Ortega-Zúñiga Carlos A, Román-Ospino Andrés D, Gupta Shashwat, Omar Thamer, Baranwal Yukteshwar, Sanchez-Paternina Adriluz, Zhou Qiushi, Jing Jie, Muzzio Fernando J
Department of Chemical and Biochemical Engineering, Rutgers University, Piscataway, NJ, 08854, USA; Center for Structured Organic Particulate Systems (C-SOPS), Cranbury, NJ, 08512, USA.
Department of Chemical and Biochemical Engineering, Rutgers University, Piscataway, NJ, 08854, USA; Center for Structured Organic Particulate Systems (C-SOPS), Cranbury, NJ, 08512, USA.
Int J Pharm. 2025 Feb 10;670:125165. doi: 10.1016/j.ijpharm.2025.125165. Epub 2025 Jan 2.
This study used Raman and near-infrared (NIR) spectroscopy to monitor small real-time changes in powder blends and tablets in low-dose pharmaceutical formulations. The research aims to enhance process analytical technology (PAT) in pharmaceutical manufacturing, ensuring high-quality and uniform products with applications to produce drugs with narrow therapeutic indices (NTI). The study utilizes Raman and NIR spatially resolved spectroscopy (SRS) techniques to monitor a moderate cohesive material's active pharmaceutical ingredient (API) concentrations during manufacturing. The sampling locations were a bin blender for the batch blending procedure where the powder heterogeneity plays a significant role in product homogeneity, a feed frame of a tablet press where powder blend dynamics is critical to final product quality, and the outlet port of the tablet press where tablets immediately after ejection can be monitored in real-time. The study used semifine acetaminophen (APAP) as the API. Results indicated that Raman and NIR SRS could detect small API concentration changes as low as 0.50 %w/w, demonstrating their sensitivity and utility in real-time monitoring. The findings support the feasibility of these techniques in ensuring tight process control and highlight the performance of reducing waste and optimizing manufacturing processes in line with quality by design principles. The results highlight the importance of residence time distribution (RTD) in understanding the flow of the materials and powder behavior within the tablet press feed frame. RTD analyses showed that both Raman and NIR SRS techniques could effectively track concentration changes and ensure uniformity in the powder blends and tablets with signal-to-noise ratios higher than 3, demonstrating the sensitivity of the methods to small API changes. The %RSD during a steady state of 250 s (corresponding to 1.04 kg of material at 15 kg/h) for the step changes presented values of 6.74 % at 0.50 %w/w, 5.39 % at 1.00 %w/w, and 2.99 % at 1.50 %w/w for Raman predictions in powder blends within the feed frame and 15.46 % at 0.50 %w/w, 9.64 % at 1.00 %w/w, and 5.68 % at 1.50 %w/w for NIR SRS predictions of tablets ejected at the outlet port of the tablet press. In conclusion, this research demonstrates the potential of advanced spectroscopic techniques and data analysis in pharmaceutical manufacturing. By enabling precise real-time monitoring and control, these techniques contribute to higher-quality drug products, particularly NTI drugs, aligning with modern regulatory expectations and advancing pharmaceutical production technology.
本研究采用拉曼光谱和近红外(NIR)光谱技术,对低剂量药物制剂中的粉末混合物和片剂进行实时微小变化监测。该研究旨在加强制药生产中的过程分析技术(PAT),确保生产出高质量、均匀的产品,并应用于生产治疗指数窄(NTI)的药物。该研究利用拉曼光谱和近红外空间分辨光谱(SRS)技术,在生产过程中监测一种中等粘性材料的活性药物成分(API)浓度。采样位置包括用于批次混合过程的料仓混合器(在此处粉末不均匀性对产品均匀性起着重要作用)、压片机的进料框架(在此处粉末混合物动态对最终产品质量至关重要)以及压片机的出料口(在此处刚推出的片剂可进行实时监测)。该研究使用半精制对乙酰氨基酚(APAP)作为API。结果表明,拉曼光谱和近红外SRS能够检测低至0.50%w/w的API浓度微小变化,证明了它们在实时监测中的灵敏度和实用性。这些发现支持了这些技术在确保严格过程控制方面的可行性,并突出了根据设计质量原则减少浪费和优化制造过程的性能。结果强调了停留时间分布(RTD)在理解压片机进料框架内物料流动和粉末行为方面的重要性。RTD分析表明,拉曼光谱和近红外SRS技术都能有效跟踪浓度变化,并确保粉末混合物和片剂的均匀性,信噪比高于3,证明了这些方法对API微小变化的灵敏度。对于进料框架内粉末混合物中拉曼预测的阶跃变化,在250秒稳态(对应于15千克/小时的1.04千克物料)期间,0.50%w/w时的%RSD值为6.74%,1.00%w/w时为5.39%,1.50%w/w时为2.99%;对于压片机出料口推出的片剂的近红外SRS预测,0.50%w/w时为15.46%,1.00%w/w时为9.64%,1.50%w/w时为5.68%。总之,本研究证明了先进光谱技术和数据分析在制药生产中的潜力。通过实现精确的实时监测和控制,这些技术有助于生产出更高质量的药品,特别是NTI药物,符合现代监管要求并推动制药生产技术的发展。