Towards real-time process monitoring and control of physical properties of tablets using terahertz spectroscopy

被引:0
作者
Anuschek, Moritz [1 ,2 ]
Nielsen, Anders [4 ]
Vilhelmsen, Thomas Kvistgaard [2 ]
Zeitler, J. Axel [3 ]
Rantanen, Jukka [1 ]
机构
[1] Univ Copenhagen, Dept Pharm, Copenhagen, Denmark
[2] Novo Nord AS, CMC Oral Prod Dev, Malov, Denmark
[3] Univ Cambridge, Dept Chem Engn & Biotechnol, Cambridge, England
[4] Novo Nord A S, CMC Anal & Characterisat, Malov, Denmark
关键词
Terahertz time-domain spectroscopy; Tablet compression; Process analysis; PAT; Process analytical interface; Tableting; THz-TDS; Real-time release; QbD; PROCESS ANALYTICAL TECHNOLOGY; COATING THICKNESS; PHARMACEUTICAL TABLETS; IN-LINE; POROSITY MEASUREMENT; DOMAIN SPECTROSCOPY; POLYMERIC COMPOUNDS; WIENER BOUNDS; BULK-DENSITY; DISSOLUTION;
D O I
10.1016/j.ces.2025.121992
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The modernisation of pharmaceutical manufacturing requires the implementation of process analysers for realtime assessment of both the process and product quality, as part of a process analytical technology (PAT) strategy. To meet the high standards for data integrity, it is essential that process analysers are integrated with a suitable sampling interface and workflow to ensure a reproducible sample presentation and robust data processing strategy. Terahertz time-domain spectroscopy (THz-TDS) with a reflection setup has recently been introduced as a potential process analyser for a fast assessment of tablet thickness, porosity, and mass, simultaneously. This study explores the potential of automated THz-TDS measurements, including the testing of a novel sampling interface prototype coupled with an algorithm for data treatment to select and group tablet measurements from background noise. Sampling interface and algorithm reliably presented, identified, and subsequently analysed THz-TDS signals of tablets. Comparable model errors were observed between the in-line interface and non-automated off-line manual measurements, with root mean square errors (RMSEs) of <= 0.012 mm, <= 1.23 %, <= 1.3 mg for tablet thickness, porosity, and mass, respectively. Additionally, the potential for offline calibration, ongoing model maintenance of the analytical procedure, and integration within a PAT framework for monitoring and controlling tablet compression are discussed. The proposed automated tablet sampling strategy for in-line THz-TDS measurements proved to be feasible, enabling measurement speeds exceeding one tablet per second. While this strategy is specifically aimed at monitoring tablet compression, the developed algorithm is considered applicable in a broader range of automated THz-TDS measurement strategies.
引用
收藏
页数:18
相关论文
共 96 条
[1]   Quality control and authentication of packaged integrated circuits using enhanced-spatial-resolution terahertz time-domain spectroscopy and imaging [J].
Ahi, Kiarash ;
Shahbazmohamadi, Sina ;
Asadizanjani, Navid .
OPTICS AND LASERS IN ENGINEERING, 2018, 104 :274-284
[2]  
[Anonymous], 2004, U.S. Department of Health and Human Services, P1
[3]   Using density changes to monitor blending with magnesium stearate by terahertz time-domain spectroscopy [J].
Anuschek, Moritz ;
Nilsson, Thea ;
Skelbaek-Lorenzen, Anne Linnet ;
Vilhelmsen, Thomas Kvistgaard ;
Zeitler, J. Axel ;
Rantanen, Jukka .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2025, 672
[4]   THz-TDS transflection measurements as a process analyser for tablet mass [J].
Anuschek, Moritz ;
Vilhelmsen, Thomas Kvistgaard ;
Zeitler, J. Axel ;
Rantanen, Jukka .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2024, 666
[5]   Towards simultaneous determination of tablet porosity and height by terahertz time-domain reflection spectroscopy [J].
Anuschek, Moritz ;
Vilhelmsen, Thomas Kvistgaard ;
Zeitler, J. Axel ;
Rantanen, Jukka .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2023, 646
[6]   Terahertz time-domain spectroscopy for the investigation of tablets prepared from roller compacted granules [J].
Anuschek, Moritz ;
Skelbaek-Pedersen, Anne Linnet ;
Vilhelmsen, Thomas Kvistgaard ;
Skibsted, Erik ;
Zeitler, J. Axel ;
Rantanen, Jukka .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2023, 642
[7]   Terahertz time-domain spectroscopy for powder compact porosity and pore shape measurements: An error analysis of the anisotropic bruggeman model [J].
Anuschek, Moritz ;
Bawuah, Prince ;
Zeitler, J. Axel .
INTERNATIONAL JOURNAL OF PHARMACEUTICS-X, 2021, 3
[8]   Diagnosing water content in paper by terahertz radiation [J].
Banerjee, D. ;
von Spiegel, W. ;
Thomson, M. D. ;
Schabel, S. ;
Roskos, H. G. .
OPTICS EXPRESS, 2008, 16 (12) :9060-9066
[9]   High-resolution THz spectrometer with kHz scan rates [J].
Bartels, A ;
Thoma, A ;
Janke, C ;
Dekorsy, T ;
Dreyhaupt, A ;
Winnerl, S ;
Helm, M .
OPTICS EXPRESS, 2006, 14 (01) :430-437
[10]   Fast FMCW Terahertz Imaging for In-Process Defect Detection in Press Sleeves for the Paper Industry and Image Evaluation with a Machine Learning Approach [J].
Bauer, Maris ;
Hussung, Raphael ;
Matheis, Carsten ;
Reichert, Hermann ;
Weichenberger, Peter ;
Beck, Jens ;
Matuschczyk, Uwe ;
Jonuscheit, Joachim ;
Friederich, Fabian .
SENSORS, 2021, 21 (19)