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North J, Saari-Nordhaus R, Doddridge G, Seefeldt M, Young DA, Liu Y. Non-destructive Raman Method Development for Quantifying Active Pharmaceutical Ingredient in an Oral Suspension Through Plastic Dosing Syringes. AAPS PharmSciTech 2024; 25:76. [PMID: 38580881 DOI: 10.1208/s12249-024-02775-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 02/19/2024] [Indexed: 04/07/2024] Open
Abstract
For liquid drug products, e.g., solutions or suspensions for oral or parenteral dosing, stability needs to be demonstrated in primary packaging during storage and in dosing devices during in-use periods per quality guidelines from the International Conference on Harmonisation (ICH) and the European Agency for the Evaluation of Medicinal Products (EMEA). One aspect of stability testing for liquid drug products is in-use stability, which typically includes transferring the liquid samples into another container for further sample preparation with extraction diluent and necessary agitation. Samples are then analyzed with traditional chromatography methods, which are laborious, prone to human errors, and time-consuming, especially when this process needs to be repeated multiple times during storage and in-use periods. Being able to analyze the liquid samples non-destructively would significantly improve testing efficiency. We investigated different Raman techniques, including transmission Raman (TRS) and back scatter Raman with a non-contact optic (NCO) probe, as alternative non-destructive tools to the UHPLC method for API quantitation in in-use liquid samples pulled into plastic dosing syringes. The linearity of the chemometric methods for these two techniques was demonstrated by cross-validation sample sets at three levels over an API concentration range of 60 to 80 mg/mL. The accuracy of the chemometric models was demonstrated by the accurate prediction of the API concentrations in independent samples from four different pilot plant batches manufactured at different sites. Both techniques were successful in measuring a signal through a plastic oral dosing syringe, and predicting the suspension API concentration to within 4% of the UHPLC-measured value. For future work, there are opportunities to improve the methodology by exploring additional probes or to expand the range of applications by using different sample presentations (such as prefilled syringes) or formulation matrices for solutions and suspensions.
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Affiliation(s)
- Jacquelyn North
- Research & Development, AbbVie Inc, 1 N Waukegan Road, North Chicago, IL, 60064, USA
| | | | - Gregory Doddridge
- Research & Development, AbbVie Inc, 1 N Waukegan Road, North Chicago, IL, 60064, USA.
| | - Madeline Seefeldt
- Research & Development, AbbVie Inc, 1 N Waukegan Road, North Chicago, IL, 60064, USA
| | - Daniel A Young
- Research & Development, AbbVie Inc, 1 N Waukegan Road, North Chicago, IL, 60064, USA
| | - Yemin Liu
- Research & Development, AbbVie Inc, 1 N Waukegan Road, North Chicago, IL, 60064, USA.
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Chen Z, Nie H, Benmore CJ, Smith PA, Du Y, Byrn S, Templeton AC, Su Y. Probing Molecular Packing of Amorphous Pharmaceutical Solids Using X-ray Atomic Pair Distribution Function and Solid-State NMR. Mol Pharm 2023; 20:5763-5777. [PMID: 37800667 DOI: 10.1021/acs.molpharmaceut.3c00628] [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] [Indexed: 10/07/2023]
Abstract
The structural investigation of amorphous pharmaceuticals is of paramount importance in comprehending their physicochemical stability. However, it has remained a relatively underexplored realm primarily due to the limited availability of high-resolution analytical tools. In this study, we utilized the combined power of X-ray pair distribution functions (PDFs) and solid-state nuclear magnetic resonance (ssNMR) techniques to probe the molecular packing of amorphous posaconazole and its amorphous solid dispersion at the molecular level. Leveraging synchrotron X-ray PDF data and employing the empirical potential structure refinement (EPSR) methodology, we unraveled the existence of a rigid conformation and discerned short-range intermolecular C-F contacts within amorphous posaconazole. Encouragingly, our ssNMR 19F-13C distance measurements offered corroborative evidence supporting these findings. Furthermore, employing principal component analysis on the X-ray PDF and ssNMR data sets enabled us to gain invaluable insights into the chemical nature of the intermolecular interactions governing the drug-polymer interplay. These outcomes not only furnish crucial structural insights facilitating the comprehension of the underlying mechanisms governing the physicochemical stability but also underscore the efficacy of synergistically harnessing X-ray PDF and ssNMR techniques, complemented by robust modeling strategies, to achieve a high-resolution exploration of amorphous structures.
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Affiliation(s)
- Zhenxuan Chen
- Analytical Research and Development, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Haichen Nie
- Center for Materials Science and Engineering, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
- Pharmaceutical Sciences and Clinical Supply, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Chris J Benmore
- X-ray Science Division, Argonne National Laboratory, Argonne, Illinois 60439, United States
| | - Pamela A Smith
- Improved Pharma, West Lafayette, Indiana 47906, United States
| | - Yong Du
- Analytical Research and Development, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Stephen Byrn
- Improved Pharma, West Lafayette, Indiana 47906, United States
- Department of Industrial and Physical Pharmacy, Purdue University, 575 Stadium Mall Drive, West Lafayette, Indiana 47907, United States
| | - Allen C Templeton
- Pharmaceutical Sciences and Clinical Supply, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Yongchao Su
- Analytical Research and Development, Merck & Co., Inc., Rahway, New Jersey 07065, United States
- Pharmaceutical Sciences and Clinical Supply, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
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Ohashi R, Koide T, Fukami T. Effects of wet granulation process variables on the quantitative assay model of transmission Raman spectroscopy for pharmaceutical tablets. Eur J Pharm Biopharm 2023; 191:276-289. [PMID: 37714414 DOI: 10.1016/j.ejpb.2023.09.009] [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: 08/03/2023] [Revised: 09/11/2023] [Accepted: 09/12/2023] [Indexed: 09/17/2023]
Abstract
Transmission Raman spectroscopy (TRS) is a process analytical technology tool for nondestructive analysis of drug content in tablets. Although wet granulation is the most used tablet manufacturing method, most TRS studies have focused on tablets manufactured via direct compression. The effects of upstream process parameter variations, such as granulation, on the prediction performance of TRS quantitative models are unknown. We evaluated the effects of process parameter variations during granulation on the prediction performance of the TRS quantitative model. Tablets with a drug concentration of 1%w/w were used. We developed PLS calibration models for the drug concentration range of 70-130% label claims. Subsequently, we predicted the drug content of the tablets with different granulation parameters. The results of our study demonstrate that the variation in the predicted recovery due to the variation in granulation parameters was practically acceptable. The calibration model showed a good prediction performance for tablets manufactured at different granulation scales and thicknesses. Therefore, we conclude that TRS quantitative models are robust to variations in upstream processes, such as granulation and downstream variations in tableting parameters. These results suggest that TRS is a versatile non-destructive quantitative analysis method that can be applied in tablet manufacturing.
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Affiliation(s)
- Ryo Ohashi
- Department of Molecular Pharmaceutics, Meiji Pharmaceutical University, 2-522-1 Noshio, Kiyose, Tokyo 204-8588 Japan; Formulation R&D Laboratory, R&D Division, SHIONOGI & CO., LTD., Hyogo 660-0813, Japan.
| | - Tatsuo Koide
- Division of Drugs, National Institute of Health Sciences, Tonomachi, Kawasaki-ku, Kawasaki 210-9501, Japan
| | - Toshiro Fukami
- Department of Molecular Pharmaceutics, Meiji Pharmaceutical University, 2-522-1 Noshio, Kiyose, Tokyo 204-8588 Japan
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Liu J, Klinzing GR, Nie H. Effect of Material Properties and Variability of Mannitol on Tablet Formulation Development. Pharm Res 2023; 40:2071-2085. [PMID: 37552385 DOI: 10.1007/s11095-023-03577-y] [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: 05/06/2023] [Accepted: 07/21/2023] [Indexed: 08/09/2023]
Abstract
PURPOSE Using a high level of mannitol as a diluent in oral formulations can potentially result in tablet defects (e.g., chipping, cracking) during compression. This work aims to scrutinize the linkage between the mechanical properties and material attributes of mannitol and also uncover how variations between vendors and lots can lead to significant changes in the compaction performance of tablet formulations containing mannitol. METHODS The mechanical properties (Poisson's ratio, fracture energy) and mechanical performance (ejection force, pressure transmission ratio, residual radial die-wall stress, and tensile strength) of mannitol compacts were assessed on a compaction simulator for four lots of mannitol from two different vendors. The variation of material attributes of each lot, including particle size distribution (PSD), crystal form, primary crystal size and morphology, specific surface area (SSA), powder flow, and moisture absorption were investigated. RESULTS The variability of material attributes in mannitol lots, especially primary crystal size and SSA, can result in significant changes in mechanical properties and mechanical performance such as ejection force and residual radial die-wall stresses, which potentially led to chipping during compression. CONCLUSION The study elucidated the linkage between fundamental material attributes and mechanical properties of mannitol, highlighting their impact on tablet defects and compaction performance in compression. A comprehensive understanding of the variability in mannitol properties between vendors and lots is crucial for successful formulation development, particularly when high percentages of mannitol are included as a brittle excipient.
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Affiliation(s)
- Jiaying Liu
- Pharmaceutical Sciences, Merck & Co., Inc, 126 E. Lincoln Ave, Rahway, NJ, 07065, USA
| | - Gerard R Klinzing
- Pharmaceutical Sciences, Merck & Co., Inc, 126 E. Lincoln Ave, Rahway, NJ, 07065, USA
| | - Haichen Nie
- Pharmaceutical Sciences, Merck & Co., Inc, 126 E. Lincoln Ave, Rahway, NJ, 07065, USA.
- Center for Materials Science and Engineering, Merck & Co., Inc., 770 Sumneytown Pike, West Point, PA, 19486, USA.
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Developing In Situ Chemometric Models with Raman Spectroscopy for Monitoring an API Disproportionation with a Complex Polymorphic Landscape. Pharmaceuticals (Basel) 2023. [DOI: 10.3390/ph16020327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2023] Open
Abstract
An in situ Raman method was developed to characterize the disproportionation of two salts involving a complex polymorphic landscape comprising up to two metastable and one stable freebase forms. Few precedents exist for Raman calibration procedures for solid form quantitation involving more than two polymorphs, while no literature examples were found for cases with multiple metastable forms. Therefore, a new Raman calibration procedure was proposed by directly using disproportionation experiments to generate multiple calibration samples encompassing a range of polymorph ratios through in-line Raman measurements complemented by off-line reference X-ray diffraction measurements. The developed Raman methods were capable of accurately quantitating each solid form in situ when solid concentration variation was incorporated into the calibration dataset. The kinetic understanding of the thermodynamically driven polymorphic conversions gained from this Raman method guided the selection of the salt best suited for the delivery of the active ingredient in the drug product. This work provided a spectroscopic and mathematical approach for simultaneously quantitating multiple polymorphs from a complex mixture of solids with the objective of real-time monitoring.
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Yu D, Nie H. Evaluation of Alternative Metallic Stearates as Lubricants in Pharmaceutical Tablet Formulation. AAPS PharmSciTech 2022; 23:200. [PMID: 35882653 DOI: 10.1208/s12249-022-02338-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Accepted: 06/19/2022] [Indexed: 11/30/2022] Open
Abstract
Magnesium stearate (MgSt) is perhaps one of the most frequently used lubricants in tablet formulation due to its superior lubrication capacity, yet it could also negatively affect the critical quality attributes of pharmaceutical products. Therefore, we provided a rather comprehensive evaluation of another two FDA-approved metallic stearates, sodium stearate (NaSt) and calcium stearate (CaSt), as alternative tablet lubricants. The primary objective of the present study is to comparatively evaluate the physicochemical properties and lubrication efficiency of the three metallic stearates. In addition, it was also aimed to specify the most influential factor for ranking and differentiating the lubricity of various lubricants using principal component analysis. Unit ejection force could be used herein as a simple and the most powerful parameter to evaluate the lubrication performance instead of the friction coefficient. The results suggested that CaSt, MgSt, and NaSt had similar impacts on the mechanical strength of tablets. However, CaSt exhibited insufficient lubrication effects as the formulations containing CaSt showed low pressure transmission ratios, high unit ejection forces, and high friction coefficients. In contrast, both MgSt and NaSt displayed satisfactory lubrication efficiency without negatively impacting tabletability. Notably, the lubrication performance of the formulation containing 0.5 wt% NaSt was almost identical to that of the formulation with 1 wt% MgSt, indicating that NaSt had a remarkable lubrication capability probably due to its high specific surface area. In summary, the findings of this investigation should provide practical information and feasible methodologies to readily determine the lubricity and to sensibly select alternative lubricants for pharmaceutical tablet formulations.
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Affiliation(s)
- Dongyue Yu
- Department of Pharmaceutical Sciences, University of Maryland, Baltimore, MD, USA.,Center for Materials Science and Engineering, Merck & Co., Inc., 770 Sumneytown Pike, , West Point, PA, 19486, USA
| | - Haichen Nie
- Center for Materials Science and Engineering, Merck & Co., Inc., 770 Sumneytown Pike, , West Point, PA, 19486, USA. .,Department of Industrial and Physical Pharmacy, Purdue University, 575 Stadium Mall Drive, West Lafayette, IN, 47907, USA.
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