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 , Jorge L. Maicelo , Alexa J. Pajuelo-Muñoz , Llisela Torrejón-Valqui , Lucas D. Muñóz-Astecker , Miguel Barrena , Ilse S. Cayo-Colca , 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.