Rapid determination of phytosterols by NIRS and chemometric methods

被引:31
作者
Liu, Yan [1 ,3 ,4 ]
Wang, Yixin [1 ]
Xia, Zhenzhen [2 ]
Wang, Yingjie [1 ]
Wu, Yongning [1 ]
Gong, Zhiyong [1 ,3 ,4 ]
机构
[1] Wuhan Polytech Univ, Coll Food Sci & Engn, Wuhan 430023, Hubei, Peoples R China
[2] Hubei Acad Agr Sci, Inst Agr Qual Stand & Testing Technol Res, Wuhan 430064, Hubei, Peoples R China
[3] Wuhan Polytech Univ, Coll Food Sci & Engn, Minist Educ, Key Lab Deep Proc Major Grain & Oil, Wuhan 430023, Hubei, Peoples R China
[4] Wuhan Polytech Univ, Coll Food Sci & Engn, Hubei Key Lab Proc & Transformat Agr Prod, Wuhan 430023, Hubei, Peoples R China
关键词
Near-infrared spectroscopy; Phytosterol; Vegetable oil; Partial least squares; Wavelength selection; UNINFORMATIVE VARIABLE ELIMINATION; LEAST-SQUARES REGRESSION; BETA-SITOSTEROL; LIQUID-CHROMATOGRAPHY; ESTERIFIED STEROLS; PLANT STEROLS; OLIVE OILS; CHOLESTEROL; SPECTROSCOPY; QUANTIFICATION;
D O I
10.1016/j.saa.2018.12.030
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Phytosterols have been extensively studied because it plays essential roles in the physiology of plants and can be used as nutritional supplement to promote human health. We use a rapid method by coupling near-infrared spectroscopy (NIRS) and chemometric techniques to quickly and efficiently determine three essential phytosterols (beta-sitosterol, campesterol and stigmasterol) in vegetable oils. Continuous wavelet transform (CWT) method was adopted to remove the baseline shift in the spectra. The quantitative analysis models were constructed by partial least squares (PCS) regression and randomization test (RT) method was used to further improve the models. The optimized models were used to calculate the phytosterol contents in prediction set in order to evaluate their predictability. We have found that the phytosterol contents obtained by the optimized models and Gas Chromatography/Mass Spectrometry (GC/MS) analysis are almost consistent. The root mean square error of prediction (RMSEP) and ratio of prediction to deviation (RPD) for the three phytosterols are 525.7590, 212.2245, 65.1611 and 4.0060, 4.7195 and 3.5441, respectively. The results have proved the feasibility of the proposed method for rapid and non-destructive analysis of phytosterols in edible oils. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:336 / 341
页数:6
相关论文
共 46 条
[1]   Simultaneous determination of plasmatic phytosterols and cholesterol precursors using gas chromatography-mass spectrometry (GC-MS) with selective ion monitoring (SIM) [J].
Ahmida, H. S. Mohamed ;
Bertucci, Pierfrancesco ;
Franzo, Letizia ;
Massoud, Renato ;
Cortese, Claudio ;
Lala, Alberto ;
Federici, Giorgio .
JOURNAL OF CHROMATOGRAPHY B-ANALYTICAL TECHNOLOGIES IN THE BIOMEDICAL AND LIFE SCIENCES, 2006, 842 (01) :43-47
[2]   Intake of dietary plant sterols is inversely related to serum cholesterol concentration in men and women in the EPIC Norfolk population:: a cross-sectional study [J].
Andersson, SW ;
Skinner, J ;
Ellegård, L ;
Welch, AA ;
Bingham, S ;
Mulligan, A ;
Andersson, H ;
Khaw, KT .
EUROPEAN JOURNAL OF CLINICAL NUTRITION, 2004, 58 (10) :1378-1385
[3]   Peanuts as a source of β-sitosterol, a sterol with anticancer properties [J].
Awad, AB ;
Chan, KC ;
Downie, AC ;
Fink, CS .
NUTRITION AND CANCER-AN INTERNATIONAL JOURNAL, 2000, 36 (02) :238-241
[4]  
Awad AB, 2000, ANTICANCER RES, V20, P821
[5]   In vitro and in vivo (SCID mice) effects of phytosterols on the growth and dissemination of human prostate cancer PC-3 cells [J].
Awad, AB ;
Fink, CS ;
Williams, H ;
Kim, U .
EUROPEAN JOURNAL OF CANCER PREVENTION, 2001, 10 (06) :507-513
[6]  
Azadmard-Damirchi S., 2009, FOOD ADDIT CONTAM A, V27, P1
[7]   Development of liquid chromatographic methods for the determination of phytosterols in Standard Reference Materials containing saw palmetto [J].
Bedner, Mary ;
Schantz, Michele M. ;
Sander, Lane C. ;
Sharpless, Katherine E. .
JOURNAL OF CHROMATOGRAPHY A, 2008, 1192 (01) :74-80
[8]   Detecting influential observations by cluster analysis and Monte Carlo cross-validation [J].
Bian, Xihui ;
Cai, Wensheng ;
Shao, Xueguang ;
Chen, Da ;
Grant, Edward R. .
ANALYST, 2010, 135 (11) :2841-2847
[9]   A variable selection method based on uninformative variable elimination for multivariate calibration of near-infrared spectra [J].
Cai, Wensheng ;
Li, Yankun ;
Shao, Xueguang .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2008, 90 (02) :188-194
[10]   Determination of cholesterol and four phytosterols in foods without derivatization by gas chromatography-tandem mass spectrometry [J].
Chen, Yan-Zong ;
Kao, Shih-Yao ;
Jian, Hao-Cheng ;
Yu, Yu-Man ;
Li, Ju-Ying ;
Wang, Wei-Hsien ;
Tsai, Chung-Wei .
JOURNAL OF FOOD AND DRUG ANALYSIS, 2015, 23 (04) :636-644