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

Spectrochim Acta A Mol Biomol Spectrosc. 2018 Apr 5:194:172-180. doi: 10.1016/j.saa.2018.01.006. Epub 2018 Jan 4.

Abstract

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° 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.

Keywords: Functional compounds; Genetic algorithm; Infrared spectroscopy; Ordered predictors selection; Partial least squares; Red cabbage.

MeSH terms

  • Algorithms
  • Anthocyanins / analysis*
  • Antioxidants / analysis*
  • Brassica / metabolism*
  • Least-Squares Analysis
  • Liquid-Liquid Extraction / methods*
  • Plant Extracts / chemistry*
  • Polyphenols / analysis*
  • Spectrophotometry, Infrared / methods*

Substances

  • Anthocyanins
  • Antioxidants
  • Plant Extracts
  • Polyphenols