New strategy for determination of anthocyanins, polyphenols and antioxidant capacity of Brassica oleracea liquid extract using infrared spectroscopies and multivariate regression

被引:27
作者
de Oliveira, Isadora R. N. [1 ,2 ]
Roque, Jussara V. [3 ]
Maia, Mariza P. [1 ]
Stringheta, Paulo C. [1 ]
Teofilo, Reinaldo F. [3 ]
机构
[1] Univ Fed Vicosa, Dept Food Technol, BR-36570900 Vicosa, MG, Brazil
[2] Univ Fed Vicosa, Inst Agr Sci, BR-38810000 Rio Paranaiba, MG, Brazil
[3] Univ Fed Vicosa, Dept Chem, BR-36570900 Vicosa, MG, Brazil
关键词
Functional compounds; Red cabbage; Infrared spectroscopy; Partial least squares; Ordered predictors selection; Genetic algorithm; RED CABBAGE; FLAVONOID CONTENTS; FEATURE-SELECTION; DETECTION LIMITS; TOTAL PHENOLS; CALIBRATION; PREDICTION; L; DIFFERENTIATION; QUANTIFICATION;
D O I
10.1016/j.saa.2018.01.006
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
A new method was developed to determine the antioxidant properties of red cabbage extract (Brassica oleracea) by mid (MID) and near (NIR) infrared spectroscopies and partial least squares (PLS) regression. A 70% (v/v) ethanolic extract of red cabbage was concentrated to 9 degrees Brix and further diluted (12 to 100%) in water. The dilutions were used as external standards for the building of PLS models. For the first time, this strategy was applied for building multivariate regression models. Reference analyses and spectral data were obtained from diluted extracts. The determinate properties were total and monomeric anthocyanins, total polyphenols and antioxidant capacity by ABTS (2,2-azino-bis(3-ethyl-benzothiazoline-6-sulfonate)) and DPPH (2,2-diphenyl-1-picrylhydrazyl) methods. Ordered predictors selection (OPS) and genetic algorithm (GA) were used for feature selection before PLS regression (PLS-1). In addition, a PLS-2 regression was applied to all properties simultaneously. PLS-1 models provided more predictive models than did PLS-2 regression. PLS-OPS and PLS-GA models presented excellent prediction results with a correlation coefficient higher than 0.98. However, the best models were obtained using PLS and variable selection with the OPS algorithm and the models based on NIR spectra were considered more predictive for all properties. Then, these models provided a simple, rapid and accurate method for determination of red cabbage extract antioxidant properties and its suitability for use in the food industry. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:172 / 180
页数:9
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