FT-NIR models for predicting film quality parameters in titanium dioxide-free tablet coatings

IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY European Journal of Pharmaceutical Sciences Pub Date : 2025-02-01 DOI:10.1016/j.ejps.2024.106992
Filip Gorachinov , Monika Koviloska , Katerina Tnokovska , Ana Atanasova , Packa Antovska , Jelena Lazova , Nikola Geskovski
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Abstract

This study leverages Fourier Transform Near-Infrared (FT-NIR) spectroscopy to monitor the coating process of pharmaceutical tablets using PVA-based TiO2-free films, with talc and iron oxides as opacifiers. By employing a combination of multivariate analytical techniques, the correlation between film coating progression and film thickness was evaluated. Assessment of coating thickness for different coating levels was performed by optical microscopy. Additionally, using colorimetric analysis by scanner method, the color progression for different coating levels was evaluated and expressed as the a* value from CIELAB color space. The coordinate value a* showed predictable changes with the progression of the coating process and film thickness values, indicating its utility as a robust reference method for quality control and process optimization. The predictive capability of the OPLS models, validated against measured film thickness and the a* value, demonstrated low prediction errors and confirmed the models' effectiveness in distinguishing coating levels and accurately predicting film coating progression. The OPLS model used knowledge-based peaks of interest, which were further confirmed by loading and coefficient plots. The study demonstrated that film thickness, as a destructive, and a* value from CIELAB color space, as a non-destructive reference method for coating progression could be used during a controlled pharmaceutical coating process for product quality assessment and pharmaceutical process endpoint determination.

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预测无二氧化钛片剂包衣膜质量参数的FT-NIR模型。
本研究利用傅里叶变换近红外(FT-NIR)光谱技术,以滑石粉和氧化铁作为不透明剂,监测pva基无tio2薄膜药物片剂的包覆过程。采用多元分析技术的组合来评价膜层进展与膜层厚度之间的相关性。通过光学显微镜对不同涂层水平的涂层厚度进行评估。此外,采用扫描仪比色分析方法,评估了不同涂层水平的颜色级数,并将其表示为CIELAB色彩空间的a*值。座标值a*随涂层工艺和膜厚值的变化具有可预测性,可作为质量控制和工艺优化的可靠参考方法。根据实测膜厚和a*值验证了ops模型的预测能力,显示出较低的预测误差,并证实了该模型在区分涂层水平和准确预测薄膜涂层进展方面的有效性。ops模型使用基于知识的兴趣峰,并通过加载图和系数图进一步证实。研究表明,薄膜厚度作为一种破坏性指标,与CIELAB色彩空间中的*值作为涂层进度的一种非破坏性参考方法,可用于受控药物涂层过程中产品质量评价和制药过程终点确定。
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来源期刊
CiteScore
9.60
自引率
2.20%
发文量
248
审稿时长
50 days
期刊介绍: The journal publishes research articles, review articles and scientific commentaries on all aspects of the pharmaceutical sciences with emphasis on conceptual novelty and scientific quality. The Editors welcome articles in this multidisciplinary field, with a focus on topics relevant for drug discovery and development. More specifically, the Journal publishes reports on medicinal chemistry, pharmacology, drug absorption and metabolism, pharmacokinetics and pharmacodynamics, pharmaceutical and biomedical analysis, drug delivery (including gene delivery), drug targeting, pharmaceutical technology, pharmaceutical biotechnology and clinical drug evaluation. The journal will typically not give priority to manuscripts focusing primarily on organic synthesis, natural products, adaptation of analytical approaches, or discussions pertaining to drug policy making. Scientific commentaries and review articles are generally by invitation only or by consent of the Editors. Proceedings of scientific meetings may be published as special issues or supplements to the Journal.
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