Advanced Machine Vision Technique for Analyzing the Blending Process of Sustained-Release Pellets

IF 2.7 4区 医学 Q2 PHARMACOLOGY & PHARMACY Journal of Pharmaceutical Innovation Pub Date : 2025-03-11 DOI:10.1007/s12247-025-09960-z
Sijun Wu, Guangpu Fang, Guoming Zhou, Xiaoyang Zhang, Fan Li, Zhanrui Zhang, Yongqiang Ma, Hai Liu, Wenlong Li
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Abstract

Objectives

The tablet of multi-unit pellet system (TMUPS) tends to enable diversified therapeutic outcomes, due to the characteristic of containing pellets with different release behaviors. In the development of TMUPS formulations, it is essential to uniformly blend the pellets to ensure that the drug release profile of the formulation meets expectations.

Methods

In order to achieve the characterization of the blending status of sinomenine hydrochloride pellets and determine the blending endpoint, a method based on the machine vision (MV) technique combined with the independent circle (IC) image analysis algorithm was proposed. Fifteen experimental batches of the blending process with varying conditions were designed for the research. The images of pellets distribution at six different layers were captured using a MV photography platform, and the spatial distribution of the pellets during the blending process was digitally characterized using the IC algorithm.

Results

Compared to the traditional counting method, the utilization of the MV technique allowed for the accurate and timely determination of the blending endpoints of all batches and enabled the monitoring of changes in the blending status to detect when the demixing phenomenon occurred, based on the proportions, total number, and area occupied by the two types of pellets.

Conclusions

The MV method established in this paper may serve as a potential strategy for the monitoring of the relatively complex blending process involving multiple types of pellets with similar properties.

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基于先进机器视觉技术的缓释微丸混合过程分析
目的多单位微丸系统(TMUPS)所含微丸具有不同释放行为的特点,使其具有多样化的治疗效果。在TMUPS制剂的开发中,均匀混合颗粒以确保制剂的药物释放谱符合预期是至关重要的。方法为了表征盐酸青藤碱微丸的配药状态并确定配药终点,提出了一种基于机器视觉(MV)技术与独立圆(IC)图像分析算法相结合的方法。设计了15个不同条件下的混合工艺试验批次。利用MV摄影平台采集颗粒在6个不同层的分布图像,利用IC算法对颗粒在混合过程中的空间分布进行数字表征。结果与传统计数方法相比,利用MV技术可以准确、及时地确定所有批次的混合终点,并根据两种颗粒的比例、总数和占用面积监测混合状态的变化,以检测何时发生脱混现象。结论本文建立的MV方法可作为一种潜在的策略,用于监测涉及多种性质相似的微丸的相对复杂的混合过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Pharmaceutical Innovation
Journal of Pharmaceutical Innovation PHARMACOLOGY & PHARMACY-
CiteScore
3.70
自引率
3.80%
发文量
90
审稿时长
>12 weeks
期刊介绍: The Journal of Pharmaceutical Innovation (JPI), is an international, multidisciplinary peer-reviewed scientific journal dedicated to publishing high quality papers emphasizing innovative research and applied technologies within the pharmaceutical and biotechnology industries. JPI''s goal is to be the premier communication vehicle for the critical body of knowledge that is needed for scientific evolution and technical innovation, from R&D to market. Topics will fall under the following categories: Materials science, Product design, Process design, optimization, automation and control, Facilities; Information management, Regulatory policy and strategy, Supply chain developments , Education and professional development, Journal of Pharmaceutical Innovation publishes four issues a year.
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