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Su J, Zhang K, Qi F, Cao J, Miao Y, Zhang Z, Qiao Y, Xu B. A tabletability change classification system in supporting the tablet formulation design via the roll compaction and dry granulation process. Int J Pharm X 2023; 6:100204. [PMID: 37560487 PMCID: PMC10407897 DOI: 10.1016/j.ijpx.2023.100204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/11/2023] Open
Abstract
In this paper, the material library approach was used to uncover the pattern of tabletability change and related risk for tablet formulation design under the roll compaction and dry granulation (RCDG) process. 31 materials were fully characterized using 18 physical parameters and 9 compression behavior classification system (CBCS) parameters. Then, each material was dry granulated and sieved into small granules (125-250 μm) and large granules (630-850 μm), respectively. The compression behavior of granules was characterized by the CBCS descriptors, and were compared with that of ungranulated powders. The relative change of tabletability (CoTr) index was used to establish the tabletability change classification system (TCCS), and all materials were classified into three types, i.e. loss of tabletability (LoT, Type I), unchanged tabletability (Type II) and increase of tabletability (Type III). Results showed that approximately 65% of materials presented LoT, and as the granules size increased, 84% of the materials exhibited LoT. A risk decision tree was innovatively proposed by joint application of the CBCS tabletability categories and the TCCS tabletability change types. It was found that the LoT posed little risk to the tensile strength of the final tablet, when Category 1 or 2A materials, or Category 2B materials with Type II or Type III change of tabletability were used. Formulation risk happened to Category 2C or 3 materials, or Category 2B materials with Type I change of tabletability, particularly when high proportions of these materials were involved in tablet formulation. In addition, the risk assessment results were verified in the material property design space developed from a latent variable model in prediction of tablet tensile strength. Overall, results suggested that a combinational use of CBCS and TCCS could aid the decision making in selecting materials for tablet formulation design via RCDG.
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Affiliation(s)
- Junhui Su
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, PR China
| | - Kunfeng Zhang
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
| | - Feiyu Qi
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
| | - Junjie Cao
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
| | - Yuhua Miao
- The International Department, No. 8 Middle School of Beijing, Beijing 100045, PR China
| | - Zhiqiang Zhang
- Beijing Tcmages Pharmceutical Co. LTD, Beijing 101301, PR China
| | - Yanjiang Qiao
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, PR China
| | - Bing Xu
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, PR China
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, PR China
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Sousa AS, Serra J, Estevens C, Costa R, Ribeiro AJ. A quality by design approach in oral extended release drug delivery systems: where we are and where we are going? JOURNAL OF PHARMACEUTICAL INVESTIGATION 2022. [DOI: 10.1007/s40005-022-00603-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Influence of Formulation Factors, Process Parameters, and Selected Quality Attributes on Carvedilol Release from Roller-Compacted Hypromellose-Based Matrix Tablets. Pharmaceutics 2022; 14:pharmaceutics14040876. [PMID: 35456710 PMCID: PMC9032221 DOI: 10.3390/pharmaceutics14040876] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 04/14/2022] [Accepted: 04/15/2022] [Indexed: 12/10/2022] Open
Abstract
The importance of roller compaction is recently increasing. This study evaluates the combined effects of formulation factors, process parameters, and selected quality attributes on drug release from roller-compacted hypromellose-based matrix tablets containing carvedilol as a model drug. The influence of selected factors was statistically assessed and good predictive models were developed for various time points of the release profile. The results show that the release profile is mostly affected by the particle size distribution of granules and roll speed. This indicates that the roller compaction process has a major impact on drug release, which is also formulation dependent. A higher d50 and lower d90 value of spatial filtering technique-based particle size distribution results, a lower roll speed, increased hypromellose content, using microcrystalline cellulose as a filler, and higher tablet hardness, resulted in a decrease in the drug release rate. On the other hand, the effect of the roll pressure, size of screen apertures, and d10 values on drug release was insignificant. The significance of the factors was further explained by granule shape, their porosity, and friability evaluation, and by compressibility and compactibility studies of compression mixtures. Additionally, the spatial filtering technique demonstrated to be a promising tool in controlling the roller compaction process.
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Development of a Robust Control Strategy for Fixed-Dose Combination Bilayer Tablets with Integrated Quality by Design, Statistical, and Process Analytical Technology Approach. Pharmaceutics 2021; 13:pharmaceutics13091443. [PMID: 34575519 PMCID: PMC8467219 DOI: 10.3390/pharmaceutics13091443] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 08/18/2021] [Accepted: 09/06/2021] [Indexed: 11/21/2022] Open
Abstract
Control strategy and quality by design (QbD) are widely used to develop pharmaceutical products and improve drug quality; however, studies on fixed-dose combination (FDC) bilayer tablets are limited. In this study, the bilayer tablet consisted of high-dose metformin HCl in a sustained-release layer and low-dose dapagliflozin l-proline in an immediate-release layer. The formulation and process of each layer were optimized using the QbD approach. A d-optimal mixture design and response surface design were applied to optimize critical material attributes and critical process parameters, respectively. The robust design space was developed using Monte Carlo simulations by evaluating the risk of uncertainty in the model predictions. Multivariate analysis showed that there were significant correlations among impeller speed, massing time, granule bulk density, and dissolution in the metformin HCl layer, and among roller pressure, ribbon density, and dissolution in the dapagliflozin l-proline layer. Process analytical technology (PAT) was used with in–line transmittance near-infrared spectroscopy to confirm the bulk and ribbon densities of the optimized bilayer tablet. Moreover, the in vitro drug release and in vivo pharmacokinetic studies showed that the optimized test drug was bioequivalent to the reference drug. This study suggested that integrated QbD, statistical, and PAT approaches can develop a robust control strategy for FDC bilayer tablets by implementing real-time release testing based on the relationships among various variables.
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Jang EH, Park YS, Choi DH. Investigation of the effects of materials and dry granulation process on the mirabegron tablet by integrated QbD approach with multivariate analysis. POWDER TECHNOL 2021. [DOI: 10.1016/j.powtec.2020.12.044] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Kim JY, Chun MH, Choi DH. Control Strategy for Process Development of High-Shear Wet Granulation and Roller Compaction to Prepare a Combination Drug Using Integrated Quality by Design. Pharmaceutics 2021; 13:pharmaceutics13010080. [PMID: 33435594 PMCID: PMC7827752 DOI: 10.3390/pharmaceutics13010080] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 12/25/2020] [Accepted: 01/05/2021] [Indexed: 12/13/2022] Open
Abstract
In this study, we developed a control strategy for a drug product prepared by high-shear wet granulation and roller compaction using integrated quality by design (QbD). During the first and second stages, we optimized the process parameters through the design of experiments and identified the intermediate quality attributes (IQAs) and critical quality attributes (CQAs) relationship, respectively. In the first stage, we conducted an initial risk assessment by selecting critical process parameters with high impact on IQAs and CQAs and confirmed the correlation between control and response factors. Additionally, we performed Monte Carlo simulations by optimizing the process parameters to deriving and building a robust design space. In the second stage, we identified the IQAs and CQAs relationship for the control strategy, using multivariate analysis (MVA). Based on MVA, in the metformin layer, dissolution at 1 h was significantly correlated with intrinsic dissolution rate and granule size, and dissolution at 3 h was significantly correlated with bulk density and granule size. In dapagliflozin layer, dissolution at 10 min and 15 min was significantly correlated with granule size. Our results suggest that the desired drug quality may result through IQAs monitoring during the process and that the integrated QbD approach utilizing MVA can be used to develop a control strategy for producing high-quality drug products.
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Affiliation(s)
- Ji Yeon Kim
- Department of Pharmaceutical Engineering, Inje University, Gyeongnam 621-749, Korea;
| | - Myung Hee Chun
- School of Pharmacy, Sungkyunkwan University, Suwon 16419, Korea;
| | - Du Hyung Choi
- Department of Pharmaceutical Engineering, Inje University, Gyeongnam 621-749, Korea;
- Correspondence: ; Tel.: +82-55-320-3395
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Imaging of the Effect of Alcohol-Containing Media on the Performance of Hypromellose Hydrophilic Matrix Tablets: Comparison of Direct Compression and Regular Grades of Polymer. Pharmaceutics 2020; 12:pharmaceutics12090889. [PMID: 32961942 PMCID: PMC7559722 DOI: 10.3390/pharmaceutics12090889] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2020] [Revised: 09/13/2020] [Accepted: 09/14/2020] [Indexed: 11/17/2022] Open
Abstract
As the ingestion of drug products with alcohol could have adverse effects on the release of drugs from dosage forms, it is important to understand the mechanisms underpinning the influence on drug release by evaluating the effect of alcohol-containing media on the behaviour of pharmaceutical excipients. In this work, the effect of hydroalcoholic media containing up to 40% v/v absolute ethanol was evaluated, employing both the regular (CR) and direct compression grades (DC) of hypromellose. X-ray microtomography (XµT) and magnetic resonance imaging (MRI) were used as complementary techniques in determining the influence of the media composition on the ability of the CR and DC polymers to form and evolve the gel layer that controls drug release. Particle and powder properties of the polymer were characterised to determine any relationship to performance in hydroalcoholic media. Triboelectrification results showed the CR grade formulation to charge electropositively whereas the DC grade charged electronegatively. The flow properties also showed the DC grade to have a superior flow as compared to its CR counterpart. Differences in particle morphology between the grades influenced charging and flow behaviour of the powders; however, it did not seem to impact significantly either on the mechanical strength or the drug release properties of the compacted formulation using the model drug propranolol HCl. XµT and MRI imaging were successfully used as complementary techniques in determining the gel layer/hydration layer thickness measurements as the layer developed, as well as following ingress of hydroalcoholic media and its impact on the dry core. The result showed that although differences were present in the gel layer thickness potentially due to differences in particle morphology, this also did not impact significantly on the dissolution process, especially in acidic and hydroalcoholic media.
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Martinetz M, Karttunen AP, Sacher S, Wahl P, Ketolainen J, Khinast J, Korhonen O. RTD-based material tracking in a fully-continuous dry granulation tableting line. Int J Pharm 2018; 547:469-479. [DOI: 10.1016/j.ijpharm.2018.06.011] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Revised: 05/30/2018] [Accepted: 06/04/2018] [Indexed: 11/28/2022]
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Roller compaction: the effect of plastic deformation of primary particles with wide range of mechanical properties. Drug Deliv Transl Res 2018; 8:1615-1634. [PMID: 29947021 DOI: 10.1007/s13346-018-0555-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
Understanding the compaction behaviour of the primary powder in the roller compaction process is necessary to be able to better control the quality of the product. In this study, the plastic deformation of the primary particles was evaluated by determining two mechanical properties: the nano-indentation hardness and the viscoelasticity of the primary powder. The nano-indentation hardness of eight different materials with a wide range of mechanical properties was determined by indenting the surface of the single primary particle, whereas the viscoelasticity was evaluated for a powder bed using the creep test. These were linked to fundamental ribbon properties such as ribbon strength and width in addition to the amount of fines. It was identified that the plastic deformation of the material had the potential to provide an indication for the ability of the primary powder to produce a good ribbon. For the range of the investigated process parameters, the optimum hardness range that produced ribbons with ideal properties and small amount of fines was suggested.
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Matji A, Carvajal L, Conde F, Peña MA, Donato N, Serrano DR, Torrado JJ. Effect of the characteristics of raw material ibuprofen on roller compaction and dissolution. J Drug Deliv Sci Technol 2017. [DOI: 10.1016/j.jddst.2017.03.020] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Lakio S, Tajarobi P, Wikström H, Fransson M, Arnehed J, Ervasti T, Simonaho SP, Ketolainen J, Folestad S, Abrahmsén-Alami S. Achieving a robust drug release from extended release tablets using an integrated continuous mixing and direct compression line. Int J Pharm 2016; 511:659-668. [DOI: 10.1016/j.ijpharm.2016.07.052] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Revised: 07/20/2016] [Accepted: 07/23/2016] [Indexed: 10/21/2022]
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Pérez Gago A, Kleinebudde P. MCC-mannitol mixtures after roll compaction/dry granulation: percolation thresholds for ribbon microhardness and granule size distribution. Pharm Dev Technol 2016; 22:764-774. [PMID: 27055487 DOI: 10.3109/10837450.2016.1163388] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
In roll compaction, the specific compaction force, the gap width and the roll speed are the most important settings as they have a high impact in the products obtained. However the mechanical properties of the mixture being compacted are also critical. For this reason, a multilevel full factorial design including these parameters as factors plus three repetitions of the center point was performed for microcrystalline cellulose, mannitol and five binary mixtures (15, 30, 50, 70 and 85% MCC). These two reference excipients were chosen in order to investigate the plastic/brittle behavior of mixtures for the roll compaction process. These materials were roll compacted in a 3-W-Polygran® 250/50/3 (Gerteis) and the ribbons obtained were collected and milled into granules which were characterized regarding granule size distribution. After statistical evaluation, it was found that the most critical factors affecting the D10, D50, D90 and the fines fraction from the granules were the gap width and the specific compaction force, as well as the proportion of MCC together with its quadratic effect and the interaction between force and proportion of MCC. The microhardness of the ribbons from the center point as well as the D10, D50, D90 and the fines fraction from the granules produced at these same conditions were characterized. In all the cases, the proportion of MCC, i.e. the composition of the mixture, showed also an important effect on these properties measured. In this sense, the percolation theory was applied in order to study further the importance of the plastic/brittle ratio by calculating the percolation threshold or the limit over which the behavior of the system changes. This resulted in values of 34% for the HU (expression of microhardness), 27% and 28% for the D10 and fines, respectively (percolation of MCC) and 84% and 85% for the D50 and D90, respectively (percolation of mannitol).
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Affiliation(s)
- Ana Pérez Gago
- a Institute of Pharmaceutics and Biopharmaceutics , Heinrich-Heine-University , Düsseldorf , Germany
| | - Peter Kleinebudde
- a Institute of Pharmaceutics and Biopharmaceutics , Heinrich-Heine-University , Düsseldorf , Germany
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Ervasti T, Simonaho SP, Ketolainen J, Forsberg P, Fransson M, Wikström H, Folestad S, Lakio S, Tajarobi P, Abrahmsén-Alami S. Continuous manufacturing of extended release tablets via powder mixing and direct compression. Int J Pharm 2015; 495:290-301. [DOI: 10.1016/j.ijpharm.2015.08.077] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2015] [Revised: 08/23/2015] [Accepted: 08/24/2015] [Indexed: 11/28/2022]
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