process analytical technology in monitoring the roller compaction process. In the past two decades, near-infrared spectroscopy, near-infrared spectroscopy coupled with chemical imaging, microwave resonance technology, thermal effusivity and various particle imaging techniques have been used for developing at-, off-, on- and in-line models for predicting critical quality attributes of ribbons and subsequent granules and tablets. The common goal of all these methods is improved process understanding and process control, and thus improved production of high-quality products. This article reviews the work of several researchers in this field, comparing and critically evaluating their achievements.
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Prikeržnik M, Srčič S. Multivariate analysis for optimization and validation of the industrial tablet-manufacturing process. Drug Dev Ind Pharm 2020; 47:61-71. [PMID: 33190569 DOI: 10.1080/03639045.2020.1851244] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
OBJECTIVE This study aimed initially to optimize the industrial tablet-manufacturing process using multivariate analysis, and then to validate the model obtained. The study also provides a comprehensive review of the influence of different factors on relevant biopharmaceutical parameters. SIGNIFICANCE This is the first time multivariate analysis has been applied to such a broad set of industrial data to investigate the influence of starting materials and the tablet-manufacturing processes on drug dissolution. METHODS Partial least squares regression was retrospectively applied to the data obtained from 2 years production, to study the influence of 90 factors on dissolution of tablets that contained two active pharmaceutical ingredients. The model established was verified using the worst-case approach and process validation. RESULTS Croscarmellose sodium had the most significant influence on drug dissolution, with the next significant factors as sodium chloride and sodium glycolate content, settling volume, particle size, suspension pH, loss on drying, and maximum temperature during drying. Loss on drying of microcrystalline cellulose and specific surface area of magnesium stearate were also essential factors. Among the process parameters, auger speed during roller compaction, compression speed, and force feeder speed during tablet compression had significant impacts on the tablet dissolution rate. The multivariate model created satisfied the process validation. CONCLUSIONS This multivariate analysis is a useful tool to predict and optimize critical material attributes and process parameters. The variability of the materials can be successfully compensated for using various process parameters, to ensure consistent approved drug quality, to thus provide better patient care.
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Affiliation(s)
- Marcel Prikeržnik
- Department of Pharmaceutical Technology, Faculty of Pharmacy, University of Ljubljana, Ljubljana, Slovenia.,Lek Pharmaceuticals, d. d, Ljubljana, Slovenia
| | - Stanko Srčič
- Department of Pharmaceutical Technology, Faculty of Pharmacy, University of Ljubljana, Ljubljana, Slovenia
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10
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Olaleye B, Wu CY, Liu LX. The effects of screw-to-roll speed ratio on ribbon porosity during roll compaction. Int J Pharm 2020; 588:119770. [PMID: 32805384 DOI: 10.1016/j.ijpharm.2020.119770] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Revised: 08/10/2020] [Accepted: 08/11/2020] [Indexed: 10/23/2022]
Abstract
Dry granulation through roll compaction is a technology commonly used in the pharmaceutical industry for producing roll compacted ribbons. The significance of the feed screw speed and roll speed during ribbon production was highlighted in recent publications. However, previous studies focused primarily on the individual effects of either the feed screw speed or roll speed on ribbon porosity, and the synergetic effect of these parameters was rarely examined. The aim of this study therefore was to investigate the effects of the screw-to-roll speed ratio on the porosity of roll compacted ribbons, produced at different roll compaction conditions using the microcrystalline cellulose MCC, Avicel PH-102 feed material. It was observed that ribbon porosity decreased linearly with increasing screw-to-roll speed ratio. Furthermore, an increase in the speed ratio led to an increase in the roll gap and mass throughput while a decrease in the screw constant was observed. Thus, this study demonstrates that the screw-to-roll speed ratio can be treated as one of the critical process parameters for controlling ribbon porosity and can also be used to determine the optimum operating regimes during roll compaction.
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Affiliation(s)
- Busayo Olaleye
- Department of Chemical and Process Engineering, University of Surrey, Guildford, Surrey GU2 7JP, UK
| | - Chuan-Yu Wu
- Department of Chemical and Process Engineering, University of Surrey, Guildford, Surrey GU2 7JP, UK
| | - Lian X Liu
- Department of Chemical and Process Engineering, University of Surrey, Guildford, Surrey GU2 7JP, UK.
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11
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Vanza JD, Patel RB, Dave RR, Patel MR. Polyethylene oxide and its controlled release properties in hydrophilic matrix tablets for oral administration. Pharm Dev Technol 2020; 25:1169-1187. [PMID: 32772604 DOI: 10.1080/10837450.2020.1808015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Polymers are excipients that modify the rate of drug release from pharmaceutical dosage forms. Hydrophilic polymer-based controlled drug delivery system is more advantageous as compared to the conventional delivery system as it reduces the dosing frequency, improves therapeutic efficacy, reduces side-effects, and probably enhances patient compliance. Polyethylene oxide (PEO), a nonionic hydrophilic polymer, is one of the most widely used polymers for extending the drug release. This review mainly focuses on the PEO marketed by, but not limited to, The Dow Chemical Company under the trade name of POLYOXTM. It is commercially available polyethylene oxide polymer existing in various molecular weight and viscosity grades depending upon the application. This study essentially discusses chemistry, physicochemical properties, and the impact of formulation and processing variables on the release of drug from hydrophilic PEO matrix tablets. Moreover, it also summarizes the stability, patents, and regulatory perspectives of POLYOX that can further influence the future developments of controlled release dosage forms.
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Affiliation(s)
- Jigar D Vanza
- Ramanbhai Patel College of Pharmacy, Charotar University of Science and Technology (CHARUSAT), Changa, India
| | - Rashmin B Patel
- Ramanbhai Patel College of Pharmacy, Charotar University of Science and Technology (CHARUSAT), Changa, India
| | - Richa R Dave
- Ramanbhai Patel College of Pharmacy, Charotar University of Science and Technology (CHARUSAT), Changa, India
| | - Mrunali R Patel
- Ramanbhai Patel College of Pharmacy, Charotar University of Science and Technology (CHARUSAT), Changa, India
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12
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Allenspach C, Timmins P, Sharif S, Minko T. Characterization of a novel hydroxypropyl methylcellulose (HPMC) direct compression grade excipient for pharmaceutical tablets. Int J Pharm 2020; 583:119343. [PMID: 32305364 DOI: 10.1016/j.ijpharm.2020.119343] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 04/09/2020] [Accepted: 04/14/2020] [Indexed: 11/16/2022]
Abstract
Controlled release tablets are important dosage forms enabling a slower release of the drug and better pharmacokinetics for some drugs and hydrophilic matrix tablets utilizing hydroxypropyl methylcellulose (HPMC) are one of the most common types. One of the main challenges with using HPMC is its poor flow when implemented in a direct compression process or when utilized for continuous manufacturing for which novel grades of direct compression have been developed. In this work, three different direct compression (DC) grades of HPMC (K4M, K15M and K100M) were characterized and compared to their standard grade (CR) counterparts. These materials were compared in terms of density, particle size, morphology, surface area and powder flow using multiple techniques. Results showed that the materials were almost identical in terms of particle shape and although the DC grades had better flow, the particle size was slightly smaller with an unexpectedly higher surface area, which most likely resulted from the inclusion of co-processed silicon dioxide in the DC grades. The bulk, tapped and true densities were slightly higher for all of the DC grades. Of the eleven different parameters used to characterize the flow of the materials the DC grades showed better flow than their standard CR counterparts for nine of the parameters (Carr's Index, Erweka flow, FT4 Flow Rate Index, Mean Avalanche Time, Avalanche Scatter, Number of Avalanches, Shear Cell Uni-axial Compressive Strength and Shear Cell Flow Function Coefficient). Only the FT4 Basic Flowability Energy and Specific Energy showed the opposite trend which can be explained from the testing methodology. It is recommended to evaluate the DC grades of HPMC for processes where better flowing material would have an advantage, such as direct compression, continuous manufacturing, and roller compaction if the powder flow into the rolls is problematic.
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Affiliation(s)
- Carl Allenspach
- Bristol-Myers Squibb, 1 Squibb Dr. New, Brunswick, NJ 08901, United States.
| | - Peter Timmins
- Bristol-Myers Squibb, Reeds Lane, Moreton Merseyside CH46 1QW, UK.
| | - Shasad Sharif
- Bristol-Myers Squibb, 1 Squibb Dr. New, Brunswick, NJ 08901, United States
| | - Tamara Minko
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854-8020, United States
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Model-Based Scale-Up Methodologies for Pharmaceutical Granulation. Pharmaceutics 2020; 12:pharmaceutics12050453. [PMID: 32423051 PMCID: PMC7284585 DOI: 10.3390/pharmaceutics12050453] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Revised: 05/09/2020] [Accepted: 05/11/2020] [Indexed: 12/13/2022] Open
Abstract
In the pharmaceutical industry, it is a major challenge to maintain consistent quality of drug products when the batch scale of a process is changed from a laboratory scale to a pilot or commercial scale. Generally, a pharmaceutical manufacturing process involves various unit operations, such as blending, granulation, milling, tableting and coating and the process parameters of a unit operation have significant effects on the quality of the drug product. Depending on the change in batch scale, various process parameters should be strategically controlled to ensure consistent quality attributes of a drug product. In particular, the granulation may be significantly influenced by scale variation as a result of changes in various process parameters and equipment geometry. In this study, model-based scale-up methodologies for pharmaceutical granulation are presented, along with data from various related reports. The first is an engineering-based modeling method that uses dimensionless numbers based on process similarity. The second is a process analytical technology-based modeling method that maintains the desired quality attributes through flexible adjustment of process parameters by monitoring the quality attributes of process products in real time. The third is a physics-based modeling method that involves a process simulation that understands and predicts drug quality through calculation of the behavior of the process using physics related to the process. The applications of these three scale-up methods are summarized according to granulation mechanisms, such as wet granulation and dry granulation. This review shows that these model-based scale-up methodologies provide a systematic process strategy that can ensure the quality of drug products in the pharmaceutical industry.
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14
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Moroney KM, Cronin P, Adeleye OA, Schaller BE, Howard MA, Castro-Dominguez B, Ramachandran R, Walker GM. An evaluation of the Johanson model for roller compaction process development for a high dose API. POWDER TECHNOL 2020. [DOI: 10.1016/j.powtec.2020.02.058] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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15
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Muliadi AR, Banda A, Mao C. Recent Progress in Roll Compaction Process Development for Pharmaceutical Solid Dosage Form Manufacture. CONTINUOUS PHARMACEUTICAL PROCESSING 2020. [DOI: 10.1007/978-3-030-41524-2_7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/13/2023]
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16
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Yu J, Xu B, Zhang K, Shi C, Zhang Z, Fu J, Qiao Y. Using a Material Library to Understand the Impacts of Raw Material Properties on Ribbon Quality in Roll Compaction. Pharmaceutics 2019; 11:pharmaceutics11120662. [PMID: 31817930 PMCID: PMC6956229 DOI: 10.3390/pharmaceutics11120662] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 11/09/2019] [Accepted: 12/04/2019] [Indexed: 12/19/2022] Open
Abstract
The purpose of this study is to use a material library to investigate the effect of raw material properties on ribbon tensile strength (TS) and solid fraction (SF) in the roll compaction (RC) process. A total of 81 pharmaceutical materials, including 53 excipients and 28 natural product powders (NPPs), were characterized by 22 material descriptors and were compacted under five different hydraulic pressures. The transversal and longitudinal splitting behaviors of the ribbons were summarized. The TS-porosity and TS-pressure relationships were used to explain the roll compaction behavior of powdered materials. Through defining the target ribbon quality (i.e., 0.6 ≤ SF ≤ 0.8 and TS ≥ 1 MPa), the roll compaction behavior classification system (RCBCS) was built and 81 materials were classified into three categories. A total of 24 excipients and five NPPs were classified as Category I materials, which fulfilled the target ribbon quality and had less occurrence of transversal splitting. Moreover, the multivariate relationships between raw material descriptors, the hydraulic pressure and ribbon quality attributes were obtained by PLS regression. Four density-related material descriptors and the cohesion index were identified as critical material attributes (CMAs). The multi-objective design space summarizing the feasible material properties and operational region for the RC process were visualized. The RCBCS presented in this paper enables a formulator to perform the initial risk assessment of any new materials, and the data modeling method helps to predict the impact of formulation ingredients on strength and porosity of compacts.
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Affiliation(s)
- Jiaqi Yu
- Department of Chinese Medicine Information Science, Beijing University of Chinese Medicine, Beijing 100029, China; (J.Y.); (K.Z.); (C.S.)
| | - Bing Xu
- Department of Chinese Medicine Information Science, Beijing University of Chinese Medicine, Beijing 100029, China; (J.Y.); (K.Z.); (C.S.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China; (Z.Z.); (J.F.)
- Correspondence: (B.X.); (Y.Q.); Tel.: +86-010-53912117 (B.X.)
| | - Kunfeng Zhang
- Department of Chinese Medicine Information Science, Beijing University of Chinese Medicine, Beijing 100029, China; (J.Y.); (K.Z.); (C.S.)
| | - Chenfeng Shi
- Department of Chinese Medicine Information Science, Beijing University of Chinese Medicine, Beijing 100029, China; (J.Y.); (K.Z.); (C.S.)
| | - Zhiqiang Zhang
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China; (Z.Z.); (J.F.)
- Beijing Tcmages Pharmceutical Co. LTD, Beijing 101301, China
| | - Jing Fu
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China; (Z.Z.); (J.F.)
- Beijing Tcmages Pharmceutical Co. LTD, Beijing 101301, China
| | - Yanjiang Qiao
- Department of Chinese Medicine Information Science, Beijing University of Chinese Medicine, Beijing 100029, China; (J.Y.); (K.Z.); (C.S.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China; (Z.Z.); (J.F.)
- Correspondence: (B.X.); (Y.Q.); Tel.: +86-010-53912117 (B.X.)
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Matji A, Vargas E, Carvajal L, Terleira AI, Portolés A, Garcia-Arieta A, Torrado JJ, Serrano DR. Effect of enantiomerism on the bioequivalence of a new ibuprofen 600-mg tablet formulation obtained by roller compaction. Chirality 2019; 32:185-190. [PMID: 31755587 DOI: 10.1002/chir.23148] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 10/04/2019] [Accepted: 10/14/2019] [Indexed: 11/07/2022]
Abstract
The bioequivalence of a new ibuprofen 600-mg film-coated tablet obtained by roller compaction was studied in a crossover study with 22 healthy volunteers. Bioequivalence was analyzed based on (a) the S-enantiomer, (b) the R-enantiomer, and (c) the sum of both enantiomers (representing the results of an achiral assay). The bioequivalence conclusion for ibuprofen products should be based not only on AUC and Cmax but also on tmax since tmax is related to the onset of action. However, it is not possible to ensure if bioequivalence has been demonstrated for tmax as regulators have not defined the acceptance range for the difference between medians of tmax in those cases, where tmax is clinically relevant. In this study, it was possible to conclude bioequivalence for tmax based on S-ibuprofen, though this conclusion might be questioned if the decision is based on R-ibuprofen or the achiral method.
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Affiliation(s)
- Antonio Matji
- Pharmaceutics and Food Technology, Complutense University Madrid, Madrid, Spain
| | - Emilio Vargas
- Clinical Pharmacology Service, Pharmacology, Hospital Clínico San Carlos, Complutense University of Madrid/IdISSC, Madrid, Spain
| | - Luis Carvajal
- Pharmaceutics and Food Technology, Complutense University Madrid, Madrid, Spain
| | - Ana Isabel Terleira
- Clinical Pharmacology Service, Pharmacology, Hospital Clínico San Carlos, Complutense University of Madrid/IdISSC, Madrid, Spain
| | - Antonio Portolés
- Clinical Pharmacology Service, Pharmacology, Hospital Clínico San Carlos, Complutense University of Madrid/IdISSC, Madrid, Spain
| | - Alfredo Garcia-Arieta
- Pharmacology and Clinical Evaluation, Human Use Medicines, Spanish Agency for Medicines and Health Care Products, Madrid, Spain
| | - Juan J Torrado
- Pharmaceutics and Food Technology, Complutense University Madrid, Madrid, Spain
| | - Dolores R Serrano
- Pharmaceutics and Food Technology, Complutense University Madrid, Madrid, Spain
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18
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Singh BN. Product Development, Manufacturing, and Packaging of Solid Dosage Forms Under QbD and PAT Paradigm: DOE Case Studies for Industrial Applications. AAPS PharmSciTech 2019; 20:313. [PMID: 31529232 DOI: 10.1208/s12249-019-1515-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Accepted: 08/18/2019] [Indexed: 11/30/2022] Open
Abstract
An integrated approach based on QbD and PAT provides a systematic and innovative framework for product development, manufacturing, and quality risk management. In this context, the significance of the outcome of design of experiments (DOEs) to the selection of the product design, robust commercial manufacturing process, design space, and overall control strategy remains vital for the success of a drug product throughout its life cycle. This paper aims at discussing selected recent DOE case studies conducted during QbD-based and integrated QbD/PAT-based development of solid oral formulations and process improvement studies. The main focus of this paper is to highlight the rationales and importance of design selection during development and applications of mathematical models and statistical tools in analyzing DOE and PAT data for developing a design space, control strategy, and improved process monitoring. A total of 25 case studies (includes 9 PAT application studies) have been discussed in this paper which cover 11 manufacturing processes commonly utilized for solid dosage forms. Two case studies relevant to selection of packaging design for solid dosage forms are also briefly discussed to complete the scope. Overall, for a successful modern QbD approach, it is highly important that DOEs are conducted and analyzed in a logical sequence which involves designs that are phase-appropriate and quality-driven and facilitate both statistical and chemometric thinking at each development stage. This approach can result into higher regulatory flexibility along with lower economic burden during life cycle of a product, irrespective of regulatory path used (NDA or ANDA).
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19
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Toson P, Lopes DG, Paus R, Kumar A, Geens J, Stibale S, Quodbach J, Kleinebudde P, Hsiao WK, Khinast J. Model-based approach to the design of pharmaceutical roller-compaction processes. INTERNATIONAL JOURNAL OF PHARMACEUTICS-X 2019; 1:100005. [PMID: 31517270 PMCID: PMC6733294 DOI: 10.1016/j.ijpx.2019.100005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Revised: 12/18/2018] [Accepted: 12/29/2018] [Indexed: 11/29/2022]
Abstract
This work presents a new model based approach to process design and scale-up within the same equipment of a roller compaction process. The prediction of the operating space is not performed fully in-silico, but uses low-throughput experiments as input. This low-throughput data is utilized in an iterative calibration routine to describe the behavior of the powder in the roller compactor and improves the predictive quality of the mechanistic models at low and high-throughput. The model has been validated with an experimental design of experiments of two ibuprofen formulations. The predicted sweet spots in the operating space are in good agreement with the experimental results.
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Affiliation(s)
- Peter Toson
- Research Center Pharmaceutical Engineering GmbH, Inffeldgasse 13, 8010 Graz, Austria
| | - Diogo G Lopes
- Research Center Pharmaceutical Engineering GmbH, Inffeldgasse 13, 8010 Graz, Austria
| | - Raphael Paus
- Discovery, Product Development and Supply, Pharmaceutical Research and Development, Division of Janssen Pharmaceutica, Johnson & Johnson, Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Ashish Kumar
- Discovery, Product Development and Supply, Pharmaceutical Research and Development, Division of Janssen Pharmaceutica, Johnson & Johnson, Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Jeroen Geens
- Discovery, Product Development and Supply, Pharmaceutical Research and Development, Division of Janssen Pharmaceutica, Johnson & Johnson, Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Sandy Stibale
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstraße 1, 40225 Düsseldorf, Germany
| | - Julian Quodbach
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstraße 1, 40225 Düsseldorf, Germany
| | - Peter Kleinebudde
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstraße 1, 40225 Düsseldorf, Germany
| | - Wen-Kai Hsiao
- Research Center Pharmaceutical Engineering GmbH, Inffeldgasse 13, 8010 Graz, Austria
| | - Johannes Khinast
- Research Center Pharmaceutical Engineering GmbH, Inffeldgasse 13, 8010 Graz, Austria.,Institute for Process and Particle Engineering, Graz University of Technology, Inffeldgasse 13, 8010 Graz, Austria
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20
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Matji A, Donato N, Gagol A, Morales E, Carvajal L, Serrano DR, Worku ZA, Healy AM, Torrado JJ. Predicting the critical quality attributes of ibuprofen tablets via modelling of process parameters for roller compaction and tabletting. Int J Pharm 2019; 565:209-218. [DOI: 10.1016/j.ijpharm.2019.05.011] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 04/23/2019] [Accepted: 05/05/2019] [Indexed: 11/25/2022]
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21
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Hwang KM, Kim SY, Nguyen TT, Cho CH, Park ES. Use of roller compaction and fines recycling process in the preparation of erlotinib hydrochloride tablets. Eur J Pharm Sci 2019; 131:99-110. [PMID: 30716380 DOI: 10.1016/j.ejps.2019.01.036] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 12/29/2018] [Accepted: 01/30/2019] [Indexed: 12/28/2022]
Abstract
This study focuses on improving the manufacturing process for a generic immediate-release tablet containing erlotinib hydrochloride by adding a fines recycling process during roller compaction. Due to the large fraction of small-sized API particles, the starting powder mixture was inconsistently fed into the roller compactor. Consequently, poorly flowing granules with a high ratio of fines were produced. A fines recycling step was, therefore, added to the existing roller compaction process to minimize the risks caused by the poor granule flow. A laboratory scale roller compactor and a tablet simulator were used to prepare granules at various process conditions. The effect of dry granulation parameters on size distribution, API distribution, powder flow, compaction properties, and dissolution profile was evaluated. The granule batch after fines recycling had markedly improved size distribution and flowability while maintaining acceptable tablet tensile strength and rapid dissolution profile. The application of the fines recycling process at commercial scale resulted in reliable dissolution performance and batch-to-batch consistency, which were further confirmed by bioequivalence to the reference product. Understanding how granule properties are impacted by the fines recycling process may enable fine-tuning of the dry granulation process for optimal product quality.
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Affiliation(s)
- Kyu-Mok Hwang
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Sang-Yeop Kim
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea; Boryung Pharmaceutical Co., Ltd., Ansan 15425, Republic of Korea
| | - Thi-Tram Nguyen
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Cheol-Hee Cho
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Eun-Seok Park
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Republic of Korea.
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22
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Haeffler G, Schmidt L, Lakio S, Reynolds G, Ödman J, Tajarobi P. A systematic study of the impact of changes of roller compactor equipment on granule and tablet properties. POWDER TECHNOL 2019. [DOI: 10.1016/j.powtec.2018.09.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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23
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Arndt OR, Baggio R, Adam AK, Harting J, Franceschinis E, Kleinebudde P. Impact of Different Dry and Wet Granulation Techniques on Granule and Tablet Properties: A Comparative Study. J Pharm Sci 2018; 107:3143-3152. [DOI: 10.1016/j.xphs.2018.09.006] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 09/04/2018] [Accepted: 09/10/2018] [Indexed: 11/26/2022]
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24
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Evaluation of a Dry Coating Technology as a Substitute for Roller Compaction for Dry Agglomeration Applications in the Pharmaceutical Industry. J Pharm Innov 2018. [DOI: 10.1007/s12247-018-9353-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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25
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Chattoraj S, Daugherity P, McDermott T, Olsofsky A, Roth WJ, Tobyn M. Sticking and Picking in Pharmaceutical Tablet Compression: An IQ Consortium Review. J Pharm Sci 2018; 107:2267-2282. [DOI: 10.1016/j.xphs.2018.04.029] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Revised: 04/23/2018] [Accepted: 04/27/2018] [Indexed: 12/20/2022]
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26
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Is the adjustment of the impeller speed a reliable attempt to influence granule size in continuous dry granulation? ADV POWDER TECHNOL 2018. [DOI: 10.1016/j.apt.2018.02.029] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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27
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Mokhtar M, Gosselin PM, François-Xavier L, Hildgen P. Tablet formulation of Famotidine-loaded P-gp inhibiting nanoparticles using PLA-g-PEG grafted polymer. Pharm Dev Technol 2018; 24:211-221. [PMID: 29564944 DOI: 10.1080/10837450.2018.1455695] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Our work aimed at evaluating the use of permeability glycoprotein (P-gp) inhibiting nanoparticles (NPs) as a part of a suitable oral solid dosage to improve bioavailability. Famotidine (Pepcid®), a stomach acid production inhibitor, was used as a drug model to test our hypothesis. Famotidine-loaded NPs were prepared by solvent emulsion evaporation using PEG grafted on a polylactide acid (PLA) polymer backbone (PLA-g-PEG), with a 5% molar ratio of PEG versus lactic acid monomer and PEG of either 750 or 2000 Da molecular weight. Tablet formulation was composed of 40% Famotidine-loaded NPs, 52.5% microcrystalline cellulose as filler, 7% pre-gelatinized starch as binder/disintegrant, and 0.5% magnesium stearate as lubricant. Tablets containing 1.6 mg of Famotidine were prepared at an average weight of 500 mg, thickness of 6.2-6.5 mm, hardness of 5-8 kp, and disintegration time of <1 min. Our results suggest that Famotidine-loaded NPs using grafted PEG-g-PLA polymers can be formulated as an oral solid dosage form while effectively inhibiting P-gp mediated Famotidine efflux, irrespective of PEG molecular weights. This could therefore represent an attractive formulation alternative to enhance oral permeability and bioavailability of drugs that are P-gp substrates.
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Affiliation(s)
- Mohamed Mokhtar
- a Faculté de Pharmacie , Université de Montréal , Montreal , Canada.,b Faculty of Health Science , Sirte University , Sirte , Libya
| | | | | | - Patrice Hildgen
- a Faculté de Pharmacie , Université de Montréal , Montreal , Canada
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28
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Korte C, Quodbach J. Formulation development and process analysis of drug-loaded filaments manufactured via hot-melt extrusion for 3D-printing of medicines. Pharm Dev Technol 2018; 23:1117-1127. [PMID: 29368974 DOI: 10.1080/10837450.2018.1433208] [Citation(s) in RCA: 83] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Three dimensional(3D)-printing via fused deposition modeling (FDM) allows the production of individualized solid dosage forms. However, for bringing this benefit to the patient, active pharmaceutical ingredient (API)-loaded filaments of pharmaceutical grade excipients are necessary as feedstock and have to be produced industrially. As large-scale production of API-loaded filaments has not been described in literature, this study presents a development of 3D-printable filaments, which can continuously be produced via hot-melt extrusion. Further, a combination of testing methods for mechanical resilience of filaments was applied to improve the prediction of their printability. Eudragit RL was chosen as a sustained release polymer and theophylline (30%) as thermally stable model drug. Stearic acid (7%) and polyethylene glycol 4000 (10%), were evaluated as suitable plasticizers for producing 3D-printable filaments. The two formulations were printed into solid dosage forms and analyzed regarding their dissolution profiles. This revealed that stearic acid maintained sustained release properties of the matrix whereas polyethylene glycol 4000 did not. Analysis of the continuous extrusion process was done using a design of experiments. It showed that powder feed rate and speed of the stretching device used after extrusion predominantly determine the diameter of the filament and thereby the mechanical resilience of a filament.
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Affiliation(s)
- Carolin Korte
- a Institute of Pharmaceutics and Biopharmaceutics , Heinrich Heine University , Düsseldorf , Germany
| | - Julian Quodbach
- a Institute of Pharmaceutics and Biopharmaceutics , Heinrich Heine University , Düsseldorf , Germany
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29
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Kamata T, Wada K, Ichikawa H. Dry pre-coating of active pharmaceutical ingredient with submicron-sized hydroxypropylcellulose in dry granulation using roller compactor improves granule properties. J Drug Deliv Sci Technol 2018. [DOI: 10.1016/j.jddst.2017.08.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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30
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Saarinen T, Antikainen O, Yliruusi J. Simultaneous Comparison of Two Roller Compaction Techniques and Two Particle Size Analysis Methods. AAPS PharmSciTech 2017; 18:3198-3207. [PMID: 28540484 DOI: 10.1208/s12249-017-0778-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2016] [Accepted: 04/07/2017] [Indexed: 11/30/2022] Open
Abstract
A new dry granulation technique, gas-assisted roller compaction (GARC), was compared with conventional roller compaction (CRC) by manufacturing 34 granulation batches. The process variables studied were roll pressure, roll speed, and sieve size of the conical mill. The main quality attributes measured were granule size and flow characteristics. Within granulations also the real applicability of two particle size analysis techniques, sieve analysis (SA) and fast imaging technique (Flashsizer, FS), was tested. All granules obtained were acceptable. In general, the particle size of GARC granules was slightly larger than that of CRC granules. In addition, the GARC granules had better flowability. For example, the tablet weight variation of GARC granules was close to 2%, indicating good flowing and packing characteristics. The comparison of the two particle size analysis techniques showed that SA was more accurate in determining wide and bimodal size distributions while FS showed narrower and mono-modal distributions. However, both techniques gave good estimates for mean granule sizes. Overall, SA was a time-consuming but accurate technique that provided reliable information for the entire granule size distribution. By contrast, FS oversimplified the shape of the size distribution, but nevertheless yielded acceptable estimates for mean particle size. In general, FS was two to three orders of magnitude faster than SA.
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31
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32
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Affiliation(s)
- Y. Liu
- Dept. of Chemical Engineering; MMRI/ CAPPA-D, McMaster University; Hamilton Ontario Canada L8S 4L7
| | - M. R. Thompson
- Dept. of Chemical Engineering; MMRI/ CAPPA-D, McMaster University; Hamilton Ontario Canada L8S 4L7
| | - K. P. O'Donnell
- Dow food, Pharma & Medical; Larkin Laboratory, The Dow Chemical Company; Midland MI 48674
| | - S. Ali
- Pharma Solutions; BASF Corporation; 100 Park Avenue, Florham Park NJ 07932
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33
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Talwar S, Nunes C, Stevens T, Nesarikar V, Timmins P, Anderson CA, Drennen JK. Understanding the Impact of Chemical Variability and Calibration Algorithms on Prediction of Solid Fraction of Roller Compacted Ribbons Using Near-Infrared (NIR) Spectroscopy. APPLIED SPECTROSCOPY 2017; 71:1209-1221. [PMID: 27815436 DOI: 10.1177/0003702816671960] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
The study is aimed at developing a near-infrared (NIR) method for predicting solid fraction (SF) of dry granulated ribbons manufactured with formulation variability. The study investigated the impact of unmodeled chemical variability and regression approaches on method performance. The study utilized an excipient-only formulation system. Calibration compacts were created with chemical and processing variability; followed by collection of NIR spectra. Partial least squares (PLS) and spectral slope algorithms were utilized to model compact SF. Later, the models were deployed to predict SF of test ribbons and compacts containing an API at various concentrations. The risk associated with unmodeled chemical variation manifested itself through generation of new peaks and decreased baseline absorbance in the NIR spectra. The spectral slope was able to better manage this risk, as demonstrated by relatively higher robustness to the increasing load of the active pharmaceutical ingredient (API). The reduced robustness of the PLS approach was attributed to the impact of chemical variability on both spectral baseline and peak absorbance. A prediction error of approximately 5% was observed at 10% drug load using the spectral slope approach. An understanding of the risk associated with unmodeled variability will enable NIR method development as an API sparing technique for low-dose product development.
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Affiliation(s)
- Sameer Talwar
- 1 Graduate School of Pharmaceutical Sciences, Duquesne University, Pittsburgh, Pennsylvania, USA
| | - Cletus Nunes
- 2 Drug Product Science & Technology, Bristol-Myers Squibb, Co., New Brunswick, New Jersey, USA
| | - Tim Stevens
- 3 Analytical and Bioanalytical Development, Bristol-Myers Squibb, Co., New Brunswick, New Jersey, USA
| | - Vishwas Nesarikar
- 4 Duquesne Center for Pharmaceutical Technology, Duquesne University, Pittsburgh, Pennsylvania, USA
| | - Peter Timmins
- 2 Drug Product Science & Technology, Bristol-Myers Squibb, Co., New Brunswick, New Jersey, USA
| | - Carl A Anderson
- 4 Duquesne Center for Pharmaceutical Technology, Duquesne University, Pittsburgh, Pennsylvania, USA
| | - James K Drennen
- 4 Duquesne Center for Pharmaceutical Technology, Duquesne University, Pittsburgh, Pennsylvania, USA
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34
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Crowley ME, Hegarty A, McAuliffe MA, O'Mahony GE, Kiernan L, Hayes K, Crean AM. Near-infrared monitoring of roller compacted ribbon density: Investigating sources of variation contributing to noisy spectral data. Eur J Pharm Sci 2017; 102:103-114. [DOI: 10.1016/j.ejps.2017.02.024] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2016] [Revised: 01/18/2017] [Accepted: 02/14/2017] [Indexed: 10/20/2022]
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35
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Wenzel T, Stillhart C, Kleinebudde P, Szepes A. Influence of drug load on dissolution behavior of tablets containing a poorly water-soluble drug: estimation of the percolation threshold. Drug Dev Ind Pharm 2017; 43:1265-1275. [DOI: 10.1080/03639045.2017.1313856] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Tim Wenzel
- Formulation Research and Development, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - Cordula Stillhart
- Formulation Research and Development, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - Peter Kleinebudde
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Düsseldorf, Germany
| | - Anikó Szepes
- Formulation Research and Development, F. Hoffmann-La Roche Ltd, Basel, Switzerland
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36
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Gupte A, DeHart M, Stagner WC, Haware RV. Comparative binder efficiency modeling of dry granulation binders using roller compaction. Drug Dev Ind Pharm 2017; 43:574-583. [DOI: 10.1080/03639045.2016.1272118] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
| | | | - William C. Stagner
- Campbell University College of Pharmacy & Health Sciences, Buies Creek, NC, USA
| | - Rahul V. Haware
- Campbell University College of Pharmacy & Health Sciences, Buies Creek, NC, USA
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37
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Sajjia M, Shirazian S, Kelly CB, Albadarin AB, Walker G. ANN Analysis of a Roller Compaction Process in the Pharmaceutical Industry. Chem Eng Technol 2016. [DOI: 10.1002/ceat.201600229] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Mustafa Sajjia
- University of Limerick, Castletroy; Pharmaceutical Manufacturing Technology Centre, Analog Devices Building; Bernal Institute; Limerick Ireland
- University of Limerick, Castletroy; Synthesis and Solid State Pharmaceutical Centre, Analog Devices Building, Bernal Institute; Limerick Ireland
| | - Saeed Shirazian
- University of Limerick, Castletroy; Synthesis and Solid State Pharmaceutical Centre, Analog Devices Building, Bernal Institute; Limerick Ireland
| | - Catherine B. Kelly
- University of Limerick, Castletroy; Synthesis and Solid State Pharmaceutical Centre, Analog Devices Building, Bernal Institute; Limerick Ireland
| | - Ahmad B. Albadarin
- University of Limerick, Castletroy; Synthesis and Solid State Pharmaceutical Centre, Analog Devices Building, Bernal Institute; Limerick Ireland
| | - Gavin Walker
- University of Limerick, Castletroy; Pharmaceutical Manufacturing Technology Centre, Analog Devices Building; Bernal Institute; Limerick Ireland
- University of Limerick, Castletroy; Synthesis and Solid State Pharmaceutical Centre, Analog Devices Building, Bernal Institute; Limerick Ireland
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38
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Sajjia M, Albadarin AB, Walker G. Statistical analysis of industrial-scale roller compactor ‘Freund TF-MINI model’. Int J Pharm 2016; 513:453-463. [DOI: 10.1016/j.ijpharm.2016.09.052] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Revised: 09/15/2016] [Accepted: 09/16/2016] [Indexed: 10/21/2022]
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39
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Chudiwal SS, Dehghan MHG. Quality by design (QbD) approach for design and development of drug-device combination products: a case study on flunisolide nasal spray. Pharm Dev Technol 2016; 23:1077-1087. [DOI: 10.1080/10837450.2016.1236130] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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40
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Košir D, Vrečer F. The performance of HPMC matrix tablets using various agglomeration manufacturing processes. Drug Dev Ind Pharm 2016; 43:329-337. [PMID: 27739880 DOI: 10.1080/03639045.2016.1249374] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
CONTEXT The flow and compaction properties of a compaction mixture or powder and the drug-release profile of final tablets are important critical quality attributes (CQAs) that have an impact on the overall performance of hydrophilic matrix tablets. The selection of granulation method can importantly affect these CQAs. OBJECTIVE This study investigates various agglomeration methods of sustained-release formulation using HPMC K4M as a release polymer with various wet- and dry-granulation techniques. MATERIALS AND METHODS Flow properties were determined using flow time, angle of response, and the Carr index. Compaction properties were evaluated using "out of die" Heckel model. Release of carvedilol was tested as 12-h drug-dissolution profile. RESULTS AND CONCLUSION Compression mixtures made using the wet-granulation method exhibit better flow and compression properties than compression mixtures made using the dry-granulation method. The direct compression method proved to be the least appropriate manufacturing method because the compression mixture has very poor flow and the lowest compressibility/compactibility index. The choice of granulation technique significantly influences the swelling behavior and drug-dissolution profile of the final matrix tablets, also resulting in dissimilar release profiles. The choice of granulation method has the greatest influence on the drug-release profile. The direct compression method provides tablets with the fastest drug-release profile, followed by the dry-granulation and wet-granulation methods. The particle size of granules and porosity of tablets play an important role, contributing to differences in drug-release profiles.
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Affiliation(s)
- Darjan Košir
- a KRKA, d.d., Novo mesto, Pharmaceutical R&D and Production , Slovenia.,b Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
| | - Franc Vrečer
- a KRKA, d.d., Novo mesto, Pharmaceutical R&D and Production , Slovenia.,b Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
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41
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Lopes DG, Garsuch V, Becker K, Paudel A, Stehr M, Zimmer A, Salar-Behzadi S. Improving the granule strength of roller-compacted ibuprofen sodium for hot-melt coating processing. Int J Pharm 2016; 510:285-95. [DOI: 10.1016/j.ijpharm.2016.06.049] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Revised: 05/31/2016] [Accepted: 06/19/2016] [Indexed: 12/30/2022]
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42
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Nordström J, Alderborn G. The granule porosity controls the loss of compactibility for both dry- and wet-processed cellulose granules but at different rate. J Pharm Sci 2015; 104:2029-2039. [PMID: 25872760 DOI: 10.1002/jps.24439] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2014] [Revised: 02/06/2015] [Accepted: 03/12/2015] [Indexed: 11/11/2022]
Abstract
The aim of this study was to investigate the role of porosity on the compression behavior and tablet tensile strength for granules produced by a dry granulation procedure. Microcrystalline cellulose was used as a typical pharmaceutical excipient and a comparison was made with the effect of granule porosity on the compression behavior and tablet tensile strength of wet-processed granules of the same composition. Both the wet and dry granulation process caused a loss in compactibility of the material that was controlled by the granule porosity up to a critical point of porosity and friability. Above this threshold value of porosity, the granules nearly collapsed completely into primary particles during compression. In these cases, the micro-structure and tensile strength of the formed tablets resembled that of tablets formed from the original ungranulated powder.
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Affiliation(s)
| | - Göran Alderborn
- Department of Pharmacy, Uppsala University Uppsala SE-751 23, Sweden
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43
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Heiman J, Tajarobi F, Gururajan B, Juppo A, Abrahmsén-Alami S. Roller compaction of hydrophilic extended release tablets-combined effects of processing variables and drug/matrix former particle size. AAPS PharmSciTech 2015; 16:267-77. [PMID: 25273028 DOI: 10.1208/s12249-014-0219-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2014] [Accepted: 09/10/2014] [Indexed: 11/30/2022] Open
Abstract
The present study shows that roller compaction (RC) can successfully be used as a granulation method to prepare hydroxypropyl methylcellulose (HPMC)-based extended release matrix tablets containing a high drug load, both for materials deforming mainly by fragmentation (paracetamol) as for those having mainly plastic deformation (ibuprofen). The combined effect of RC process variables and composition on the manufacturability of HPMC tablets was investigated. Standard wet granulation grade HPMC was compared with a larger particle size direct compressible HPMC grade. Higher roll pressure was found to result in larger paracetamol granules and narrower granule particle size distributions, especially for formulations containing smaller size HPMC. However, for ibuprofen, no clear effect of roll pressure was observed. High roll pressure also resulted in denser ribbon and less bypass fines during RC. Loss of compactibility was observed for granules compared to powder blends, which was found to be related to differences in granule porosity and morphology. Using the large-sized HPMC grade did in some cases result in lower tensile strength tablets but had the advantage to improve the powder flow into the roller compactor. This work also indicates that when the HPMC level lies near the percolation threshold, significant changes can occur in the drug release rate due to changes in other factors (raw material characteristics and processing).
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44
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Kona R, Fahmy RM, Claycamp G, Polli JE, Martinez M, Hoag SW. Quality-by-design III: application of near-infrared spectroscopy to monitor roller compaction in-process and product quality attributes of immediate release tablets. AAPS PharmSciTech 2015; 16:202-16. [PMID: 25319052 PMCID: PMC4309813 DOI: 10.1208/s12249-014-0180-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2013] [Accepted: 07/15/2014] [Indexed: 11/30/2022] Open
Abstract
The objective of this study is to use near-infrared spectroscopy (NIRS) coupled with multivariate chemometric models to monitor granule and tablet quality attributes in the formulation development and manufacturing of ciprofloxacin hydrochloride (CIP) immediate release tablets. Critical roller compaction process parameters, compression force (CFt), and formulation variables identified from our earlier studies were evaluated in more detail. Multivariate principal component analysis (PCA) and partial least square (PLS) models were developed during the development stage and used as a control tool to predict the quality of granules and tablets. Validated models were used to monitor and control batches manufactured at different sites to assess their robustness to change. The results showed that roll pressure (RP) and CFt played a critical role in the quality of the granules and the finished product within the range tested. Replacing binder source did not statistically influence the quality attributes of the granules and tablets. However, lubricant type has significantly impacted the granule size. Blend uniformity, crushing force, disintegration time during the manufacturing was predicted using validated PLS regression models with acceptable standard error of prediction (SEP) values, whereas the models resulted in higher SEP for batches obtained from different manufacturing site. From this study, we were able to identify critical factors which could impact the quality attributes of the CIP IR tablets. In summary, we demonstrated the ability of near-infrared spectroscopy coupled with chemometrics as a powerful tool to monitor critical quality attributes (CQA) identified during formulation development.
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Affiliation(s)
- Ravikanth Kona
- />School of Pharmacy, University of Maryland, 20 N. Pine Street, Baltimore, Maryland 21201 USA
| | - Raafat M. Fahmy
- />Office of New Animal Drug Evaluation, Center for Veterinary Medicine, FDA, Rockville, Maryland 20855 USA
| | - Gregg Claycamp
- />Office of New Animal Drug Evaluation, Center for Veterinary Medicine, FDA, Rockville, Maryland 20855 USA
| | - James E. Polli
- />School of Pharmacy, University of Maryland, 20 N. Pine Street, Baltimore, Maryland 21201 USA
| | - Marilyn Martinez
- />Office of New Animal Drug Evaluation, Center for Veterinary Medicine, FDA, Rockville, Maryland 20855 USA
| | - Stephen W. Hoag
- />School of Pharmacy, University of Maryland, 20 N. Pine Street, Baltimore, Maryland 21201 USA
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45
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Wagner CM, Pein M, Breitkreutz J. Roll compaction of granulated mannitol grades and the unprocessed crystalline delta-polymorph. POWDER TECHNOL 2015. [DOI: 10.1016/j.powtec.2014.03.073] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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46
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McAuliffe MAP, O’Mahony GE, Blackshields CA, Collins JA, Egan DP, Kiernan L, O’Neill E, Lenihan S, Walker GM, Crean AM. The Use of PAT and Off-line Methods for Monitoring of Roller Compacted Ribbon and Granule Properties with a View to Continuous Processing. Org Process Res Dev 2014. [DOI: 10.1021/op5000013] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- M. A. P. McAuliffe
- Centre
for Advanced Photonics and Process Analysis, Applied Physics and Instrumentation
Department, Cork Institute of Technology, Cork, Ireland
| | - G. E. O’Mahony
- School
of Pharmacy, University College Cork, Cork, Ireland
| | - C. A. Blackshields
- Department
of Process, Energy and Transport Engineering, Cork Institute of Technology, Cork, Ireland
| | - J. A. Collins
- Materials
Surface Science Institute, Department of Chemical and Environmental
Sciences, University of Limerick, Limerick, Ireland
| | - D. P. Egan
- Enterprise
Research Centre, University of Limerick, Limerick, Ireland
| | - L. Kiernan
- Innopharma Laboratories, 311 Q House,
76 Furze Road, Sandyford Industrial Estate, Dublin, 18 Ireland
| | - E. O’Neill
- Centre
for Advanced Photonics and Process Analysis, Applied Physics and Instrumentation
Department, Cork Institute of Technology, Cork, Ireland
| | - S. Lenihan
- Department
of Process, Energy and Transport Engineering, Cork Institute of Technology, Cork, Ireland
| | - G. M. Walker
- Materials
Surface Science Institute, Department of Chemical and Environmental
Sciences, University of Limerick, Limerick, Ireland
- School
of Chemistry and Chemical Engineering, Queens University Belfast, Belfast BT9 5AG, Northern Ireland, United Kingdom
| | - A. M. Crean
- School
of Pharmacy, University College Cork, Cork, Ireland
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Rowe JM, Crison JR, Carragher TJ, Vatsaraj N, Mccann RJ, Nikfar F. Mechanistic Insights into the Scale‐Up of the Roller Compaction Process: A Practical and Dimensionless Approach. J Pharm Sci 2013; 102:3586-95. [DOI: 10.1002/jps.23659] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2013] [Revised: 06/05/2013] [Accepted: 06/11/2013] [Indexed: 11/08/2022]
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48
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Wagner CM, Pein M, Breitkreutz J. Roll compaction of mannitol: Compactability study of crystalline and spray-dried grades. Int J Pharm 2013; 453:416-22. [DOI: 10.1016/j.ijpharm.2013.05.024] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2013] [Revised: 05/07/2013] [Accepted: 05/11/2013] [Indexed: 10/26/2022]
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49
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Souihi N, Dumarey M, Wikström H, Tajarobi P, Fransson M, Svensson O, Josefson M, Trygg J. A quality by design approach to investigate the effect of mannitol and dicalcium phosphate qualities on roll compaction. Int J Pharm 2013; 447:47-61. [DOI: 10.1016/j.ijpharm.2013.02.036] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2012] [Revised: 02/12/2013] [Accepted: 02/13/2013] [Indexed: 11/27/2022]
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50
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Rojas J, Buckner I, Kumar V. Co-proccessed excipients with enhanced direct compression functionality for improved tableting performance. Drug Dev Ind Pharm 2012; 38:1159-70. [DOI: 10.3109/03639045.2011.645833] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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