Novel powder property-based indices for predicting segregation risk in multicomponent pharmaceutical blends

IF 5.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Jingzhe Li , Zankrut Vyas , Claudius Weiler , Yin-Chao Tseng , Shubhajit Paul
{"title":"Novel powder property-based indices for predicting segregation risk in multicomponent pharmaceutical blends","authors":"Jingzhe Li ,&nbsp;Zankrut Vyas ,&nbsp;Claudius Weiler ,&nbsp;Yin-Chao Tseng ,&nbsp;Shubhajit Paul","doi":"10.1016/j.ijpharm.2025.125990","DOIUrl":null,"url":null,"abstract":"<div><div>Powder segregation represents a critical challenge in pharmaceutical manufacturing, potentially compromising product quality through the non-uniform distribution of active ingredients. This study evaluates segregation behavior in pharmaceutical blends containing two model APIs (acetaminophen and ibuprofen sodium) formulated with various excipients (microcrystalline cellulose, lactose, and pregelatinized starch) at different drug loadings (2–10%) and excipient ratios (2 to 4) with mannitol. Near-infrared spectroscopy was employed for content analysis, while a modified Jenike and Johanson tester assessed the segregation propensity. Statistical analysis identified significant interactions between formulation variables, with particle size distribution and flow characteristics emerging as critical factors influencing segregation. A modified segregation index incorporating concentration ratio and drug load demonstrated improved correlation with material properties, with four key parameters identified as significant predictors: D<sub>50</sub>, D<sub>90</sub>/D<sub>10</sub>, and ratio of corresponding flowability and size distribution width between API and the blend. Based on this, two composite parameter indices were finally developed and validated by commercial blends to facilitate rapid assessment of segregation risk during early formulation development, providing a practical approach to developing robust pharmaceutical formulations with reduced segregation risk.</div></div>","PeriodicalId":14187,"journal":{"name":"International Journal of Pharmaceutics","volume":"682 ","pages":"Article 125990"},"PeriodicalIF":5.2000,"publicationDate":"2025-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Pharmaceutics","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0378517325008270","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Powder segregation represents a critical challenge in pharmaceutical manufacturing, potentially compromising product quality through the non-uniform distribution of active ingredients. This study evaluates segregation behavior in pharmaceutical blends containing two model APIs (acetaminophen and ibuprofen sodium) formulated with various excipients (microcrystalline cellulose, lactose, and pregelatinized starch) at different drug loadings (2–10%) and excipient ratios (2 to 4) with mannitol. Near-infrared spectroscopy was employed for content analysis, while a modified Jenike and Johanson tester assessed the segregation propensity. Statistical analysis identified significant interactions between formulation variables, with particle size distribution and flow characteristics emerging as critical factors influencing segregation. A modified segregation index incorporating concentration ratio and drug load demonstrated improved correlation with material properties, with four key parameters identified as significant predictors: D50, D90/D10, and ratio of corresponding flowability and size distribution width between API and the blend. Based on this, two composite parameter indices were finally developed and validated by commercial blends to facilitate rapid assessment of segregation risk during early formulation development, providing a practical approach to developing robust pharmaceutical formulations with reduced segregation risk.

Abstract Image

基于粉末性能的预测多组分药物共混物分离风险的新指标。
粉末分离是制药制造中的一个关键挑战,由于活性成分分布不均匀,可能会影响产品质量。本研究评估了两种模型原料药(对乙酰氨基酚和布洛芬钠)与不同赋形剂(微晶纤维素、乳糖和预糊化淀粉)在不同药物负荷(2-10%)和赋形剂与甘露醇的比例(2比4)下的药物混合物的分离行为。近红外光谱用于含量分析,而改进的Jenike和Johanson测试仪评估偏析倾向。统计分析发现配方变量之间存在显著的相互作用,粒度分布和流动特性成为影响离析的关键因素。一个包含浓度比和药物负荷的改进的分离指数与材料性能的相关性得到了改善,其中四个关键参数被确定为重要的预测指标:D50、D90/D10、原料药与共混物之间相应流动性的比率和粒径分布宽度。在此基础上,最终开发了两个复合参数指数,并通过商业共混物进行了验证,以促进在配方开发早期快速评估分离风险,为开发具有较低分离风险的稳健药物配方提供了实用方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
10.70
自引率
8.60%
发文量
951
审稿时长
72 days
期刊介绍: The International Journal of Pharmaceutics is the third most cited journal in the "Pharmacy & Pharmacology" category out of 366 journals, being the true home for pharmaceutical scientists concerned with the physical, chemical and biological properties of devices and delivery systems for drugs, vaccines and biologicals, including their design, manufacture and evaluation. This includes evaluation of the properties of drugs, excipients such as surfactants and polymers and novel materials. The journal has special sections on pharmaceutical nanotechnology and personalized medicines, and publishes research papers, reviews, commentaries and letters to the editor as well as special issues.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信