Quantification of antibiotics in multicomponent drug formulations using UV–Vis spectrometer with PLS and MCR-ALS

IF 3.7 2区 化学 Q2 AUTOMATION & CONTROL SYSTEMS
Hilthon A. Ramos , Igor Eduardo Silva Arruda , Lucas José de Alencar Danda , Rafaella F. Sales , Julia M. Fernandes , Monica Felts de La Roca Soares , Jose M. Amigo , M. Fernanda Pimentel , José Lamartine Soares Sobrinho
{"title":"Quantification of antibiotics in multicomponent drug formulations using UV–Vis spectrometer with PLS and MCR-ALS","authors":"Hilthon A. Ramos ,&nbsp;Igor Eduardo Silva Arruda ,&nbsp;Lucas José de Alencar Danda ,&nbsp;Rafaella F. Sales ,&nbsp;Julia M. Fernandes ,&nbsp;Monica Felts de La Roca Soares ,&nbsp;Jose M. Amigo ,&nbsp;M. Fernanda Pimentel ,&nbsp;José Lamartine Soares Sobrinho","doi":"10.1016/j.chemolab.2025.105354","DOIUrl":null,"url":null,"abstract":"<div><div>This study explores the potential of spectroscopic analysis combined with Partial Least Squares Regression (PLS) and Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) for the simultaneous quantification of antibiotics in multicomponent drug formulations, specifically clofazimine (CLZ) and dapsone (DAP). The analysis also evaluated the in vitro release profile of the drugs in a fixed-dose combination tablet. High-Performance Liquid Chromatography with Photodiode Array Detection (HPLC-PDA) was used as a reference analytical technique to validate and compare the chemometric models. Both PLS and MCR-ALS models demonstrated high accuracy, with MCR-ALS showing superior predictive capability for CLZ, while both models presented similar performance for DAP quantification. Notably, the results from both models were consistent with the dissolution profile, indicating no statistically significant differences between the spectroscopic and chromatographic quantification methods. Furthermore, the dissolution profile confirmed the immediate release of both active pharmaceutical ingredients (APIs), with no statistically significant differences between the spectroscopic and chromatographic quantification methods. This study highlights the efficiency and versatility of chemometric techniques as an alternative to conventional methods in the quality assessment of anti-leprosy medications.</div></div>","PeriodicalId":9774,"journal":{"name":"Chemometrics and Intelligent Laboratory Systems","volume":"260 ","pages":"Article 105354"},"PeriodicalIF":3.7000,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chemometrics and Intelligent Laboratory Systems","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0169743925000395","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

This study explores the potential of spectroscopic analysis combined with Partial Least Squares Regression (PLS) and Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) for the simultaneous quantification of antibiotics in multicomponent drug formulations, specifically clofazimine (CLZ) and dapsone (DAP). The analysis also evaluated the in vitro release profile of the drugs in a fixed-dose combination tablet. High-Performance Liquid Chromatography with Photodiode Array Detection (HPLC-PDA) was used as a reference analytical technique to validate and compare the chemometric models. Both PLS and MCR-ALS models demonstrated high accuracy, with MCR-ALS showing superior predictive capability for CLZ, while both models presented similar performance for DAP quantification. Notably, the results from both models were consistent with the dissolution profile, indicating no statistically significant differences between the spectroscopic and chromatographic quantification methods. Furthermore, the dissolution profile confirmed the immediate release of both active pharmaceutical ingredients (APIs), with no statistically significant differences between the spectroscopic and chromatographic quantification methods. This study highlights the efficiency and versatility of chemometric techniques as an alternative to conventional methods in the quality assessment of anti-leprosy medications.
多组分药物制剂中抗生素的紫外-可见分光光度联用PLS和MCR-ALS定量分析
本研究探讨了光谱分析结合偏最小二乘回归(PLS)和多元曲线分辨率-交替最小二乘(MCR-ALS)同时定量多组分药物制剂中抗生素的潜力,特别是氯法齐明(CLZ)和氨苯砜(DAP)。本研究还评价了两种药物在固定剂量联合片剂中的体外释放特性。采用高效液相色谱-光电二极管阵列检测(HPLC-PDA)作为参考分析技术,验证和比较化学计量模型。PLS和MCR-ALS模型均显示出较高的准确性,其中MCR-ALS对CLZ的预测能力更强,而两种模型对DAP的量化表现相似。值得注意的是,两种模型的结果与溶出度曲线一致,表明光谱和色谱定量方法之间没有统计学差异。此外,溶出谱图证实了两种活性药物成分(api)的立即释放,光谱和色谱定量方法之间没有统计学差异。本研究强调了化学计量技术在抗麻风药物质量评估中作为传统方法的替代方法的效率和通用性。
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
7.50
自引率
7.70%
发文量
169
审稿时长
3.4 months
期刊介绍: Chemometrics and Intelligent Laboratory Systems publishes original research papers, short communications, reviews, tutorials and Original Software Publications reporting on development of novel statistical, mathematical, or computer techniques in Chemistry and related disciplines. Chemometrics is the chemical discipline that uses mathematical and statistical methods to design or select optimal procedures and experiments, and to provide maximum chemical information by analysing chemical data. The journal deals with the following topics: 1) Development of new statistical, mathematical and chemometrical methods for Chemistry and related fields (Environmental Chemistry, Biochemistry, Toxicology, System Biology, -Omics, etc.) 2) Novel applications of chemometrics to all branches of Chemistry and related fields (typical domains of interest are: process data analysis, experimental design, data mining, signal processing, supervised modelling, decision making, robust statistics, mixture analysis, multivariate calibration etc.) Routine applications of established chemometrical techniques will not be considered. 3) Development of new software that provides novel tools or truly advances the use of chemometrical methods. 4) Well characterized data sets to test performance for the new methods and software. The journal complies with International Committee of Medical Journal Editors'' Uniform requirements for manuscripts.
×
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:481959085
Book学术官方微信