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比较统计模型和贝叶斯方法,以建立不同生产规模下盐酸环丙沙星珠粒包衣的设计空间。

Comparing a Statistical Model and Bayesian Approach to Establish the Design Space for the Coating of Ciprofloxacin HCl Beads at Different Scales of Production.

机构信息

School of Pharmacy, Department of Pharmaceutical Sciences, University of Maryland, Baltimore, 20 N Pine Street, Baltimore, MD, 21201, USA.

Amneal Pharmaceuticals, Brookhaven, NY, 11719, USA.

出版信息

AAPS PharmSciTech. 2018 Nov;19(8):3809-3828. doi: 10.1208/s12249-018-1116-y. Epub 2018 Oct 2.

DOI:10.1208/s12249-018-1116-y
PMID:30280352
Abstract

The primary objective of this study was to compare two methods for establishing a design space for critical process parameters that affect ethylcellulose film coating of multiparticulate beads and assess this design space validity across manufacturing scales. While there are many factors that can affect film coating, this study will focus on the effects processing conditions have on the quality and extent of film formation, as evaluated by their impact coating yield and drug release. Ciprofloxacin HCl layered beads were utilized as an active substrate core, ethylcellulose aqueous dispersion as a controlled release polymer, and triethyl citrate as a plasticizer. Thirty experiments were conducted using a central composite design to optimize the coating process and map the response surface to build a design space using either statistical least squares or a Bayesian approach. The response surface was fitted using a linear two-factor interaction model with spraying temperature, curing temperature, and curing time as significant model terms. The design spaces established by the two approaches were in close agreement with the statistical least squares approach being more conservative than the Bayesian approach. The design space established for the critical process parameters using small-scale batches was tested using scale-up batches and found to be scale-independent. The robustness of the design space was confirmed across scales and was successfully utilized to establish process signature for the coating process.

摘要

本研究的主要目的是比较两种方法,以确定影响多颗粒珠体乙基纤维素薄膜包衣的关键工艺参数设计空间,并评估该设计空间在不同制造规模下的有效性。虽然有许多因素会影响薄膜包衣,但本研究将重点关注加工条件对质量和薄膜形成程度的影响,这可以通过其对包衣产率和药物释放的影响来评估。盐酸环丙沙星层状珠体被用作活性基质核心,乙基纤维素水性分散体作为控释聚合物,柠檬酸三乙酯作为增塑剂。使用中心复合设计进行了 30 次实验,以优化涂层工艺,并绘制响应曲面,使用统计最小二乘法或贝叶斯方法构建设计空间。响应曲面采用线性双因子交互模型拟合,其中喷雾温度、固化温度和固化时间是显著的模型项。两种方法建立的设计空间非常接近,统计最小二乘法方法比贝叶斯方法更保守。使用小批量批次建立的关键工艺参数设计空间已通过放大批次进行了测试,发现其与规模无关。该设计空间的稳健性在不同规模下得到了确认,并成功用于建立涂层工艺的过程特征。

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