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Liang Z, Tang X, Chen L, Liu Y, Zhao S, Ma X, Luo G, Xu B. A Formulation-Process-Product Integrated Design Method for Accelerating Pharmaceutical Tablet Development via the High-Shear Wet Granulation and Tableting Route. Pharmaceutics 2025; 17:322. [PMID: 40142986 PMCID: PMC11944958 DOI: 10.3390/pharmaceutics17030322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2025] [Revised: 02/26/2025] [Accepted: 02/28/2025] [Indexed: 03/28/2025] Open
Abstract
Background/Objectives: Tablet is the most popular oral solid dosage form, and high-shear wet granulation and tableting (HSWGT) is a versatile technique for manufacturing tablets. The conventional pharmaceutical development for HSWGT is carried out in a step-by-step mode, which is inefficient and may result in local optimal solutions. Inspired by the co-design philosophy, a formulation-process-product integrated design (FPPID) framework is innovatively brought forward to enable the target-oriented and simultaneous exploration of the formulation design space and the process design space. Methods: A combination of strategies, such as a material library, model-driven design (MDD), and simulation-supported solution generation, are used to manage the complexity of the multi-step development processes of HSWGT. The process model was developed at the intermediate level by incorporating dimensionless parameters from the wet granulation regime map approach into the process of the partial least square (PLS) model. The tablets tensile strength (TS) and solid fraction (SF) could be predicted from the starting materials' properties and process parameters. The material library was used to diversify the model input and improve the model's generalization ability. Furtherly, the mixture properties calculation model and the process model were interconnected. Results: A four-step FPPID methodology including the target definition, the formulation simulation, the process simulation, and the solution generation was implemented. The performance of FPPID was demonstrated through the efficient development of high-drug-loading tablets. Conclusions: As a holistic design method, the proposed FPPID offers great opportunity for designers to handle the complex interplay in the sequential development stages, facilitate instant decisions, and accelerate product development.
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Affiliation(s)
- Zichen Liang
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Xuefang Tang
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Liping Chen
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Yifei Liu
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Shuying Zhao
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Xiao Ma
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Gan Luo
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
| | - Bing Xu
- Department of Chinese Medicine Informatics, Beijing University of Chinese Medicine, Beijing 100029, China; (Z.L.); (X.T.); (L.C.); (Y.L.); (S.Z.); (X.M.)
- Beijing Key Laboratory of Chinese Medicine Manufacturing Process Control and Quality Evaluation, Beijing 100029, China
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Leane M, Pitt K, Reynolds G, Tantuccio A, Moreton C, Crean A, Kleinebudde P, Carlin B, Gamble J, Gamlen M, Stone E, Kuentz M, Gururajan B, Khimyak YZ, Van Snick B, Andersen S, Misic Z, Peter S, Sheehan S. Ten years of the manufacturing classification system: a review of literature applications and an extension of the framework to continuous manufacture. Pharm Dev Technol 2024; 29:395-414. [PMID: 38618690 DOI: 10.1080/10837450.2024.2342953] [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: 02/08/2024] [Accepted: 04/10/2024] [Indexed: 04/16/2024]
Abstract
The MCS initiative was first introduced in 2013. Since then, two MCS papers have been published: the first proposing a structured approach to consider the impact of drug substance physical properties on manufacturability and the second outlining real world examples of MCS principles. By 2023, both publications had been extensively cited by over 240 publications. This article firstly reviews this citing work and considers how the MCS concepts have been received and are being applied. Secondly, we will extend the MCS framework to continuous manufacture. The review structure follows the flow of drug product development focussing first on optimisation of API properties. The exploitation of links between API particle properties and manufacturability using large datasets seems particularly promising. Subsequently, applications of the MCS for formulation design include a detailed look at the impact of percolation threshold, the role of excipients and how other classification systems can be of assistance. The final review section focusses on manufacturing process development, covering the impact of strain rate sensitivity and modelling applications. The second part of the paper focuses on continuous processing proposing a parallel MCS framework alongside the existing batch manufacturing guidance. Specifically, we propose that continuous direct compression can accommodate a wider range of API properties compared to its batch equivalent.
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Affiliation(s)
- Michael Leane
- Drug Product Development, Bristol Myers Squibb, Moreton, UK
| | - Kendal Pitt
- Leicester School of Pharmacy, De Montfort University, Leicester, UK
| | - Gavin Reynolds
- Oral Product Development, Pharmaceutical Technology & Development, AstraZeneca, Macclesfield, UK
| | - Anthony Tantuccio
- Technology Intensification, Hovione LLC, East Windsor, New Jersey, USA
| | | | - Abina Crean
- SSPC, the SFI Centre for Pharmaceutical Research, School of Pharmacy, University College Cork, Cork, Ireland
| | - Peter Kleinebudde
- Faculty of Mathematics and Natural Sciences, Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Brian Carlin
- Owner, Carlin Pharma Consulting, Lawrenceville, New Jersey, USA
| | - John Gamble
- Drug Product Development, Bristol Myers Squibb, Moreton, UK
| | - Michael Gamlen
- Chief Scientific Officer, Gamlen Tableting Ltd, Heanor, UK
| | - Elaine Stone
- Consultant, Stonepharma Ltd. ATIC, Loughborough, UK
| | - Martin Kuentz
- Institute for Pharma Technology, University of Applied Sciences and Arts Northwestern Switzerland, School of Life Sciences FHNW, Muttenz, Switzerland
| | - Bindhu Gururajan
- Pharmaceutical Development, Novartis Pharma AG, Basel, Switzerland
| | - Yaroslav Z Khimyak
- School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich, UK
| | - Bernd Van Snick
- Oral Solids Development, Drug Product Development, JnJ Innovative Medicine, Beerse, Belgium
| | - Sune Andersen
- Oral Solids Development, Drug Product Development, JnJ Innovative Medicine, Beerse, Belgium
| | - Zdravka Misic
- Innovation Research and Development, dsm-firmenich, Kaiseraugst, Switzerland
| | - Stefanie Peter
- Research and Development Division, F. Hoffmann-La Roche AG, Basel, Switzerland
| | - Stephen Sheehan
- External Development and Manufacturing, Alkermes Pharma Ireland Limited, Dublin 4, Ireland
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Moutaharrik S, Palugan L, Cerea M, Filippin I, Maroni A, Gazzaniga A, Foppoli A. Cushion-coated pellets for tableting without external excipients. Int J Pharm 2024; 653:123874. [PMID: 38316318 DOI: 10.1016/j.ijpharm.2024.123874] [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: 01/03/2024] [Revised: 01/30/2024] [Accepted: 01/31/2024] [Indexed: 02/07/2024]
Abstract
Multiple-unit dosage forms prepared by compacting pellets offer important manufacturing and compliance advantages over pellet-filled capsules. However, compaction may negatively affect the release control mechanism of pellets, and subunits may not be readily available after intake. Application of a cushioning layer to the starting units is here proposed as a strategy to obtain tablets with satisfactory mechanical strength, rapid disintegration and maintenance of the expected release profile of individual subunits while avoiding the use of mixtures of pellets and excipients to promote compaction and limit the impact of the forces involved. Cushion-coating with PEG1500, a soft and soluble material, was proved feasible provided that the processing temperature was adequately controlled. Cushioned gastro-resistant pellets were shown to consolidate under relatively low compaction pressures, which preserved their inherent release performance after tablet disintegration. Adhesion problems associated with the use of PEG1500 were overcome by applying an outer Kollicoat® IR film. Through design of experiment (DoE), robustness of the proposed approach was demonstrated, and the formulation as well as tableting conditions were optimized. The tableted cushion-coated pellet systems manufactured would allow a relatively high load of modified-release units to be conveyed, thus setting out a versatile and scalable approach to oral administration of multiple-unit dosage forms.
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Affiliation(s)
- Saliha Moutaharrik
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy.
| | - Luca Palugan
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
| | - Matteo Cerea
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
| | - Ilaria Filippin
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
| | - Alessandra Maroni
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
| | - Andrea Gazzaniga
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
| | - Anastasia Foppoli
- Università degli Studi di Milano, Dipartimento di Scienze Farmaceutiche, Sezione di Tecnologia e Legislazione Farmaceutiche "Maria Edvige Sangalli", via G. Colombo 71, 20133 Milano, Italy
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Vasiljević I, Turković E, Piller M, Mirković M, Zimmer A, Aleksić I, Ibrić S, Parojčić J. Processability evaluation of multiparticulate units prepared by selective laser sintering using the SeDeM Expert System approach. Int J Pharm 2022; 629:122337. [DOI: 10.1016/j.ijpharm.2022.122337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 10/19/2022] [Accepted: 10/20/2022] [Indexed: 11/07/2022]
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Casian T, Iurian S, Gâvan A, Porfire A, Pop AL, Crișan S, Pușcaș AM, Tomuță I. In-Depth Understanding of Granule Compression Behavior under Variable Raw Material and Processing Conditions. Pharmaceutics 2022; 14:pharmaceutics14010177. [PMID: 35057072 PMCID: PMC8780340 DOI: 10.3390/pharmaceutics14010177] [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: 12/13/2021] [Revised: 01/06/2022] [Accepted: 01/11/2022] [Indexed: 12/25/2022] Open
Abstract
Tablet manufacturing involves the processing of raw materials through several unit operations. Thus, the mitigation of input-induced variability should also consider the downstream processability of intermediary products. The objective of the present work was to study the effect of variable raw materials and processing conditions on the compression properties of granules containing two active pharmaceutical ingredients (APIs) and microcrystalline cellulose. Differences in compressibility and tabletability of granules were highlighted in function of the initial particle size of the first API, granule polydispersity and fragmentation. Moreover, interactions were underlined with the atomizing pressure. Changing the supplier of the second API was efficiently controlled by adapting the binder addition rate and atomizing pressure during granulation, considering the starting crystal size. By fitting mathematical models on the available compression data, the influence of diluent source on granule compactibility and tabletability was identified. These differences resumed to the ease of compaction, tableting capacity and pressure sensitivity index due to variable water binding capacity of microcrystalline cellulose. Building the design space enabled the identification of suitable API types and the appropriate processing conditions (spray rate, atomizing pressure, compression force) required to ensure the desired tableting performance.
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Affiliation(s)
- Tibor Casian
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
| | - Sonia Iurian
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
- Correspondence:
| | - Alexandru Gâvan
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
| | - Alina Porfire
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
| | - Anca Lucia Pop
- Department of Clinical Laboratory, Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania;
- RD Center, AC HELCOR, 430092 Baia Mare, Romania;
| | | | - Anda Maria Pușcaș
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
| | - Ioan Tomuță
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400000 Cluj-Napoca, Romania; (T.C.); (A.G.); (A.P.); (A.M.P.); (I.T.)
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Vasiljević I, Turković E, Aleksić I, Parojčić J. Mathematical approaches for powders and multiparticulate units processability characterization in pharmaceutical development. ARHIV ZA FARMACIJU 2022. [DOI: 10.5937/arhfarm72-40961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
An understanding of material properties and processing effects on solid dosage forms performance is required within the Quality-by-design approach to pharmaceutical development. Several research groups have developed mathematical approaches aiming to facilitate the selection of formulation composition and the manufacturing technology. These approaches are based on material particulate, bulk and compression-related properties. This paper provides theoretical assumptions and a critical review of different mathematical approaches for processability characterization of powders and multiparticulate units. Mathematical approaches have mainly been developed for directly compressible materials, but sometimes other manufacturing technologies, such as roller compaction and wet granulation, are also considered. The obtained compact tensile strength has been implemented in the majority of approaches, as an important characteristic describing compact mechanical properties. Flowability should be also evaluated, since it affects sample processability. Additionally, particle size and shape, material density and compressibility, compactibility and tabletability profiles have been also distinguished as relevant properties for solid dosage form development. The application of mathematical approaches may contribute to the mechanistic understanding of critical material attributes and facilitate dosage form development and optimization. However, it is essential to select the appropriate one, based on the intended dosage form characteristics, in order to ensure that all relevant powder/multiparticulate units characteristics are implemented and critically evaluated.
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Vasiljević I, Turković E, Nenadović S, Mirković M, Zimmer A, Parojčić J, Aleksić I. Investigation into liquisolid system processability based on the SeDeM Expert System approach. Int J Pharm 2021; 605:120847. [PMID: 34216763 DOI: 10.1016/j.ijpharm.2021.120847] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 06/24/2021] [Accepted: 06/28/2021] [Indexed: 10/21/2022]
Abstract
Liquisolid systems are emerging formulation approach for poorly soluble drugs, based on adsorption/absorption of drug dispersion and obtaining free-flowing powder with good compressibility. SeDeM Expert System represents a powder processability evaluation method. It may provide additional insight into liquisolid systems critical quality attributes, but the contribution of this approach remains to be explored. The aims of this study were: pellet preparation by combination of liquisolid technology and water granulation/extrusion, evaluation of liquisolid based systems (pellets/admixtures) and investigation into the applicability of SeDeM Expert System in liquisolid systems characterization. Pellets/admixtures were prepared with microcrystalline cellulose as carrier and crospovidone/silicon dioxide as coating agent. Ibuprofen solution in polyethylene glycol 400 was used as liquid phase. After comprehensive sample characterization, experimentally obtained parameters were mathematically transformed and evaluated in the SeDeM Expert System framework. Pellets exhibited low aspect ratio and excellent flowability, despite liquid load up to 52.2%. The investigated liquisolid admixtures exhibited good flowability and faster drug dissolution than pellets. Single pellet crushing test results exhibited strong correlation with compact indentation hardness and may be used as indentation hardness predictor. SeDeM Expert System provides useful insight into liquisolid system processability and comparative evaluation and it may facilitate final solid dosage form development.
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Affiliation(s)
- Ivana Vasiljević
- Department of Pharmaceutical Technology and Cosmetology, University of Belgrade - Faculty of Pharmacy, Vojvode Stepe 450, 11221 Belgrade, Serbia.
| | - Erna Turković
- Department of Pharmaceutical Technology and Cosmetology, University of Belgrade - Faculty of Pharmacy, Vojvode Stepe 450, 11221 Belgrade, Serbia
| | - Snežana Nenadović
- Department of Materials Science, "VINČA", Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Mike Petrovića Alasa 12-14, 11351 Belgrade, Serbia
| | - Miljana Mirković
- Department of Materials Science, "VINČA", Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Mike Petrovića Alasa 12-14, 11351 Belgrade, Serbia
| | - Andreas Zimmer
- Institute of Pharmaceutical Sciences, Department of Pharmaceutical Technology and Biopharmacy, Karl-Franzens-University, Universitätsplatz 1, 8010 Graz, Austria
| | - Jelena Parojčić
- Department of Pharmaceutical Technology and Cosmetology, University of Belgrade - Faculty of Pharmacy, Vojvode Stepe 450, 11221 Belgrade, Serbia
| | - Ivana Aleksić
- Department of Pharmaceutical Technology and Cosmetology, University of Belgrade - Faculty of Pharmacy, Vojvode Stepe 450, 11221 Belgrade, Serbia
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