• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于质量源于设计理念的健胃消食片颗粒临界相对湿度的测定及其预测模型构建

[Identification of CMAs of Jianwei Xiaoshi Tablet granules based on QbD concept and construction of their predictive model].

作者信息

Wan Xin-Hao, Zhong Zhi-Jian, Tao Qing, Wang Zi-Qian, Liao Jia-Li, Yang Dong-Yin, Yang Ming, Luo Xiao-Rong, Wu Zhen-Feng

机构信息

Key Laboratory of Modern Preparation of TCM, Ministry of Education, Jiangxi University of Chinese Medicine Nanchang 330004, China.

Jiangzhong Pharmaceutical Co., Ltd. Nanchang 330100, China.

出版信息

Zhongguo Zhong Yao Za Zhi. 2024 Dec;49(24):6565-6573. doi: 10.19540/j.cnki.cjcmm.20241022.301.

DOI:10.19540/j.cnki.cjcmm.20241022.301
PMID:39805747
Abstract

Identification of critical material attributes(CMAs) is a key issue in the quality control of large-scale TCM products like Jianwei Xiaoshi Tablets. This study focuses on the granules of Jianwei Xiaoshi Tablets, using tablet tensile strength as the primary quality attribute. A method for identifying the CMAs and a design space for the granules were established, along with a predictive model for the granule CMAs based on Fourier transform near-infrared spectroscopy(FT-NIR). First, granules of Jianwei Xiaoshi Tablets with different properties were prepared using a partial factorial design method from the design of experiments(DOE). The powder properties of the granules were measured. An orthogonal partial least squares(OPLS) model was established to correlate the powder properties with tensile strength. Based on the characteristics of the comprehensive variables extracted by OPLS, the independent variables with the greatest explanatory power for tensile strength were identified. FT-NIR technology was then employed to establish a predictive model for the granule CMAs. The final CMAs identified were hygroscopicity, moisture content, D_(50), collapse angle, mass flow rate, and tapped density. The coefficients of determination of the prediction set(R■) and relative percentage deviation(RPD) of the prediction set for flowability, D_(50), and moisture content were 0.891, 0.994, and 0.998; and 2.97, 12.4, and 20.7, respectively. The established OPLS model clearly identified the impact of various factors on tensile strength, demonstrating good fit results. The model exhibited high prediction accuracy and can be used for the rapid and accurate determination of CMAs in granules of Jianwei Xiaoshi Tablets.

摘要

关键物料属性(CMA)的识别是健胃消食片等大规模中药产品质量控制中的关键问题。本研究聚焦于健胃消食片颗粒,将片剂抗张强度作为主要质量属性。建立了一种识别CMA的方法和颗粒的设计空间,以及基于傅里叶变换近红外光谱(FT-NIR)的颗粒CMA预测模型。首先,采用实验设计(DOE)中的部分因子设计方法制备了具有不同性质的健胃消食片颗粒。测定了颗粒的粉体性质。建立了正交偏最小二乘法(OPLS)模型,将粉体性质与抗张强度相关联。根据OPLS提取的综合变量的特征,确定了对抗张强度解释力最大的自变量。然后采用FT-NIR技术建立颗粒CMA的预测模型。最终确定的CMA为吸湿性、水分含量、D50、崩溃角、质量流率和振实密度。预测集的决定系数(R■)以及流动性、D50和水分含量预测集的相对百分比偏差(RPD)分别为:0.891、0.994和0.998;以及2.97、12.4和20.7。所建立的OPLS模型清晰地识别了各种因素对抗张强度的影响,拟合效果良好。该模型具有较高的预测准确性,可用于快速准确地测定健胃消食片颗粒中的CMA。

相似文献

1
[Identification of CMAs of Jianwei Xiaoshi Tablet granules based on QbD concept and construction of their predictive model].基于质量源于设计理念的健胃消食片颗粒临界相对湿度的测定及其预测模型构建
Zhongguo Zhong Yao Za Zhi. 2024 Dec;49(24):6565-6573. doi: 10.19540/j.cnki.cjcmm.20241022.301.
2
[Determination of physical properties and calibration of discrete element simulation parameters for Jianwei Xiaoshi Granules].[健胃消食颗粒物理性质测定及离散元模拟参数标定]
Zhongguo Zhong Yao Za Zhi. 2024 Dec;49(24):6558-6564. doi: 10.19540/j.cnki.cjcmm.20240924.301.
3
[Real time release testing of disintegration time of uncoated Tianshu Tablets].[天舒片素片崩解时限的实时释放测试]
Zhongguo Zhong Yao Za Zhi. 2020 Jan;45(2):250-258. doi: 10.19540/j.cnki.cjcmm.20191219.303.
4
Near-infrared chemical imaging (NIR-CI) as a process monitoring solution for a production line of roll compaction and tableting.近红外化学成像(NIR-CI)作为辊压和压片生产线的过程监测解决方案。
Eur J Pharm Biopharm. 2015 Jun;93:293-302. doi: 10.1016/j.ejpb.2015.04.008. Epub 2015 Apr 25.
5
[Application of quality by design in granulation process for ginkgo leaf tablet (Ⅱ): identification of critical quality attributes].质量源于设计在银杏叶片剂制粒过程中的应用(Ⅱ):关键质量属性的识别
Zhongguo Zhong Yao Za Zhi. 2017 Mar;42(6):1043-1047. doi: 10.19540/j.cnki.cjcmm.20170121.004.
6
[Application of quality by design in granulation process for ginkgo leaf tablet (Ⅳ): influence and control of raw materials' quality variation].质量源于设计在银杏叶片剂制粒过程中的应用(Ⅳ):原料质量变异的影响与控制
Zhongguo Zhong Yao Za Zhi. 2017 Mar;42(6):1055-1061. doi: 10.19540/j.cnki.cjcmm.20170223.014.
7
Analysis of chemical components of Jianwei Xiaoshi Tablets based on UPLC-Q-Orbitrap-MS technology.基于超高效液相色谱-四极杆-轨道阱质谱技术对健胃消食片化学成分的分析
Nat Prod Res. 2025 Apr;39(7):1872-1879. doi: 10.1080/14786419.2023.2280881. Epub 2023 Nov 11.
8
Uncovering the material basis and mechanism of Jianwei Xiaoshi tablet against functional dyspepsia using ultra-high-performance liquid chromatography-mass spectrometry and network pharmacology.运用超高效液相色谱-质谱联用技术和网络药理学揭示健胃消食片治疗功能性消化不良的物质基础和作用机制。
Biomed Chromatogr. 2024 Nov;38(11):e5990. doi: 10.1002/bmc.5990. Epub 2024 Aug 20.
9
[Predictive model for hygroscopicity of contents in Guizhi Fuling Capsules].
Zhongguo Zhong Yao Za Zhi. 2020 Jan;45(2):242-249. doi: 10.19540/j.cnki.cjcmm.20191219.302.
10
Characteristics of hydroxypropyl methylcellulose influencing compactibility and prediction of particle and tablet properties by infrared spectroscopy.羟丙基甲基纤维素影响可压性的特性以及通过红外光谱法预测颗粒和片剂性质
J Pharm Sci. 2003 Mar;92(3):494-504. doi: 10.1002/jps.10323.