PCA, PLS, and MCR-ALS applied to the analysis of miscibility and quantification of Cupuassu butter, Passion fruit oil and Sacha Inchi oil blended in Cocoa butter

César R. Balcázar-Zumaeta , Jorge L. Maicelo , Alexa J. Pajuelo-Muñoz , Llisela Torrejón-Valqui , Lucas D. Muñóz-Astecker , Miguel Barrena , Ilse S. Cayo-Colca , Efraín M. Castro-Alayo
{"title":"PCA, PLS, and MCR-ALS applied to the analysis of miscibility and quantification of Cupuassu butter, Passion fruit oil and Sacha Inchi oil blended in Cocoa butter","authors":"César R. Balcázar-Zumaeta ,&nbsp;Jorge L. Maicelo ,&nbsp;Alexa J. Pajuelo-Muñoz ,&nbsp;Llisela Torrejón-Valqui ,&nbsp;Lucas D. Muñóz-Astecker ,&nbsp;Miguel Barrena ,&nbsp;Ilse S. Cayo-Colca ,&nbsp;Efraín M. Castro-Alayo","doi":"10.1016/j.afres.2024.100678","DOIUrl":null,"url":null,"abstract":"<div><div>Raman spectroscopy combined with chemometrics is widely used in food science due to its power of analysis, speed and environmental friendliness. In the search for new cocoa butter alternatives (CBA), the properties of other matrices such as butter and vegetable oils were studied. In the present study, Raman spectroscopy was used to analyze the chemical properties of cocoa butter (CB), cupuassu butter (CUB), passion fruit oil (PFO), sacha inchi oil (SIO) and its blends with the CB at five concentrations. These matrices have spectral differences based on the intensity of the unsaturated fatty acid peaks and the physical state at room temperature. The highest degree of unsaturation was established for PFO. PCA model found clusters between blend types and concentrations with an accuracy of 95.11–96.22 % and 94.37–98.26 %, respectively. PLS was able to predict the concentrations of CUB, PFO and SIO in blends with CB at RMSEP of 0.47 (R<sup>2</sup>P = 0.49), 0.25 (R<sup>2</sup>P = 0.85), and 0.48 (R<sup>2</sup>P = 0.62), respectively. MCR-ALS applied to the Raman chemical images of the blends established mathematical models with an accuracy of 99.06–99.73 %. The distribution maps analysis, relative standard deviation and histograms showed that CB and CUB at 3 % had the best miscibility and therefore can be used as CBA for the manufacture of chocolates.</div></div>","PeriodicalId":8168,"journal":{"name":"Applied Food Research","volume":"5 1","pages":"Article 100678"},"PeriodicalIF":0.0000,"publicationDate":"2024-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Applied Food Research","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2772502224002889","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Raman spectroscopy combined with chemometrics is widely used in food science due to its power of analysis, speed and environmental friendliness. In the search for new cocoa butter alternatives (CBA), the properties of other matrices such as butter and vegetable oils were studied. In the present study, Raman spectroscopy was used to analyze the chemical properties of cocoa butter (CB), cupuassu butter (CUB), passion fruit oil (PFO), sacha inchi oil (SIO) and its blends with the CB at five concentrations. These matrices have spectral differences based on the intensity of the unsaturated fatty acid peaks and the physical state at room temperature. The highest degree of unsaturation was established for PFO. PCA model found clusters between blend types and concentrations with an accuracy of 95.11–96.22 % and 94.37–98.26 %, respectively. PLS was able to predict the concentrations of CUB, PFO and SIO in blends with CB at RMSEP of 0.47 (R2P = 0.49), 0.25 (R2P = 0.85), and 0.48 (R2P = 0.62), respectively. MCR-ALS applied to the Raman chemical images of the blends established mathematical models with an accuracy of 99.06–99.73 %. The distribution maps analysis, relative standard deviation and histograms showed that CB and CUB at 3 % had the best miscibility and therefore can be used as CBA for the manufacture of chocolates.
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
4.50
自引率
0.00%
发文量
0
×
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