51
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Pedersen T, Karttunen AP, Korhonen O, Wu JX, Naelapää K, Skibsted E, Rantanen J. Determination of Residence Time Distribution in a Continuous Powder Mixing Process With Supervised and Unsupervised Modeling of In-line Near Infrared (NIR) Spectroscopic Data. J Pharm Sci 2020; 110:1259-1269. [PMID: 33217424 DOI: 10.1016/j.xphs.2020.10.067] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 10/12/2020] [Accepted: 10/30/2020] [Indexed: 11/25/2022]
Abstract
Successful implementation of continuous manufacturing processes requires robust methods to assess and control product quality in a real-time mode. In this study, the residence time distribution of a continuous powder mixing process was investigated via pulse tracer experiments using near infrared spectroscopy for tracer detection in an in-line mode. The residence time distribution was modeled by applying the continuous stirred tank reactor in series model for achieving the tracer (paracetamol) concentration profiles. Partial least squares discriminant analysis and principal component analysis of the near infrared spectroscopy data were applied to investigate both supervised and unsupervised chemometric modeling approaches. Additionally, the mean residence time for three powder systems was measured with different process settings. It was found that a significant change in the mean residence time occurred when comparing powder systems with different flowability and mixing process settings. This study also confirmed that the partial least squares discriminant analysis applied as a supervised chemometric model enabled an efficient and fast estimate of the mean residence time based on pulse tracer experiments.
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Affiliation(s)
- Troels Pedersen
- University of Copenhagen, Copenhagen, Denmark; Novo Nordisk A/S, Måløv, Denmark
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52
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Wilms A, Kleinebudde P. Towards better understanding of the influence of process parameters in roll compaction/dry granulation on throughput, ribbon microhardness and granule failure load. INTERNATIONAL JOURNAL OF PHARMACEUTICS-X 2020; 2:100059. [PMID: 33251510 PMCID: PMC7679258 DOI: 10.1016/j.ijpx.2020.100059] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A key quality attribute for solid oral dosage forms is their hardness and ability to withstand breaking or grinding. If the product is to be manufactured continuously, it can be of interest to monitor the hardness of the material at different stages of manufacturing. Using the controlled process parameters of roll compaction/dry granulation specific compaction force, roll speed and gap width, hardness of the resulting ribbons and granules can be predicted. For the first time, in this study two yield variables (corrected torque of the granulation unit and throughput of material) are used to predict the granules failure load. The increase in granule hardness was monitored in-line when the specific compaction force was increased during the compaction process. This opens the way for in-line control of material hardness, and its use for feedback and feedforward control loops for future continuous manufacturing processes.
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Affiliation(s)
- Annika Wilms
- INVITE GmbH, Drug Delivery Innovation Center (DDIC), Chempark Building W32, 51368 Leverkusen, Germany.,Heinrich Heine University Düsseldorf, Institute of Pharmaceutics and Biopharmaceutics, Universitätsstraße 1, 40225 Düsseldorf, Germany
| | - Peter Kleinebudde
- Heinrich Heine University Düsseldorf, Institute of Pharmaceutics and Biopharmaceutics, Universitätsstraße 1, 40225 Düsseldorf, Germany
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53
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Testa CJ, Hu C, Shvedova K, Wu W, Sayin R, Casati F, Halkude BS, Hermant P, Shen DE, Ramnath A, Su Q, Born SC, Takizawa B, Chattopadhyay S, O’Connor TF, Yang X, Ramanujam S, Mascia S. Design and Commercialization of an End-to-End Continuous Pharmaceutical Production Process: A Pilot Plant Case Study. Org Process Res Dev 2020. [DOI: 10.1021/acs.oprd.0c00383] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Christopher J. Testa
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Chuntian Hu
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Khrystyna Shvedova
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Wei Wu
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Ridade Sayin
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Federica Casati
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
- IMA S.p.A., Via I Maggio 14-16, Ozzano dell’Emilia, Bologna 40064, Italy
| | - Bhakti S. Halkude
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Paul Hermant
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Dongying Erin Shen
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Anjana Ramnath
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Qinglin Su
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Stephen C. Born
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | - Bayan Takizawa
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
| | | | - Thomas F. O’Connor
- Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland 20993, United States
| | - Xiaochuan Yang
- Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland 20993, United States
| | - Sukumar Ramanujam
- USV Private Limited, Arvind Vithal Gandhi Chowk, BSD Marg, Station Road, Govandi East, Mumbai 400080, India
| | - Salvatore Mascia
- CONTINUUS Pharmaceuticals, 25R Olympia Ave, Woburn, Massachusetts 01801, United States
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54
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Process Control of Drug Product Continuous Manufacturing Operations—a Study in Operational Simplification and Continuous Improvement. J Pharm Innov 2020. [DOI: 10.1007/s12247-020-09498-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Abstract
Purpose
The purpose of this manuscript is to demonstrate that implementation of gravimetric measurements provides the same assurance of product quality and process control as spectroscopic measurements (1) for control of drug content in a fixed-dose combination (FDC) tablet and (2) for identification of non-conforming material.
Methods
A wet granulation continuous tableting line was used to make the FDC drug product batches. Comparative data was generated for ten batches using near-infrared (NIR) spectroscopy for core tablets, and gravimetric in-process control measurements (IPCs) applied to the ratio control of intra- and extra-granular blend (IG and EG). HPLC reference data were collected to further demonstrate uniformity at each stage of the production process, including IG, final blend, and core tablets. All possible sources of variation not directly detectable by the gravimetric measurements were considered and quantified.
Results
The two IPC measurement techniques showed excellent agreement where both were within 2% of the target drug concentrations and within 2% of each other for the ten comparative batches. The NIR was more sensitive to material and process variations than the gravimetric IPCs; thus, it was more variable within and across batches. Gravimetric IPCs were demonstrated as an effective replacement for spectroscopic measurements for continuous tableting operations, capable of ensuring on target manufacturing and detection of non-conforming material.
Conclusions
As pharmaceutical companies continue to push toward operational simplicity and sustainable manufacturing processes, soft-sensor and gravimetric controls as alternatives to their spectroscopic counterparts will be applied more broadly for process monitoring and control.
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55
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Zhong L, Gao L, Li L, Zang H. Trends-process analytical technology in solid oral dosage manufacturing. Eur J Pharm Biopharm 2020; 153:187-199. [DOI: 10.1016/j.ejpb.2020.06.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 06/11/2020] [Accepted: 06/14/2020] [Indexed: 10/24/2022]
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Roggo Y, Jelsch M, Heger P, Ensslin S, Krumme M. Deep learning for continuous manufacturing of pharmaceutical solid dosage form. Eur J Pharm Biopharm 2020; 153:95-105. [DOI: 10.1016/j.ejpb.2020.06.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 05/25/2020] [Accepted: 06/02/2020] [Indexed: 10/24/2022]
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The development and validation of a quality by design based process analytical tool for the inline quantification of Ramipril during hot-melt extrusion. Int J Pharm 2020; 584:119382. [DOI: 10.1016/j.ijpharm.2020.119382] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 04/24/2020] [Accepted: 04/25/2020] [Indexed: 11/24/2022]
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58
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Muñoz SG, Torres EH. Supervised Extended Iterative Optimization Technology for Estimation of Powder Compositions in Pharmaceutical Applications: Method and Lifecycle Management. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01385] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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59
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Bandari S, Nyavanandi D, Kallakunta VR, Janga KY, Sarabu S, Butreddy A, Repka MA. Continuous twin screw granulation - An advanced alternative granulation technology for use in the pharmaceutical industry. Int J Pharm 2020; 580:119215. [PMID: 32194206 PMCID: PMC7219110 DOI: 10.1016/j.ijpharm.2020.119215] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Revised: 03/04/2020] [Accepted: 03/07/2020] [Indexed: 10/24/2022]
Abstract
Hot melt extrusion has been an exciting technology in the pharmaceutical field owing to its novel applicability. Twin-screw granulation presents a great potential and offers many advantages relative to conventional granulation processes. Different twin-screw granulation techniques, such as twin-screw dry granulation, twin-screw wet granulation, and twin-screw melt granulation, are currently being developed as robust and reproducible granulation processes. The competence of twin-screw granulation as a continuous manufacturing process has contributed to its suitability as an alternative granulation option within the pharmaceutical industry. In this article, different types of twin-screw granulation techniques were discussed. In addition, the screw elements, scale-up process, continuous twin-screw granulation which involves process analytical tools, and excipients were explored. This economical, industrially scalable process can be automated for continuous manufacturing to produce granules for the development of oral solid dosage forms. However, extensive research using process analytical tools is warranted to develop processes for the continuous manufacture of granules.
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Affiliation(s)
- Suresh Bandari
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA
| | - Dinesh Nyavanandi
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA
| | - Venkata Raman Kallakunta
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA
| | - Kartik Yadav Janga
- Formulation Development, Novel Delivery Forms, Bayer Healthcare LLC, 36 Columbia Rd, Morristown, NJ 07960, USA
| | - Sandeep Sarabu
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA
| | - Arun Butreddy
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA
| | - Michael A Repka
- Department of Pharmaceutics and Drug Delivery, School of Pharmacy, The University of Mississippi, University, MS 38677, USA; Pii Center for Pharmaceutical Innovation & Instruction, The University of Mississippi, University, MS 38677, USA.
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60
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Development and Evaluation of an In-line and On-line Monitoring System for Granule Size Distributions in Continuous Roll Compaction/Dry Granulation Based on Laser Diffraction. J Pharm Innov 2020. [DOI: 10.1007/s12247-020-09443-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Abstract
Purpose
Roll compaction/dry granulation is established in manufacturing of solid oral dosage forms and, within the context of continuous manufacturing, it has sparked interest as material is fed, processed, and ejected continuously while also providing large possible throughputs. However, this amount of material has to be adequately controlled in real time to assure quality.
Methods
This research aimed at monitoring the critical quality attribute granule size distribution in continuous roll compaction/dry granulation (QbCon®; L.B. Bohle, Ennigerloh, Germany) using in-line and on-line laser diffraction. The influence of varying process parameters and excipient formulations was studied and evaluated with the prospect of using this technique to develop control loops. For this purpose, residence time parameters were assessed. In- and on-line data was compared with off-line laser diffraction and dynamic image analysis data.
Results
The system successfully monitored the granule size distribution in a variety of process parameters and throughputs (up to 27.5 kg/h). It was sensitive to changes in process parameters and changes in material blends, which could pose a potential threat to the final drug products’ quality. Average event propagation time from the compaction zone to the laser diffraction system of 17.7 s demonstrates the systems’ fast reaction time.
Conclusion
Results highlight laser diffraction as a valuable method of in- and on-line size determination and allow for the development of a control strategy using this principle.
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61
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Bascone D, Galvanin F, Shah N, Garcia-Munoz S. Hybrid Mechanistic-Empirical Approach to the Modeling of Twin Screw Feeders for Continuous Tablet Manufacturing. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c00420] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Davide Bascone
- Centre for Process System Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, United Kingdom
| | - Federico Galvanin
- Centre for Process System Engineering, Department of Chemical Engineering, University College London (UCL), London WC1E 6BT, United Kingdom
| | - Nilay Shah
- Centre for Process System Engineering, Department of Chemical Engineering, Imperial College London, London SW7 2AZ, United Kingdom
| | - Salvador Garcia-Munoz
- Eli Lilly and Company, Lilly Research Laboratories, Indianapolis, Indiana 46285, United States
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62
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Vanhoorne V, Vervaet C. Recent progress in continuous manufacturing of oral solid dosage forms. Int J Pharm 2020; 579:119194. [PMID: 32135231 DOI: 10.1016/j.ijpharm.2020.119194] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 02/28/2020] [Accepted: 02/29/2020] [Indexed: 12/28/2022]
Abstract
Continuous drug product manufacturing is slowly being implemented in the pharmaceutical industry. Although the benefits related to the quality and cost of continuous manufacturing are widely recognized, several challenges hampered the widespread introduction of continuous manufacturing of drug products. Current review presents an overview of state-of-the art research, equipment, process analytical technology implementations and advanced control strategies. Additionally, guidelines and regulatory viewpoints on implementation of continuous manufacturing in the pharmaceutical industry are discussed.
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Affiliation(s)
- V Vanhoorne
- Laboratory of Pharmaceutical Technology, Ghent University
| | - C Vervaet
- Laboratory of Pharmaceutical Technology, Ghent University.
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63
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Miyazaki Y, Lenhart V, Kleinebudde P. Switch of tablet manufacturing from high shear granulation to twin-screw granulation using quality by design approach. Int J Pharm 2020; 579:119139. [PMID: 32061724 DOI: 10.1016/j.ijpharm.2020.119139] [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: 10/30/2019] [Revised: 02/10/2020] [Accepted: 02/11/2020] [Indexed: 11/28/2022]
Abstract
This study aimed to transfer a high shear granulation (HSG) process to a twin-screw granulation (TSG) process while maintaining equivalent dissolution profiles. Ibuprofen (IBP) was used as poorly soluble model drug. Granules were obtained by HSG or TSG according to a full factorial design. The liquid-to-solid ratio and wet massing time (HSG) or powder throughput (TSG) were selected as factors. The granules were compressed to tablets with immediate release and a drug load of 50% (w/w). Quality attributes (QAs) of the granules, especially the granule strength (GS), and the resulting tablets were evaluated. The effect of process parameters on the QAs was statistically analyzed. The comparison of HSG tablets with TSG tablets revealed that TSG tablets showed higher tensile strength and lower ejection force than HSG tablets. The dissolution profiles of the tablets in different pH media were also evaluated. Equivalent dissolution profiles in all four media (e.g., f2 values ≥ 54 in pH5.5) were obtained by adjusting process parameters. It was concluded that the GS was the most important QA for dissolution.
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Affiliation(s)
- Yuta Miyazaki
- Heinrich Heine University, Institute of Pharmaceutics and Biopharmaceutics, Universitaetsstr. 1, 40225 Duesseldorf, Germany; ONO Pharmaceutical Co., Ltd., CMC & Production HQs, Pharmaceutical Product Development & Management, Pharmaceutical Product Development, Non-Sterile Product, 15-26 Kamiji 1-Chome Higashinari-ku, 537-0003 Osaka, Japan
| | - Vincent Lenhart
- Heinrich Heine University, Institute of Pharmaceutics and Biopharmaceutics, Universitaetsstr. 1, 40225 Duesseldorf, Germany
| | - Peter Kleinebudde
- Heinrich Heine University, Institute of Pharmaceutics and Biopharmaceutics, Universitaetsstr. 1, 40225 Duesseldorf, Germany.
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64
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Hwang I, Renuka V, Lee JH, Weon KY, Kang CY, Lee BJ, Park JB. Preparation of celecoxib tablet by hot melt extrusion technology and application of process analysis technology to discriminate solubilization effect. Pharm Dev Technol 2020; 25:525-534. [DOI: 10.1080/10837450.2020.1723023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Ilhwan Hwang
- College of Pharmacy, Sahmyook University, Seoul, Republic of Korea
| | - Vanamane Renuka
- College of Pharmacy, Sahmyook University, Seoul, Republic of Korea
| | - Ju-Hyun Lee
- College of Pharmacy, Sahmyook University, Seoul, Republic of Korea
| | - Kwon-Yeon Weon
- College of Pharmacy, Catholic University of Daegu, Gyeongbuk, Republic of Korea
| | - Chin-Yang Kang
- College of Pharmacy, Sahmyook University, Seoul, Republic of Korea
| | - Beom-Jin Lee
- College of Pharmacy, Ajou University, Suwon, Republic of Korea
| | - Jun-Bom Park
- College of Pharmacy, Sahmyook University, Seoul, Republic of Korea
- Bioavailability Control Lab, Sahmyook University, Seoul, Republic of Korea
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65
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Towards a novel continuous HME-Tableting line: Process development and control concept. Eur J Pharm Sci 2020; 142:105097. [PMID: 31648048 DOI: 10.1016/j.ejps.2019.105097] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Revised: 09/25/2019] [Accepted: 09/30/2019] [Indexed: 11/23/2022]
Abstract
The objective of this study was to develop a novel closed-loop controlled continuous tablet manufacturing line, which first uses hot melt extrusion (HME) to produce pellets based on API and a polymer matrix. Such systems can be used to make complex pharmaceutical formulations, e.g., amorphous solid dispersions of poorly soluble APIs. The pellets are then fed to a direct compaction (DC) line blended with an external phase and tableted continuously. Fully-automated processing requires advanced control strategies, e.g., for reacting to raw material variations and process events. While many tools have been proposed for in-line process monitoring and real-time data acquisition, establishing real-time automated feedback control based on in-process control strategies remains a challenge. Control loops were implemented to assess the quality attributes of intermediates and product and to coordinate the mass flow rate between the unit operations. Feedback control for the blend concentration, strand temperature and pellet thickness was accomplished via proportional integral derivative (PID) controllers. The tablet press hopper level was controlled using a model predictive controller. To control the mass flow rates in all unit operations, several concepts were developed, with the tablet press, the extruder or none assigned to be the master unit of the line, and compared via the simulation.
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66
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Combination of a rotating tube sample divider and dynamic image analysis for continuous on-line determination of granule size distribution. INTERNATIONAL JOURNAL OF PHARMACEUTICS-X 2019; 1:100029. [PMID: 31517294 PMCID: PMC6733292 DOI: 10.1016/j.ijpx.2019.100029] [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: 06/11/2019] [Revised: 08/08/2019] [Accepted: 08/09/2019] [Indexed: 11/20/2022]
Abstract
The granule size distribution is a critical quality attribute of granules. It has a great impact on further packaging or processing. Due to increasing interest in continuous manufacturing techniques, it is of high interest to develop an in-line or on-line tool to monitor the granule size distribution. However, development of an in-line measurement tool for granule size distribution was challenging since large throughput and inhomogeneous product stream are limiting factors for current particle size analyzers. In this study, continuous sampling was tested in conjunction to a continuous on-line method of size determination using dynamic image analysis. A rotating tube sample divider was used to split previously compacted material in representative samples at different ratios and the sample was directly conveyed to the particle size analyzer where the granule size distribution was determined. The method was tested for different granule sizes to determine limits of detection and its ability to detect these changes immediately, as this enables real-time monitoring of the process. This research is the base for development of control tools concerning the granule size distributions for continuous granulation processes.
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Key Words
- CM, continuous manufacturing
- CQA, critical quality attributes
- Continuous manufacturing
- DIA, dynamic image analysis
- Dynamic image analysis
- FDA, U.S. Food and Drug Administration
- GSD, granule size distribution
- Granule size distribution
- PAT, process analytical technologies
- Process analytical technologies
- Process monitoring
- Q3, volume-based cumulative undersized curve
- RCDG, roll compaction/dry granulation
- Representative sampling
- SY, symmetry factor
- TSG, Twin Screw granulation
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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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68
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Henriques J, Cardoso C, Vitorino C. On demand for new process analytical technologies applied to injectable drug products. Eur J Pharm Sci 2019; 137:104975. [PMID: 31252050 DOI: 10.1016/j.ejps.2019.104975] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Revised: 06/07/2019] [Accepted: 06/25/2019] [Indexed: 11/19/2022]
Abstract
Currently, in the pharmaceutical manufacturing process of injectable drug products, quality is still assessed under a quality-by-test system, wherein the product quality is evaluated at fixed manufacturing steps and in the end product. The introduction of the quality by design (QbD) approach, supported on process analytical technologies (PAT) is changing this paradigm. Efficiently understanding the process parameters and material attributes and how they affect the quality profile of the final product is increasingly a real need. In this context, all manufacturing steps should be ideally monitored as they are carried out, following the evolution of quality throughout the entire process. The PAT application to injectable drug products is still in its infancy since several constraints are raised mainly due to the solvent influence. This mini-review aims at identifying PAT potentially suitable for injectable analysis and foster their adoption by the pharmaceutical industries in their industrial processes, paving the way to enhanced quality and efficient processes.
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Affiliation(s)
- João Henriques
- Faculty of Pharmacy, University of Coimbra, Pólo das Ciências da Saúde, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal; Coimbra Chemistry Centre, Department of Chemistry, University of Coimbra, Coimbra, Portugal
| | - Catarina Cardoso
- Laboratórios Basi, Parque Industrial Manuel Lourenço Ferreira, lote 15, 3450-232 Mortágua, Portugal
| | - Carla Vitorino
- Faculty of Pharmacy, University of Coimbra, Pólo das Ciências da Saúde, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal; Coimbra Chemistry Centre, Department of Chemistry, University of Coimbra, Coimbra, Portugal; Center for Neurosciences and Cell Biology (CNC), University of Coimbra, Rua Larga, Faculty of Medicine, Pólo I, 1st floor, 3004-504 Coimbra, Portugal.
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69
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Continuous high-shear granulation: Mechanistic understanding of the influence of process parameters on critical quality attributes via elucidating the internal physical and chemical microstructure. ADV POWDER TECHNOL 2019. [DOI: 10.1016/j.apt.2019.04.028] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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70
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Wagner B, Cheong SF, Brinz T, Khinast J. Deriving control parameter settings from process models to control capsule fillers integrated into continuous manufacturing. Drug Dev Ind Pharm 2019; 45:1523-1536. [PMID: 31215822 DOI: 10.1080/03639045.2019.1634093] [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: 10/26/2022]
Abstract
The aim of this work was to investigate the mean fill weight control of a continuous capsule-filling process, whether it is possible to derive controller settings from an appendant process model. To that end, a system composed out of fully automated capsule filler and an online gravimetric scale was used to control the filled weight. This setup allows to examine challenges associated with continuous manufacturing processes, such as variations in the amount of active pharmaceutical ingredient (API) in the mixture due to fluctuations of the feeders or due to altered excipient batch qualities. Two types of controllers were investigated: a feedback control and a combination of feedback and feedforward control. Although both of those are common in the industry, determining the optimal parameter settings remains an issue. In this study, we developed a method to derive the control parameters based on process models in order to obtain optimal control for each filled product. Determined via rapid automated process development (RAPD), this method is an effective and fast way of determining control parameters. The method allowed us to optimize the weight control for three pharmaceutical excipients. By conducting experiments, we verified the feasibility of the proposed method and studied the dynamics of the controlled system. Our work provides important basic data on how capsule filler can be implemented into continuous manufacturing systems.
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Affiliation(s)
- Bernhard Wagner
- a Packaging Technology , Robert Bosch Packaging Technology GmbH , Waiblingen , Germany.,b Institute for Particle and Process Engineering , Graz University of Technology , Graz , Austria
| | - Shea Fen Cheong
- c Department of Technology, Mechatronics , Reutlingen University , Reutlingen , Germany
| | - Thomas Brinz
- a Packaging Technology , Robert Bosch Packaging Technology GmbH , Waiblingen , Germany
| | - Johannes Khinast
- b Institute for Particle and Process Engineering , Graz University of Technology , Graz , Austria.,d Research Center Pharmaceutical Engineering , Graz , Austria
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71
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Dahlgren G, Tajarobi P, Simone E, Ricart B, Melnick J, Puri V, Stanton C, Bajwa G. Continuous Twin Screw Wet Granulation and Drying-Control Strategy for Drug Product Manufacturing. J Pharm Sci 2019; 108:3502-3514. [PMID: 31276686 DOI: 10.1016/j.xphs.2019.06.023] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 06/16/2019] [Accepted: 06/26/2019] [Indexed: 01/28/2023]
Abstract
The use of continuous manufacturing has been increasing within the pharmaceutical industry over the last few years. Continuous direct compression has been the focus of publications on the topic to date. The use of wet granulation can improve segregation resistance, uniformity, enhance density, and flow properties for improved tabletability, or improve stability of products that cannot be manufactured by using a direction compression process. This article focuses on development of appropriate control strategies for continuous wet granulation (especially twin screw wet granulation) through equipment design, material properties and manufacturing process along with areas where additional understanding is required. The article also discusses the use of process analytical technologies as part of the control and automation approach to ensure a higher assurance of product quality. Increased understanding of continuous wet granulation should result in increased utilization of the technique, thereby allowing for an increase in diversity of products manufactured by continuous manufacturing and the benefits that comes with a more complex process such as wet granulation compared with direct compression process.
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Affiliation(s)
| | | | - Eric Simone
- Agios Pharmaceuticals Inc., Cambridge, Massachusetts 02139
| | | | | | - Vibha Puri
- Genentech, Inc., San Francisco, California 94080
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72
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Casian T, Farkas A, Ilyés K, Démuth B, Borbás E, Madarász L, Rapi Z, Farkas B, Balogh A, Domokos A, Marosi G, Tomută I, Nagy ZK. Data fusion strategies for performance improvement of a Process Analytical Technology platform consisting of four instruments: An electrospinning case study. Int J Pharm 2019; 567:118473. [PMID: 31252149 DOI: 10.1016/j.ijpharm.2019.118473] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 06/24/2019] [Accepted: 06/25/2019] [Indexed: 12/25/2022]
Abstract
The aim of this work was to develop a PAT platform consisting of four complementary instruments for the characterization of electrospun amorphous solid dispersions with meloxicam. The investigated methods, namely NIR spectroscopy, Raman spectroscopy, Colorimetry and Image analysis were tested and compared considering the ability to quantify the active pharmaceutical ingredient and to detect production errors reflected in inhomogeneous deposition of fibers. Based on individual performance the calculated RMSEP values ranged between 0.654% and 2.292%. Mid-level data fusion consisting of data compression through latent variables and application of ANN for regression purposes proved efficient, yielding an RMSEP value of 0.153%. Under these conditions the model could be validated accordingly on the full calibration range. The complementarity of the PAT tools, demonstrated from the perspective of captured variability and outlier detection ability, contributed to model performance enhancement through data fusion. To the best of the author's knowledge, this is the first application of data fusion in the field of PAT for efficient handling of big-analytical-data provided by high-throughput instruments.
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Affiliation(s)
- Tibor Casian
- Department of Pharmaceutical Technology and Biopharmacy, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
| | - Attila Farkas
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Kinga Ilyés
- Department of Pharmaceutical Technology and Biopharmacy, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Balázs Démuth
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Enikő Borbás
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Lajos Madarász
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Zsolt Rapi
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Balázs Farkas
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Attila Balogh
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - András Domokos
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - György Marosi
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
| | - Ioan Tomută
- Department of Pharmaceutical Technology and Biopharmacy, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Zsombor Kristóf Nagy
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Hungary
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73
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The development of an inline Raman spectroscopic analysis method as a quality control tool for hot melt extruded ramipril fixed-dose combination products. Int J Pharm 2019; 566:476-487. [PMID: 31085253 DOI: 10.1016/j.ijpharm.2019.05.029] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2018] [Revised: 05/09/2019] [Accepted: 05/10/2019] [Indexed: 11/20/2022]
Abstract
Currently in the pharmaceutical industry, continuous manufacturing is an area of significant interest. In particular, hot-melt extrusion (HME) offers many advantages and has been shown to significantly reduce the number of processing steps relative to a conventional product manufacturing line. To control product quality during HME without process interruption, integration of inline analytical technology is critical. Vibrational spectroscopy (Raman, NIR and FT-IR) is often employed and used for real-time measurements because of the non-destructive and rapid nature of these analytical techniques. However, the establishment of reliable Process Analytical Technology (PAT) tools for HME of thermolabile drugs is challenging. Indeed, the Raman effect is inherently weak and might be subject to interference. Moreover, during HME, heating and photodecomposition can occur and disrupt spectra acquisition. The aim of this research article was to explore the use of inline Raman spectroscopy to characterise a thermolabile drug, ramipril (RMP), during continuous HME processing. Offline measurements by HPLC, LC-MS and Raman spectroscopy were used to characterise RMP and its main degradation product, ramipril-diketopiperazine (RMP-DKP, impurity K). A set of HME experiments together with inline Raman spectroscopic analyses were performed. The feasibility of implementing inline Raman spectroscopic analysis to quantify the level of RMP and RMP-DKP in the extrudate was addressed. Two regions in the Raman spectrum were selected to differentiate RMP and RMP-DKP. When regions were combined, a principle component analysis (PCA) model defined by these two main components (PC 1 = 50.1% and PC 2 = 45%) was established. Using HPLC analyses, we were able to confirm that the PC 1 score was attributed to the level of RMP-DKP, and the PC 2 score was related to the RMP drug content. Investigation of the PCA scatterplot indicated that HME processing temperature was not the only factor causing RMP degradation. Additionally, the plasticiser content, feeding speed and screw rotating speed contributed to RMP degradation during HME processing.
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74
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Wagner B, Brinz T, Khinast J. Using online content uniformity measurements for rapid automated process development exemplified via an X-ray system. Pharm Dev Technol 2019; 24:775-787. [DOI: 10.1080/10837450.2019.1596132] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Bernhard Wagner
- Packaging Technology, Robert Bosch GmbH, Waiblingen, Germany
- Institute for Particle and Process Engineering, Graz University of Technology, Graz, Austria
| | - Thomas Brinz
- Packaging Technology, Robert Bosch GmbH, Waiblingen, Germany
| | - Johannes Khinast
- Institute for Particle and Process Engineering, Graz University of Technology, Graz, Austria
- Research Center Pharmaceutical Engineering, Graz, Austria
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75
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Matsunami K, Nagato T, Hasegawa K, Sugiyama H. A large-scale experimental comparison of batch and continuous technologies in pharmaceutical tablet manufacturing using ethenzamide. Int J Pharm 2019; 559:210-219. [DOI: 10.1016/j.ijpharm.2019.01.028] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 12/14/2018] [Accepted: 01/11/2019] [Indexed: 10/27/2022]
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76
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Nagy B, Farkas A, Borbás E, Vass P, Nagy ZK, Marosi G. Raman Spectroscopy for Process Analytical Technologies of Pharmaceutical Secondary Manufacturing. AAPS PharmSciTech 2018; 20:1. [PMID: 30560395 DOI: 10.1208/s12249-018-1201-2] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Accepted: 10/01/2018] [Indexed: 01/03/2023] Open
Abstract
As the process analytical technology (PAT) mindset is progressively introduced and adopted by the pharmaceutical companies, there is an increasing demand for effective and versatile real-time analyzers to address the quality assurance challenges of drug manufacturing. In the last decades, Raman spectroscopy has emerged as one of the most promising tools for non-destructive and fast characterization of the pharmaceutical processes. This review summarizes the achieved results of the real-time application of Raman spectroscopy in the field of the secondary manufacturing of pharmaceutical solid dosage forms, covering the most common secondary process steps of a tablet production line. In addition, the feasibility of Raman spectroscopy for real-time control is critically reviewed, and challenges and possible approaches to moving from real-time monitoring to process analytically controlled technologies (PACT) are discussed.
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77
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Dülle M, Özcoban H, Leopold C. Analysis of the powder behavior and the residence time distribution within a production scale rotary tablet press. Eur J Pharm Sci 2018; 125:205-214. [DOI: 10.1016/j.ejps.2018.10.008] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 09/28/2018] [Accepted: 10/08/2018] [Indexed: 10/28/2022]
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78
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Opportunities for Process Control and Quality Assurance Using Online NIR Analysis to a Continuous Wet Granulation Tableting Line. J Pharm Innov 2018. [DOI: 10.1007/s12247-018-9364-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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79
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Leane M, Pitt K, Reynolds GK, Dawson N, Ziegler I, Szepes A, Crean AM, Dall Agnol R, The Manufacturing Classification System McS Working Group. Manufacturing classification system in the real world: factors influencing manufacturing process choices for filed commercial oral solid dosage formulations, case studies from industry and considerations for continuous processing. Pharm Dev Technol 2018; 23:964-977. [PMID: 30320539 DOI: 10.1080/10837450.2018.1534863] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Following the first Manufacturing Classification System (MCS) paper, the team conducted surveys to establish which active pharmaceutical ingredient (API) properties were important when selecting or modifying materials to enable an efficient and robust pharmaceutical manufacturing process. The most commonly identified factors were (1) API particle size: small particle sizes are known to increase risk of processing issues; (2) Drug loading in the formulation: high drug loadings allow less opportunity to mitigate poor API properties through the use of excipients. The next step was to establish linkages with process decisions by identifying publicly-available proxies for these important parameters: dose (in place of drug loading) and BCS class (in place of particle size). Poorly-soluble API were seen as more likely to have controlled (smaller) particle size than more highly soluble API. Analysis of 435 regulatory filings revealed that higher doses and more poorly-soluble API was associated with more complex processing routes. Replacing the proxy factors with the original parameters should give the opportunity to demonstrate stronger trends. This assumption was tested by accessing a dataset relating to commercial tablet products. This showed that, for dry processes, a larger particle size was associated with higher achievable drug loading as determined by percolation threshold.
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Affiliation(s)
- Michael Leane
- a Drug Product Science & Technology (DPST), Bristol-Myers Squibb , Moreton , UK
| | - Kendal Pitt
- b Global Manufacturing and Supply, GlaxoSmithKline , Ware , UK
| | | | - Neil Dawson
- d Global Research and Development, Pfizer , Sandwich , UK
| | - Iris Ziegler
- e Corden Pharma International GmbH , Plankstadt , Germany
| | - Aniko Szepes
- f Research and Development Division, F. Hoffmann-La Roche AG , Basel , Switzerland
| | - Abina M Crean
- g Pharmaceutical Manufacturing Technology Centre, School of Pharmacy , University College Cork - National University of Ireland , Cork , Ireland.,h Synthesis and Solid State Pharmaceutical Centre, School of Pharmacy , University College Cork - National University of Ireland , Cork , Ireland
| | - Rafaela Dall Agnol
- i Curso de Farmácia, Centro de Ciências Biológicas e da Saúde , Universidade de Caxias do Sul , Caxias do Sul , Brazil
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80
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Schmidt A, de Waard H, Moll KP, Kleinebudde P, Krumme M. Simplified end-to-end continuous manufacturing by feeding API suspensions in twin-screw wet granulation. Eur J Pharm Biopharm 2018; 133:224-231. [PMID: 30291963 DOI: 10.1016/j.ejpb.2018.09.026] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2018] [Revised: 09/25/2018] [Accepted: 09/25/2018] [Indexed: 11/26/2022]
Abstract
This study focussed on investigating the coupling of continuous manufacturing of drug substance and continuous manufacture of drug product. An important step in such an integrated end-to-end continuous manufacturing was envisioned by dosing the API as suspension into a twin-screw wet granulation process. To achieve this goal, a model drug substance (ibuprofen) was fed as a concentrated aqueous suspension (50% w/w) into a twin-screw granulator and compared against traditional solid feeding of the model drug substance to meet a target ibuprofen load of 60% w/w in the formulation. Granulation and compaction behaviour were evaluated to determine the impact of feeding API as suspension in twin-screw wet granulation on the critical quality attributes of the drug product. It was demonstrated that the ibuprofen suspension feed is comparable with the ibuprofen dry blend feed in twin-screw wet granulation. Next to enabling end-to-end continuous manufacturing, API suspension feed in twin-screw wet granulation could afford a number of additional advantages including manufacturing efficiency by removing the drying step for API, or overcoming processing issues linked to the bulk properties of the API powder (e.g. flowability).
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Affiliation(s)
- Adrian Schmidt
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich-Heine-University, 40225 Duesseldorf, Germany; Novartis AG, Novartis Campus, 4002 Basel, Switzerland
| | - Hans de Waard
- Novartis AG, Novartis Campus, 4002 Basel, Switzerland
| | | | - Peter Kleinebudde
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich-Heine-University, 40225 Duesseldorf, Germany
| | - Markus Krumme
- Novartis AG, Novartis Campus, 4002 Basel, Switzerland.
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81
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Shi Z, Hermiller J, Muñoz SG. Estimation of mass-based composition in powder mixtures using Extended Iterative Optimization Technology (EIOT). AIChE J 2018. [DOI: 10.1002/aic.16417] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Zhenqi Shi
- Small Molecule Design & Development; Lilly Research Laboratories; Indianapolis IN, 46285
| | - James Hermiller
- Small Molecule Design & Development; Lilly Research Laboratories; Indianapolis IN, 46285
| | - Salvador García Muñoz
- Small Molecule Design & Development; Lilly Research Laboratories; Indianapolis IN, 46285
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82
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Pasquini C. Near infrared spectroscopy: A mature analytical technique with new perspectives – A review. Anal Chim Acta 2018; 1026:8-36. [DOI: 10.1016/j.aca.2018.04.004] [Citation(s) in RCA: 363] [Impact Index Per Article: 51.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2017] [Revised: 04/05/2018] [Accepted: 04/06/2018] [Indexed: 12/19/2022]
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83
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Schlindwein W, Bezerra M, Almeida J, Berghaus A, Owen M, Muirhead G. In-Line UV-Vis Spectroscopy as a Fast-Working Process Analytical Technology (PAT) during Early Phase Product Development Using Hot Melt Extrusion (HME). Pharmaceutics 2018; 10:E166. [PMID: 30249025 PMCID: PMC6321000 DOI: 10.3390/pharmaceutics10040166] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2018] [Revised: 09/04/2018] [Accepted: 09/11/2018] [Indexed: 11/28/2022] Open
Abstract
This paper displays the potential of an in-line PAT system for early phase product development during pharmaceutical continuous manufacturing following a Quality by Design (QbD) framework. Hot melt extrusion (HME) is used as continuous manufacturing process and UV⁻Vis spectroscopy as an in-line monitoring system. A sequential design of experiments (DoE) (screening, optimisation and verification) was used to gain process understanding for the manufacture of piroxicam (PRX)/Kollidon® VA64 amorphous solid dispersions. The influence of die temperature, screw speed, solid feed rate and PRX concentration on the critical quality attributes (CQAs) absorbance and lightness of color (L*) of the extrudates was investigated using multivariate tools. Statistical analysis results show interaction effects between concentration and temperature on absorbance and L* values. Solid feed rate has a significant effect on absorbance only and screw speed showed least impact on both responses for the screening design. The optimum HME process conditions were confirmed by 4 independent studies to be 20% w/w of PRX, temperature 140 °C, screw speed 200 rpm and feed rate 6 g/min. The in-line UV-Vis system was used to assess the solubility of PRX in Kollidon® VA64 by measuring absorbance and L* values from 230 to 700 nm. Oversaturation was observed for PRX concentrations higher than 20% w/w. Oversaturation can be readily identified as it causes scattering in the visible range. This is observed by a shift of the baseline in the visible part of the spectrum. Extrudate samples were analyzed for degradation using off-line High-Performance Liquid Chromatography (HPLC) standard methods. Results from off-line experiments using differential scanning calorimetry (DSC), and X-ray diffraction (XRD) are also presented.
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Affiliation(s)
| | - Mariana Bezerra
- Leicester School of Pharmacy, De Montfort University, Leicester LE1 9BH, UK.
| | - Juan Almeida
- Leicester School of Pharmacy, De Montfort University, Leicester LE1 9BH, UK.
| | | | - Martin Owen
- Insight by Design Ltd., Stevenage SG9 9ST, UK.
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84
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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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85
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Wiedey R, Šibanc R, Kleinebudde P. Laser based thermo-conductometry as an approach to determine ribbon solid fraction off-line and in-line. Int J Pharm 2018; 547:330-337. [PMID: 29885511 DOI: 10.1016/j.ijpharm.2018.06.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 06/04/2018] [Accepted: 06/05/2018] [Indexed: 11/30/2022]
Abstract
Ribbon solid fraction is one of the most important quality attributes during roll compaction/dry granulation. Accurate and precise determination is challenging and no in-line measurement tool has been generally accepted, yet. In this study, a new analytical tool with potential off-line as well as in-line applicability is described. It is based on the thermo-conductivity of the compacted material, which is known to depend on the solid fraction. A laser diode was used to punctually heat the ribbon and the heat propagation monitored by infrared thermography. After performing a Gaussian fit of the transverse ribbon profile, the scale parameter σ showed correlation to ribbon solid fraction in off-line as well as in-line studies. Accurate predictions of the solid fraction were possible for a relevant range of process settings. Drug stability was not affected, as could be demonstrated for the model drug nifedipine. The application of this technique was limited when using certain fillers and working at higher roll speeds. This study showed the potentials of this new technique and is a starting point for additional work that has to be done to overcome these challenges.
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Affiliation(s)
- Raphael Wiedey
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitaetsstrasse 1, 40225 Duesseldorf, Germany
| | - Rok Šibanc
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitaetsstrasse 1, 40225 Duesseldorf, Germany
| | - Peter Kleinebudde
- Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitaetsstrasse 1, 40225 Duesseldorf, Germany.
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86
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Multivariate monitoring for the industrialisation of a continuous wet granulation tableting process. Int J Pharm 2018; 547:506-519. [DOI: 10.1016/j.ijpharm.2018.06.034] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Revised: 06/11/2018] [Accepted: 06/12/2018] [Indexed: 11/18/2022]
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87
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Model-based NIR spectroscopy implementation for in-line assay monitoring during a pharmaceutical suspension manufacturing process. Int J Pharm 2018; 546:247-254. [PMID: 29792986 DOI: 10.1016/j.ijpharm.2018.05.043] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Revised: 05/16/2018] [Accepted: 05/18/2018] [Indexed: 11/24/2022]
Abstract
The implementation of Process Analytical Technology (PAT) instruments is generally achieved stochastically. Sub-optimal PAT locations could introduce variation in the measurements which is not related to the analyte of interest. For this reason, rational approaches should be considered to establish an optimal sensor placement where relevant measurements are possible and the impact of disturbances is minimized. The aim of this paper is to demonstrate how mechanistic modelling can support appropriate sensor implementation by means of a case study. A PAT method was developed for a bottle filling process of a pharmaceutical formulation with the goal of increasing the yield of the process by gaining process understanding and redefining the endpoint of the process. To ensure proper measurements, an advanced measuring interfacing was assembled. The design of this device was rationalized with the help of a model-based approach using three-dimensional Computational Fluid Dynamics modeling. This allows to maximize the performance of the PAT method and exploit its full benefits.
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88
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Harting J, Kleinebudde P. Development of an in-line Raman spectroscopic method for continuous API quantification during twin-screw wet granulation. Eur J Pharm Biopharm 2018; 125:169-181. [DOI: 10.1016/j.ejpb.2018.01.015] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Revised: 01/19/2018] [Accepted: 01/24/2018] [Indexed: 11/28/2022]
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89
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Nicolaï N, De Leersnyder F, Copot D, Stock M, Ionescu CM, Gernaey KV, Nopens I, De Beer T. Liquid‐to‐solid ratio control as an advanced process control solution for continuous twin‐screw wet granulation. AIChE J 2018. [DOI: 10.1002/aic.16161] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Niels Nicolaï
- Dept. of Pharmaceutical Analysis, Faculty of Pharmaceutical Sciences, Laboratory of Pharmaceutical Process Analytical Technology (LPPAT)Ghent University, Ottergemsesteenweg 460Ghent 9000 Belgium
- Dept. of Data Analysis and Mathematical Modelling, BIOMATH, Faculty of Bioscience EngineeringGhent University, Coupure Links 653Ghent 9000 Belgium
| | - Fien De Leersnyder
- Dept. of Pharmaceutical Analysis, Faculty of Pharmaceutical Sciences, Laboratory of Pharmaceutical Process Analytical Technology (LPPAT)Ghent University, Ottergemsesteenweg 460Ghent 9000 Belgium
| | - Dana Copot
- Dept. of Electrical Energy, Metals, Mechanical Constructions and Systems, Research Group on Dynamical Systems and ControlGhent University, Technologiepark 914Zwijnaarde 9052 Belgium
| | - Michiel Stock
- Dept. of Data Analysis and Mathematical Modelling, KERMIT, Faculty of Bioscience EngineeringGhent University, Coupure Links 653Ghent 9000 Belgium
| | - Clara M. Ionescu
- Dept. of Electrical Energy, Metals, Mechanical Constructions and Systems, Research Group on Dynamical Systems and ControlGhent University, Technologiepark 914Zwijnaarde 9052 Belgium
| | - Krist V. Gernaey
- Dept. of Chemical and Biochemical Engineering, CAPEC‐PROCESS Research CenterTechnical University of Denmark, Building 229Kgs. Lyngby 2800 Denmark
| | - Ingmar Nopens
- Dept. of Data Analysis and Mathematical Modelling, BIOMATH, Faculty of Bioscience EngineeringGhent University, Coupure Links 653Ghent 9000 Belgium
| | - Thomas De Beer
- Dept. of Pharmaceutical Analysis, Faculty of Pharmaceutical Sciences, Laboratory of Pharmaceutical Process Analytical Technology (LPPAT)Ghent University, Ottergemsesteenweg 460Ghent 9000 Belgium
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90
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Barimani S, Šibanc R, Kleinebudde P. Optimization of a semi-batch tablet coating process for a continuous manufacturing line by design of experiments. Int J Pharm 2018; 539:95-103. [DOI: 10.1016/j.ijpharm.2018.01.038] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/16/2018] [Accepted: 01/20/2018] [Indexed: 10/18/2022]
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91
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Analytical Method Development Using Transmission Raman Spectroscopy for Pharmaceutical Assays and Compliance with Regulatory Guidelines—Part I: Transmission Raman Spectroscopy and Method Development. J Pharm Innov 2018. [DOI: 10.1007/s12247-018-9311-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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92
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García-Muñoz S, Butterbaugh A, Leavesley I, Manley LF, Slade D, Bermingham S. A flowsheet model for the development of a continuous process for pharmaceutical tablets: An industrial perspective. AIChE J 2017. [DOI: 10.1002/aic.15967] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | | | | | | | - David Slade
- Process Systems Enterprise Ltd; 26-28 Hammersmith Grove, London W6 7HA U.K
| | - Sean Bermingham
- Process Systems Enterprise Ltd; 26-28 Hammersmith Grove, London W6 7HA U.K
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93
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Silva A, Sarraguça M, Fonteyne M, Vercruysse J, De Leersnyder F, Vanhoorne V, Bostijn N, Verstraeten M, Vervaet C, Remon J, De Beer T, Lopes J. Multivariate statistical process control of a continuous pharmaceutical twin-screw granulation and fluid bed drying process. Int J Pharm 2017; 528:242-252. [DOI: 10.1016/j.ijpharm.2017.05.075] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2017] [Revised: 05/30/2017] [Accepted: 05/31/2017] [Indexed: 12/01/2022]
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94
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Non-invasive 3D and 360° optical imaging of micro-particles. Sci Rep 2017; 7:6384. [PMID: 28743995 PMCID: PMC5527111 DOI: 10.1038/s41598-017-06830-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Accepted: 06/19/2017] [Indexed: 11/11/2022] Open
Abstract
Scanning electron microscopy and X-ray microtomography are useful methods for high resolution shape imaging. Visible microscopy is also common, however, developing a low-cost and customizable system for surface and shape investigation of optically active particles is challenging. In this work, we demonstrate an assembly offering good light sensitivity, flexibility of illumination and contrasts from varying angles. The design was applied, together with recent programs for focus-stacking, to analyze crystals of taurine, L-glutamic acid, acetylsalicylic acid, and copper sulfate, along with digital 3D-360° modelling of phosphorescent [Ru(bpy)3]Cl2 and strontium aluminate particles. We further tested the approach for real time monitoring of size, shape and texture analysis of fat filled milk particles and acid whey powders. The findings show proof of concept for detailed feature imaging of particles directly from the process environment.
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95
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Nagy B, Farkas A, Gyürkés M, Komaromy-Hiller S, Démuth B, Szabó B, Nusser D, Borbás E, Marosi G, Nagy ZK. In-line Raman spectroscopic monitoring and feedback control of a continuous twin-screw pharmaceutical powder blending and tableting process. Int J Pharm 2017; 530:21-29. [PMID: 28723408 DOI: 10.1016/j.ijpharm.2017.07.041] [Citation(s) in RCA: 62] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2017] [Revised: 07/01/2017] [Accepted: 07/12/2017] [Indexed: 10/19/2022]
Abstract
The integration of Process Analytical Technology (PAT) initiative into the continuous production of pharmaceuticals is indispensable for reliable production. The present paper reports the implementation of in-line Raman spectroscopy in a continuous blending and tableting process of a three-component model pharmaceutical system, containing caffeine as model active pharmaceutical ingredient (API), glucose as model excipient and magnesium stearate as lubricant. The real-time analysis of API content, blend homogeneity, and tablet content uniformity was performed using a Partial Least Squares (PLS) quantitative method. The in-line Raman spectroscopic monitoring showed that the continuous blender was capable of producing blends with high homogeneity, and technological malfunctions can be detected by the proposed PAT method. The Raman spectroscopy-based feedback control of the API feeder was also established, creating a 'Process Analytically Controlled Technology' (PACT), which guarantees the required API content in the produced blend. This is, to the best of the authors' knowledge, the first ever application of Raman-spectroscopy in continuous blending and the first Raman-based feedback control in the formulation technology of solid pharmaceuticals.
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Affiliation(s)
- Brigitta Nagy
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Attila Farkas
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Martin Gyürkés
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | | | - Balázs Démuth
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Bence Szabó
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Dávid Nusser
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Enikő Borbás
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - György Marosi
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary
| | - Zsombor Kristóf Nagy
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, H-1111 Budapest, Műegyetem rakpart 3, Hungary.
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96
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Blackshields CA, Crean AM. Continuous powder feeding for pharmaceutical solid dosage form manufacture: a short review. Pharm Dev Technol 2017; 23:554-560. [DOI: 10.1080/10837450.2017.1339197] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Caroline A. Blackshields
- School of Pharmacy, Pharmaceutical Manufacturing Technology Centre, University College Cork, Cork, Ireland
| | - Abina M. Crean
- School of Pharmacy, Pharmaceutical Manufacturing Technology Centre, University College Cork, Cork, Ireland
- School of Pharmacy, Synthesis and Solid State Pharmaceutical Centre, University College Cork, Cork, Ireland
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97
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Hitzer P, Bäuerle T, Drieschner T, Ostertag E, Paulsen K, van Lishaut H, Lorenz G, Rebner K. Process analytical techniques for hot-melt extrusion and their application to amorphous solid dispersions. Anal Bioanal Chem 2017; 409:4321-4333. [PMID: 28343348 DOI: 10.1007/s00216-017-0292-z] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2017] [Revised: 02/09/2017] [Accepted: 03/02/2017] [Indexed: 11/28/2022]
Abstract
Newly developed active pharmaceutical ingredients (APIs) are often poorly soluble in water. As a result the bioavailability of the API in the human body is reduced. One approach to overcome this restriction is the formulation of amorphous solid dispersions (ASDs), e.g., by hot-melt extrusion (HME). Thus, the poorly soluble crystalline form of the API is transferred into a more soluble amorphous form. To reach this aim in HME, the APIs are embedded in a polymer matrix. The resulting amorphous solid dispersions may contain small amounts of residual crystallinity and have the tendency to recrystallize. For the controlled release of the API in the final drug product the amount of crystallinity has to be known. This review assesses the available analytical methods that have been recently used for the characterization of ASDs and the quantification of crystalline API content. Well-established techniques like near- and mid-infrared spectroscopy (NIR and MIR, respectively), Raman spectroscopy, and emerging ones like UV/VIS, terahertz, and ultrasonic spectroscopy are considered in detail. Furthermore, their advantages and limitations are discussed with regard to general practical applicability as process analytical technology (PAT) tools in industrial manufacturing. The review focuses on spectroscopic methods which have been proven as most suitable for in-line and on-line process analytics. Further aspects are spectroscopic techniques that have been or could be integrated into an extruder.
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Affiliation(s)
- Patrick Hitzer
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany
| | - Tim Bäuerle
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany
| | - Tobias Drieschner
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany
| | - Edwin Ostertag
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany
| | - Katharina Paulsen
- AbbVie Deutschland GmbH & Co.KG, Knollstr. 50, 67061, Ludwigshafen, Germany
| | - Holger van Lishaut
- AbbVie Deutschland GmbH & Co.KG, Knollstr. 50, 67061, Ludwigshafen, Germany
| | - Günter Lorenz
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany
| | - Karsten Rebner
- Process Analysis and Technology (PA&T), Faculty Applied Chemistry, Reutlingen University, Alteburgstr. 150, 72762, Reutlingen, Germany.
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98
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Van Snick B, Holman J, Cunningham C, Kumar A, Vercruysse J, De Beer T, Remon J, Vervaet C. Continuous direct compression as manufacturing platform for sustained release tablets. Int J Pharm 2017; 519:390-407. [DOI: 10.1016/j.ijpharm.2017.01.010] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2016] [Revised: 01/03/2017] [Accepted: 01/04/2017] [Indexed: 10/20/2022]
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99
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Laske S, Paudel A, Scheibelhofer O, Sacher S, Hoermann T, Khinast J, Kelly A, Rantannen J, Korhonen O, Stauffer F, De Leersnyder F, De Beer T, Mantanus J, Chavez PF, Thoorens B, Ghiotti P, Schubert M, Tajarobi P, Haeffler G, Lakio S, Fransson M, Sparen A, Abrahmsen-Alami S, Folestad S, Funke A, Backx I, Kavsek B, Kjell F, Michaelis M, Page T, Palmer J, Schaepman A, Sekulic S, Hammond S, Braun B, Colegrove B. A Review of PAT Strategies in Secondary Solid Oral Dosage Manufacturing of Small Molecules. J Pharm Sci 2017; 106:667-712. [DOI: 10.1016/j.xphs.2016.11.011] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 10/14/2016] [Accepted: 11/08/2016] [Indexed: 12/14/2022]
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100
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Development, validation and comparison of near infrared and Raman spectroscopic methods for fast characterization of tablets with amlodipine and valsartan. Talanta 2017; 167:333-343. [PMID: 28340729 DOI: 10.1016/j.talanta.2017.01.092] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2016] [Revised: 01/27/2017] [Accepted: 01/30/2017] [Indexed: 11/23/2022]
Abstract
The objective of this study was to develop, validate and compare NIR and Raman spectroscopic methods for fast characterization in terms of API content and tensile strength of fixed-dose combination tablets containing amlodipine and valsartan. For the APIs assay NIR-transmittance and Raman-reflectance methods were considered, whereas for the tensile strength assay Raman spectra were recorded in reflectance configuration and NIR spectra were recorded in both reflectance and transmittance. Multivariate calibration models (PLS) were built by applying different pre-processing methods (SNV, MSC, SD+SNV) on certain spectral regions. Correlating pre-processed spectral data with tablet properties resulted in highly predictive models except in the case of NIR-transmittance spectra for tensile strength estimation. The best models selected by cross-validation were further validated on independent samples in terms of linearity, trueness, accuracy and precision. Using Bland and Altman analysis the analytical performance of the NIR and Raman methods were compared, demonstrating their similarity considering the investigated applications. The two spectroscopic methods can be used in association to confirm each others results for at-line characterization of the pharmaceutical product.
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